diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 00000000..3cc1495e
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,30 @@
+# Version control
+.git/
+.gitignore
+
+# Python
+__pycache__/
+*.pyc
+*.pyo
+.venv/
+
+# Node
+node_modules/
+
+# Dev tooling
+.pre-commit-config.yaml
+ruff.toml
+justfile
+.claude/
+
+# CI/CD & deployment configs
+.gitlab-ci.yml
+install/vagrant/
+
+# Documentation (not needed in image)
+*.md
+LICENSE
+
+# OS files
+.DS_Store
+Thumbs.db
diff --git a/.gitignore b/.gitignore
index 01fe9620..e1393d80 100644
--- a/.gitignore
+++ b/.gitignore
@@ -116,3 +116,7 @@ outputs
 # Pyenv #
 #########
 .python-version
+
+# Dev virtualenv #
+###################
+.venv/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..43d3ca98
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,15 @@
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-yaml
+      - id: check-added-large-files
+
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.9.7
+    hooks:
+      - id: ruff
+        args: [--fix]
+      - id: ruff-format
diff --git a/CLAUDE.md b/CLAUDE.md
new file mode 100644
index 00000000..91fa8bfe
--- /dev/null
+++ b/CLAUDE.md
@@ -0,0 +1,32 @@
+# iKy - OSINT Tool
+
+## Project Structure
+
+- `backend/` — Python 3.12 Flask + Celery backend
+- `frontend/` — Angular frontend
+- `install/docker/` — Dockerfiles and compose config
+
+## Coding Style
+
+All Python code MUST comply with the project's `ruff.toml` configuration:
+
+- **Formatter**: ruff format (black-compatible), line-length 88, target py312
+- **Linter rules**: E, F, W (pycodestyle/pyflakes), I (isort), B (bugbear), UP (pyupgrade), SIM (simplify), C4 (comprehensions), A (builtins), RUF (ruff-specific)
+- **Ignored**: E203 (black-compatible whitespace), E501 (line length handled by formatter)
+- **Tests**: S101 (assert usage) is allowed in `**/tests/**`
+
+When writing or modifying Python code:
+
+1. Use modern Python 3.12 idioms (f-strings, `|` union types, `match`, etc.)
+2. Keep lines at 88 chars max
+3. Sort imports with isort style (stdlib, third-party, local — separated by blank lines)
+4. Prefer list/dict/set comprehensions over map/filter
+5. Avoid shadowing Python builtins (rule A)
+6. Use `pathlib.Path` over `os.path` where practical
+
+## Dev Workflow
+
+- `just setup` — create `.venv/` with pre-commit and ruff (pinned to match pre-commit config)
+- `just lint` / `just fmt` — check or auto-fix with ruff from the venv
+- `just build` / `just up` / `just down` — Docker lifecycle
+- `just test` — run pytest inside the backend container
diff --git a/README.es.md b/README.es.md
index d692b594..9319b96e 100644
--- a/README.es.md
+++ b/README.es.md
@@ -6,11 +6,12 @@
 
 <div align="center" style="margin-bottom: 10px;">
     <img alt="Redis" src="https://img.shields.io/badge/storage-redis-red.svg?style=for-the-badge">
-    <img alt="Python" src="https://img.shields.io/badge/python-3.9-informational.svg?style=for-the-badge">
+    <img alt="Python" src="https://img.shields.io/badge/python-3.12-informational.svg?style=for-the-badge">
     <img alt="Celery" src="https://img.shields.io/badge/multiprocessing-celery-green.svg?style=for-the-badge">
     <img alt="Flask" src="https://img.shields.io/badge/interface-flask-yellowgreen.svg?style=for-the-badge">
-    <img alt="Node" src="https://img.shields.io/badge/node-12.x-brightgreen.svg?style=for-the-badge">
-    <img alt="Angular" src="https://img.shields.io/badge/web%20framwork-angular%207-red.svg?style=for-the-badge">
+    <img alt="Node" src="https://img.shields.io/badge/node-22.x-brightgreen.svg?style=for-the-badge">
+    <img alt="Angular" src="https://img.shields.io/badge/web%20framework-angular%208-red.svg?style=for-the-badge">
+    <img alt="Docker" src="https://img.shields.io/badge/deploy-docker-blue.svg?style=for-the-badge&logo=docker">
 </div>
 
 <!--
@@ -34,9 +35,9 @@
 
 ---
 
-<div align="center">   
+<div align="center">
 
-[Descripción](#description)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Instalación](#installation)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Website][website]&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Módulos](#modules)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Issues][issues]&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Supporting](#sponsor)
+[Descripcion](#description)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Instalacion](#installation)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Website][website]&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Modulos](#modules)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Issues][issues]&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Supporting](#sponsor)
 
 </div>
 
@@ -52,8 +53,8 @@ Website References
 
 <h1 align="center">iKy</h1>
 
-<h1 id="description">Description</h1>
-El proyecto iKy es una herramienta que colecta información a partir de una dirección de e-mail y muestra los resultados en una interface visual.
+<h1 id="description">Descripcion</h1>
+El proyecto iKy es una herramienta que colecta informacion a partir de una direccion de e-mail y muestra los resultados en una interface visual.
 
 Visite el Gitlab Page del [Projecto](https://kennbroorg.gitlab.io/ikyweb/)
 
@@ -64,7 +65,7 @@ Visite el Gitlab Page del [Projecto](https://kennbroorg.gitlab.io/ikyweb/)
     <a href="https://vimeo.com/434501702">Video Demo</a>
 </div>
 
-<h1 id="modules">Módulos</h1>
+<h1 id="modules">Modulos</h1>
 
 <div align="center" style="margin-bottom: 10px;">
     <img alt="fullcontact" src="https://img.shields.io/badge/module-fullcontact-blue.svg?style=flat-square">
@@ -95,79 +96,116 @@ Visite el Gitlab Page del [Projecto](https://kennbroorg.gitlab.io/ikyweb/)
     <img alt="mastodon" src="https://img.shields.io/badge/module-mastodon-blue.svg?style=flat-square">
 </div>
 
-<h1 id="installation">Instalación</h1>
+<h1 id="installation">Instalacion</h1>
+
+### Prerequisitos
+
+- [Docker](https://docs.docker.com/get-docker/)
+- [Docker Compose](https://docs.docker.com/compose/install/) (incluido con Docker Desktop)
+- (Opcional) [just](https://github.com/casey/just#installation) ejecutor de tareas
 
-Se debe instalar Redis y encenderlo en una terminal
+### Inicio rapido
 
 ```shell
-wget http://download.redis.io/redis-stable.tar.gz
-tar xvzf redis-stable.tar.gz
-cd redis-stable
-make
-sudo make install
-cd ..
+git clone https://gitlab.com/kennbroorg/iKy.git
+cd iKy
+docker compose build
+docker compose up -d
 ```
 
-Vaya a nuestro [website][website]. Descargar el ZIP y descomprimirlo, instalar las dependencias y encenderlo en otra terminal
+O, si tiene `just` instalado:
+
+```shell
+just build
+just up
 ```
-unzip iKy.zip
-cd iKy-pack
-pip install -r requirements.txt
-cd backend
-python3 app.py -e prod
+
+Abra su navegador en [http://localhost:4200](http://localhost:4200)
+
+Para detener todos los servicios:
+
+```shell
+docker compose down
+# o
+just down
 ```
 
-Y finalmente, [browsearlo](#browse).
+<h1 id="development">Desarrollo</h1>
 
-<h3 id="browser">Browse</h3>
+El flujo de desarrollo utiliza un **virtualenv para linting/pre-commit hooks** y **Docker para compilar y ejecutar** la aplicacion.
 
-Abrir el browser en esta [url](http://127.0.0.1:4200)
+### Configurar el entorno de desarrollo
+
+Instale [just](https://github.com/casey/just#installation), luego:
+
+```shell
+just setup
+source .venv/bin/activate
+```
+
+Esto crea un virtualenv de Python con `pre-commit` y `ruff`, e instala los git hooks.
+
+### Recetas comunes
+
+| Comando | Descripcion |
+|---------|-------------|
+| `just build` | Compilar imagenes Docker |
+| `just up` | Iniciar todos los servicios |
+| `just down` | Detener todos los servicios |
+| `just logs` | Seguir logs del backend (`just logs frontend` para frontend) |
+| `just ps` | Mostrar contenedores en ejecucion |
+| `just shell-backend` | Abrir una shell en el contenedor del backend |
+| `just shell-frontend` | Abrir una shell en el contenedor del frontend |
+| `just lint` | Ejecutar ruff linter y verificacion de formato |
+| `just fmt` | Auto-formatear codigo Python |
+| `just restart backend` | Reiniciar un servicio especifico |
+| `just rebuild` | Detener, recompilar e iniciar todos los servicios |
+| `just clean` | Eliminar contenedores, volumenes e imagenes locales |
 
 # API Keys
 
-Una vez cargada la aplicación en el navegador, debería obtener la mayoría de las APIs y/o cookies de sesión del navegador.
-A continuación se muestra una tabla con todos los campos a rellenar
+Una vez cargada la aplicacion en el navegador, deberia obtener la mayoria de las APIs y/o cookies de sesion del navegador.
+A continuacion se muestra una tabla con todos los campos a rellenar
 
-|   **Módulo**   | **Status** | **Campo en apikey** | **Descripción** |
+|   **Modulo**   | **Status** | **Campo en apikey** | **Descripcion** |
 | :------------- | :--------: | :--------- | :--------- |
 | Fullcontact    | :octagonal\_sign: |  | Discontinuado |
-| PeopleDataLabs | :ok: | peopledatalabs\_key | :free: API **Free**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#peopledatalabs) |
-| Linkedin | :ok: | linkedin\_li\_at / linkedin\_JSESSIONID [\(***\)](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#postdata) | :free: Cookie browser(:cookie:) Metodo. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#linkedin) |
-| Twitter        | :ok: | twitter\_user / twitter\_pass [\(***\)](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#postdata) | :free: Cookie browser(:cookie:) o usuario/password. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#twitter) |
-| Instagram      | :ok: | instagram\_user / instagram\_pass [\(***\)](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#postdata) | :free: Cookie browser(:cookie:) o user/pass. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#instagram) |
-| HaveIBeenPwned | :ok: | haveibeenpwned\_key |:heavy\_dollar\_sign: API **Paid**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#haveibeenpwned) |
-| Emailrep       | :ok: | emailrep\_key | :free: API **Free**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#emailrep) |
-| Leaklookup     | :ok: | leaklookup\_key | :free: API **Free**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#leaklookup) |
-| Spotify        | :ok: | spotify\_client\_id / spotify\_client\_secret | :free: API **Free**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#spotify) |
-| Twitch         | :ok: | twitch\_client\_id / twitch\_client\_secret | :free: API **Free**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#twitch) |
-| CSE (Google)   | :ok: | cse\_api\_key / cse\_cx |:free: API **Free**. Explicado [aquí](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#cse) |
+| PeopleDataLabs | :ok: | peopledatalabs\_key | :free: API **Free**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#peopledatalabs) |
+| Linkedin | :ok: | linkedin\_li\_at / linkedin\_JSESSIONID [\(***\)](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#postdata) | :free: Cookie browser(:cookie:) Metodo. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#linkedin) |
+| Twitter        | :ok: | twitter\_user / twitter\_pass [\(***\)](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#postdata) | :free: Cookie browser(:cookie:) o usuario/password. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#twitter) |
+| Instagram      | :ok: | instagram\_user / instagram\_pass [\(***\)](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#postdata) | :free: Cookie browser(:cookie:) o user/pass. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#instagram) |
+| HaveIBeenPwned | :ok: | haveibeenpwned\_key |:heavy\_dollar\_sign: API **Paid**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#haveibeenpwned) |
+| Emailrep       | :ok: | emailrep\_key | :free: API **Free**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#emailrep) |
+| Leaklookup     | :ok: | leaklookup\_key | :free: API **Free**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#leaklookup) |
+| Spotify        | :ok: | spotify\_client\_id / spotify\_client\_secret | :free: API **Free**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#spotify) |
+| Twitch         | :ok: | twitch\_client\_id / twitch\_client\_secret | :free: API **Free**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#twitch) |
+| CSE (Google)   | :ok: | cse\_api\_key / cse\_cx |:free: API **Free**. Explicado [aqui](https://gitlab.com/kennbroorg/iKy/-/wikis/APIs/ApiKeys-get#cse) |
 | Reddit         | :warning: |  | En revision |
-| Tiktok         | :ok: |  | Obtenida de su browser preferido. Solo logueesé in tiktok |
+| Tiktok         | :ok: |  | Obtenida de su browser preferido. Solo logueese en tiktok |
 
 <h1 id="update">Actualizar iKy</h1>
 
-Debido a que el frontend de iKy está desarrollado en Angular, el cual se transpila, y un proceso de CI/CD lo empaqueta, lo mejor para la actualización es descargar iKy-pack del [website][website] y volver a ejecutar estos pasos
+Descargue los ultimos cambios y reconstruya las imagenes Docker:
 
-``` shell
-unzip iKy.zip
-cd iKy-pack
-pip install -r requirements.txt
-cd backend
-python app.py -e prod
+```shell
+git pull
+docker compose build
+docker compose up -d
 ```
 
-> No es necesario una reinstalación de redis
+O con `just`:
 
-Una vez completado lo anterior pueden copiar el archivo apikeys.json situado en backend/factories dentro del directorio de iKy desde la vieja instalación hacia la nueva instalación
+```shell
+git pull
+just rebuild
+```
 
-O pueden utilizar la interface gráfica en el menu de apikeys las opciones de Exportar/Importar (Exportar desde la vieja instalación e importar en la nueva instalación)
+Para preservar sus API keys entre actualizaciones, use las opciones de Exportar/Importar en el menu de apikeys de la interface grafica.
 
 <div align="center">
     <img alt="apis" height="400" src="https://kennbroorg.gitlab.io/ikyweb/assets/img/iKy-08.png">
 </div>
 
-O pueden utilizar una combinación de ambas (Lo mejor) utilizando la opción de importar desde la nueva instalación y buscando el archivo apikeys.json en backend/factories en el directorio de iKy de la vieja instalación
-
 # Wiki
 - [iKy Wiki](https://gitlab.com/kennbroorg/iKy/-/wikis/home)
 
@@ -179,7 +217,7 @@ O pueden utilizar una combinación de ambas (Lo mejor) utilizando la opción de
 </div>
 
 <h1 id="sponsor">Apoyar el proyecto</h1>
-Ya sea que use este proyecto, haya aprendido algo de él o simplemente le guste, por favor considere apoyarlo comprándome un café, para que pueda dedicar más tiempo a proyectos de código abierto como este.
+Ya sea que use este proyecto, haya aprendido algo de el o simplemente le guste, por favor considere apoyarlo comprandome un cafe, para que pueda dedicar mas tiempo a proyectos de codigo abierto como este.
 
 <div align="center" style="margin-top: 30px;">
 <a href="https://www.buymeacoffee.com/kennbro" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" height="80" ></a>
@@ -187,19 +225,19 @@ Ya sea que use este proyecto, haya aprendido algo de él o simplemente le guste,
 
 # Aviso Legal
 
-Todo aquel que contribuya o haya contribuído con el proyecto, incluyendome, no somos responsables por el uso de la herramienta (Ni el uso legal ni el uso ilegal, ni el "otro" uso). 
+Todo aquel que contribuya o haya contribuido con el proyecto, incluyendome, no somos responsables por el uso de la herramienta (Ni el uso legal ni el uso ilegal, ni el "otro" uso).
 
 Tenga en cuenta que este software fue inicialmente escrito para una broma, luego con fines educativos (para educarnos a nosotros mismos), y ahora el objetivo es colaborar con la comunidad haciendo software libre de calidad, y si bien la calidad no es excelente (a veces ni siquiera buena) nos esforzamos en perseguir la excelencia.
 
-Considere que toda la informacion recolectada está libre y disponible por internet, la herramienta solo intenta descubrirla, recolectarla y mostrarla.
-Muchas veces la herramienta ni siquiera puede lograr su objetivo de descubrimiento y recolección. Por favor, cargue las APIs necesarias antes de acordarse de mi madre.
-Si aún con las APIs no muestra cosas "lindas" que usted espera ver, pruebe con otros e-mails antes de acordarse de mi madre.
-Si aún probando con otros e-mails no ve las cosas "lindas" que usted espera ver, puede crear un issue, contactarnos por e-mail o por cualquiera de las RRSS, pero tenga en cuenta que mi madre no es ni la creadora ni contribuye con el proyecto.
+Considere que toda la informacion recolectada esta libre y disponible por internet, la herramienta solo intenta descubrirla, recolectarla y mostrarla.
+Muchas veces la herramienta ni siquiera puede lograr su objetivo de descubrimiento y recoleccion. Por favor, cargue las APIs necesarias antes de acordarse de mi madre.
+Si aun con las APIs no muestra cosas "lindas" que usted espera ver, pruebe con otros e-mails antes de acordarse de mi madre.
+Si aun probando con otros e-mails no ve las cosas "lindas" que usted espera ver, puede crear un issue, contactarnos por e-mail o por cualquiera de las RRSS, pero tenga en cuenta que mi madre no es ni la creadora ni contribuye con el proyecto.
 
-No reembolsamos su dinero si no está satisfecho.
+No reembolsamos su dinero si no esta satisfecho.
 
-Espero que disfrute la utilizacion de la herramienta tanto como nosotros disfrutamos hacerla. El esfuerzo fue y es enorme (Tiempo, conocimiento, codificacion, pruebas, revisiones, etc) pero lo haríamos de nuevo.
+Espero que disfrute la utilizacion de la herramienta tanto como nosotros disfrutamos hacerla. El esfuerzo fue y es enorme (Tiempo, conocimiento, codificacion, pruebas, revisiones, etc) pero lo hariamos de nuevo.
 
 No use la herramienta si no puede leer claramente las instrucciones y/o el presente Aviso Legal.
 
-Por cierto, para quienes insistan en acordarse de mi madre, ella murió hace muchos años pero la amo como si estuviera aquí mismo.
+Por cierto, para quienes insistan en acordarse de mi madre, ella murio hace muchos anos pero la amo como si estuviera aqui mismo.
diff --git a/README.md b/README.md
index 997ba3c3..a9bfa539 100644
--- a/README.md
+++ b/README.md
@@ -6,11 +6,12 @@
 
 <div align="center" style="margin-bottom: 10px;">
     <img alt="Redis" src="https://img.shields.io/badge/storage-redis-red.svg?style=for-the-badge">
-    <img alt="Python" src="https://img.shields.io/badge/python-3.9-informational.svg?style=for-the-badge">
+    <img alt="Python" src="https://img.shields.io/badge/python-3.12-informational.svg?style=for-the-badge">
     <img alt="Celery" src="https://img.shields.io/badge/multiprocessing-celery-green.svg?style=for-the-badge">
     <img alt="Flask" src="https://img.shields.io/badge/interface-flask-yellowgreen.svg?style=for-the-badge">
-    <img alt="Node" src="https://img.shields.io/badge/node-12.x-brightgreen.svg?style=for-the-badge">
-    <img alt="Angular" src="https://img.shields.io/badge/web%20framwork-angular%207-red.svg?style=for-the-badge">
+    <img alt="Node" src="https://img.shields.io/badge/node-22.x-brightgreen.svg?style=for-the-badge">
+    <img alt="Angular" src="https://img.shields.io/badge/web%20framework-angular%208-red.svg?style=for-the-badge">
+    <img alt="Docker" src="https://img.shields.io/badge/deploy-docker-blue.svg?style=for-the-badge&logo=docker">
 </div>
 
 <!--
@@ -34,7 +35,7 @@
 
 ---
 
-<div align="center">   
+<div align="center">
 
 [Description](#description)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Installation](#installation)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Website][website]&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Modules](#modules)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Issues][issues]&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Supporting](#sponsor)
 
@@ -97,31 +98,69 @@ Visit the Gitlab Page of the [Project](https://kennbroorg.gitlab.io/ikyweb/)
 
 <h1 id="installation">Installation</h1>
 
-You must install Redis and start it
+### Prerequisites
+
+- [Docker](https://docs.docker.com/get-docker/)
+- [Docker Compose](https://docs.docker.com/compose/install/) (included with Docker Desktop)
+- (Optional) [just](https://github.com/casey/just#installation) task runner
+
+### Quick start
+
+```shell
+git clone https://gitlab.com/kennbroorg/iKy.git
+cd iKy
+docker compose build
+docker compose up -d
+```
+
+Or, if you have `just` installed:
 
 ```shell
-wget http://download.redis.io/redis-stable.tar.gz
-tar xvzf redis-stable.tar.gz
-cd redis-stable
-make
-sudo make install
-cd ..
+just build
+just up
 ```
 
-Go to our [website][website]. Download the ZIP file and unzip it, install requeriments and start it in another terminal
-``` shell
-unzip iKy.zip
-cd iKy-pack
-pip install -r requirements.txt
-cd backend
-python3 app.py -e prod
+Open your browser at [http://localhost:4200](http://localhost:4200)
+
+To stop all services:
+
+```shell
+docker compose down
+# or
+just down
 ```
 
-And, finally, [browse](#browse) it.
+<h1 id="development">Development</h1>
 
-<h3 id="browser">Browse</h3>
+The development workflow uses a **virtualenv for linting/pre-commit hooks** and **Docker for building and running** the application.
 
-Open the browser in this [url](http://127.0.0.1:4200) 
+### Setting up the dev environment
+
+Install [just](https://github.com/casey/just#installation), then:
+
+```shell
+just setup
+source .venv/bin/activate
+```
+
+This creates a Python virtualenv with `pre-commit` and `ruff`, and installs the git hooks.
+
+### Common recipes
+
+| Command | Description |
+|---------|-------------|
+| `just build` | Build Docker images |
+| `just up` | Start all services |
+| `just down` | Stop all services |
+| `just logs` | Follow backend logs (`just logs frontend` for frontend) |
+| `just ps` | Show running containers |
+| `just shell-backend` | Open a shell in the backend container |
+| `just shell-frontend` | Open a shell in the frontend container |
+| `just lint` | Run ruff linter and format check |
+| `just fmt` | Auto-format Python code |
+| `just restart backend` | Restart a specific service |
+| `just rebuild` | Stop, rebuild, and start all services |
+| `just clean` | Remove containers, volumes, and local images |
 
 # API Keys
 
@@ -146,28 +185,27 @@ Below is a table with all the fields to fill out
 
 <h1 id="update">Update iKy</h1>
 
-Because the iKy frontend is developed in Angular, which is transpiled, and a CI/CD process packages it, the best way to upgrade is to download iKy-pack from [website][website] and re-run these steps
+Pull the latest changes and rebuild the Docker images:
 
-``` shell
-unzip iKy.zip
-cd iKy-pack
-pip install -r requirements.txt
-cd backend
-python app.py -e prod
+```shell
+git pull
+docker compose build
+docker compose up -d
 ```
 
-> No reinstallation of redis is necessary.
+Or with `just`:
 
-Once you have completed the above you can copy the apikeys.json file located in backend/factories inside the iKy directory from the old installation to the new installation.
+```shell
+git pull
+just rebuild
+```
 
-Or you can use the graphical interface in the apikeys menu to use the Export/Import options (Export from the old installation and import into the new installation).
+To preserve your API keys across updates, use the Export/Import options in the apikeys menu of the graphical interface.
 
 <div align="center">
     <img alt="apis" height="400" src="https://kennbroorg.gitlab.io/ikyweb/assets/img/iKy-08.png">
 </div>
 
-Or you can use a combination of both (Best) using the import option from the new installation and looking for the apikeys.json file in backend/factories in the iKy directory of the old installation.
-
 # Wiki
 
 [iKy Wiki](https://gitlab.com/kennbroorg/iKy/-/wikis/home)
diff --git a/backend/api.py b/backend/api.py
index a949410c..055d183e 100644
--- a/backend/api.py
+++ b/backend/api.py
@@ -1,8 +1,21 @@
-# -*- encoding: utf-8 -*-
-from flask import Blueprint, current_app, request, jsonify
+import logging
+
 from factories._celery import create_celery
 from factories.configuration import api_keys_read, api_keys_write
-home = Blueprint('home_views', __name__)
+from factories.extensions import socketio
+from flask import Blueprint, abort, current_app, jsonify, request
+
+logger = logging.getLogger(__name__)
+
+home = Blueprint("home_views", __name__)
+
+
+def _get_json_or_400() -> dict:
+    """Return parsed JSON body or abort with 400."""
+    data = request.get_json(silent=True)
+    if data is None:
+        abort(400, description="Request body must be valid JSON")
+    return data
 
 
 ################################################
@@ -10,8 +23,10 @@
 ################################################
 @home.route("/testing", methods=["POST"])
 def r_testing():
-    result = request.get_json()
-    print("JSON : ", result)
+    if not current_app.debug:
+        abort(404)
+    result = _get_json_or_400()
+    logger.debug("Testing endpoint received: %s", result)
     return jsonify(result)
 
 
@@ -19,11 +34,11 @@ def r_testing():
 # Task List
 ################################################
 # @home.route("/tasklist", methods=["POST"])
-@home.route('/tasklist', methods=['GET'])
+@home.route("/tasklist", methods=["GET"])
 def r_tasklist():
     module_list = []
     for rule in current_app.url_map.iter_rules():
-        if rule.endpoint != 'static':
+        if rule.endpoint != "static":
             module_list.append(rule.rule[1:])
     return jsonify(modules=module_list)
 
@@ -34,8 +49,12 @@ def r_tasklist():
 @home.route("/state/<task_id>/<task_app>")
 def r_state(task_id, task_app):
     celery = create_celery(current_app)
-    res = celery.AsyncResult(task_id).state
-    return jsonify(state=res, task_id=task_id, task_app=task_app)
+    state = celery.AsyncResult(task_id).state
+    socketio.emit(
+        f"task:state:{task_id}",
+        {"task_id": task_id, "module": task_app, "state": state},
+    )
+    return jsonify(state=state, task_id=task_id, task_app=task_app)
 
 
 ################################################
@@ -44,7 +63,18 @@ def r_state(task_id, task_app):
 @home.route("/result/<task_id>")
 def r_result(task_id):
     celery = create_celery(current_app)
-    res = celery.AsyncResult(task_id).get()
+    try:
+        res = celery.AsyncResult(task_id).get(timeout=120)
+    except Exception:
+        socketio.emit(
+            f"task:error:{task_id}",
+            {"task_id": task_id, "error": "Task timed out or failed"},
+        )
+        return jsonify(error="Task timed out or failed"), 504
+    socketio.emit(
+        f"task:result:{task_id}",
+        {"task_id": task_id, "result": res},
+    )
     return jsonify(result=res)
 
 
@@ -54,7 +84,12 @@ def r_result(task_id):
 @home.route("/apikey", methods=["POST"])
 def r_apikey():
     if request.json:
-        api_keys = request.get_json()
+        api_keys = _get_json_or_400()
+        if not isinstance(api_keys, list) or not all(
+            isinstance(k, dict) and set(k.keys()) <= {"id", "name", "key"}
+            for k in api_keys
+        ):
+            return jsonify(error="Invalid API key format"), 400
         keys = api_keys_write(api_keys)
     else:
         keys = api_keys_read()
@@ -67,15 +102,17 @@ def r_apikey():
 @home.route("/fullcontact", methods=["POST"])
 def r_fullcontact():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Fullcontact - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.fullcontact.fullcontact_tasks.' +
-                           't_fullcontact', args=(username, ))
-    print("Fullcontact - Task : ", res.task_id)
-    return jsonify(module="fullcontact", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Fullcontact - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.fullcontact.fullcontact_tasks." + "t_fullcontact", args=(username,)
+    )
+    logger.debug("Fullcontact - Task: %s", res.task_id)
+    return jsonify(
+        module="fullcontact", task=res.task_id, param=username, from_m=from_m
+    )
 
 
 ################################################
@@ -84,15 +121,18 @@ def r_fullcontact():
 @home.route("/peopledatalabs", methods=["POST"])
 def r_peopledatalabs():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Peopledatalabs - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.peopledatalabs.peopledatalabs_tasks.' +
-                           't_peopledatalabs', args=(username, ))
-    print("Peopledatalabs - Task : ", res.task_id)
-    return jsonify(module="peopledatalabs", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Peopledatalabs - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.peopledatalabs.peopledatalabs_tasks." + "t_peopledatalabs",
+        args=(username,),
+    )
+    logger.debug("Peopledatalabs - Task: %s", res.task_id)
+    return jsonify(
+        module="peopledatalabs", task=res.task_id, param=username, from_m=from_m
+    )
 
 
 ################################################
@@ -101,15 +141,15 @@ def r_peopledatalabs():
 @home.route("/github", methods=["POST"])
 def r_github():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Github - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.github.github_tasks.t_github',
-                           args=(username, from_m))
-    print("Github - Task : ", res.task_id)
-    return jsonify(module="github", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Github - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.github.github_tasks.t_github", args=(username, from_m)
+    )
+    logger.debug("Github - Task: %s", res.task_id)
+    return jsonify(module="github", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
@@ -118,16 +158,17 @@ def r_github():
 @home.route("/ghostproject", methods=["POST"])
 def r_ghostproject():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("GhostProject - Detected Username : ", username, from_m)
+    logger.info("GhostProject - Detected Username: %s %s", username, from_m)
     res = celery.send_task(
-        'modules.ghostproject.ghostproject_tasks.t_ghostproject',
-                           args=(username, ))
-    print("Ghostproject - Task : ", res.task_id)
-    return jsonify(module="ghostproject", task=res.task_id,
-                   param=username, from_m=from_m)
+        "modules.ghostproject.ghostproject_tasks.t_ghostproject", args=(username,)
+    )
+    logger.debug("GhostProject - Task: %s", res.task_id)
+    return jsonify(
+        module="ghostproject", task=res.task_id, param=username, from_m=from_m
+    )
 
 
 ################################################
@@ -136,15 +177,15 @@ def r_ghostproject():
 @home.route("/keybase", methods=["POST"])
 def r_keybase():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Keybase - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.keybase.keybase_tasks.t_keybase',
-                           args=(username, from_m))
-    print("Keybase - Task : ", res.task_id)
-    return jsonify(module="keybase", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Keybase - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.keybase.keybase_tasks.t_keybase", args=(username, from_m)
+    )
+    logger.debug("Keybase - Task: %s", res.task_id)
+    return jsonify(module="keybase", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
@@ -153,15 +194,15 @@ def r_keybase():
 @home.route("/twitter", methods=["POST"])
 def r_twitter():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Twitter - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.twitter.twitter_tasks.t_twitter',
-                           args=(username, from_m))
-    print("Twitter - Task : ", res.task_id)
-    return jsonify(module="twitter", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Twitter - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.twitter.twitter_tasks.t_twitter", args=(username, from_m)
+    )
+    logger.debug("Twitter - Task: %s", res.task_id)
+    return jsonify(module="twitter", task=res.task_id, param=username, from_m=from_m)
 
 
 # ################################################
@@ -170,7 +211,7 @@ def r_twitter():
 # @home.route("/twint", methods=["POST"])
 # def r_twint():
 #     celery = create_celery(current_app)
-#     json_result = request.get_json()
+#     json_result = _get_json_or_400()
 #     username = json_result.get("username", "")
 #     from_m = json_result.get("from", "")
 #     print("Twint - Detected Username : ", username, from_m)
@@ -187,15 +228,15 @@ def r_twitter():
 @home.route("/linkedin", methods=["POST"])
 def r_linkedin():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Linkedin - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.linkedin.linkedin_tasks.t_linkedin',
-                           args=(username, from_m))
-    print("Linkedin - Task : ", res.task_id)
-    return jsonify(module="linkedin", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Linkedin - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.linkedin.linkedin_tasks.t_linkedin", args=(username, from_m)
+    )
+    logger.debug("Linkedin - Task: %s", res.task_id)
+    return jsonify(module="linkedin", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
@@ -204,15 +245,13 @@ def r_linkedin():
 @home.route("/leaks", methods=["POST"])
 def r_leaks():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Leaks - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.leaks.leaks_tasks.t_leaks',
-                           args=(username, ))
-    print("Leaks - Task : ", res.task_id)
-    return jsonify(module="leaks", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Leaks - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.leaks.leaks_tasks.t_leaks", args=(username,))
+    logger.debug("Leaks - Task: %s", res.task_id)
+    return jsonify(module="leaks", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
@@ -221,444 +260,467 @@ def r_leaks():
 @home.route("/darkpass", methods=["POST"])
 def r_darkpass():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Darkpass - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.darkpass.darkpass_tasks.t_darkpass',
-                           args=(username, ))
-    print("Darkpass - Task : ", res.task_id)
-    return jsonify(module="leaks", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Darkpass - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.darkpass.darkpass_tasks.t_darkpass", args=(username,)
+    )
+    logger.debug("Darkpass - Task: %s", res.task_id)
+    return jsonify(
+        module="darkpass",
+        task=res.task_id,
+        param=username,
+        from_m=from_m,
+    )
 
 
 ################################################
 # Gitlab
 ################################################
 @home.route("/gitlab", methods=["POST"])
-def r_gitlab(username=None):
+def r_gitlab():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Gitlab - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.gitlab.gitlab_tasks.t_gitlab',
-                           args=(username, ))
-    print("Gitlab - Task : ", res.task_id)
-    return jsonify(module="gitlab", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Gitlab - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.gitlab.gitlab_tasks.t_gitlab", args=(username,))
+    logger.debug("Gitlab - Task: %s", res.task_id)
+    return jsonify(module="gitlab", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Usersearch
 ################################################
 @home.route("/usersearch", methods=["POST"])
-def r_usersearch(username=None):
+def r_usersearch():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Usersearch - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.usersearch.usersearch_tasks.t_usersearch',
-                           args=(username, ))
-    print("Usersearch - Task : ", res.task_id)
-    return jsonify(module="usersearch", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Usersearch - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.usersearch.usersearch_tasks.t_usersearch", args=(username,)
+    )
+    logger.debug("Usersearch - Task: %s", res.task_id)
+    return jsonify(module="usersearch", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # EmailRepIO
 ################################################
 @home.route("/emailrep", methods=["POST"])
-def r_emailrep(username=None):
+def r_emailrep():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("EmailRep - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.emailrep.emailrep_tasks.t_emailrep',
-                           args=(username, ))
-    print("EmailRep - Task : ", res.task_id)
-    return jsonify(module="emailrep", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("EmailRep - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.emailrep.emailrep_tasks.t_emailrep", args=(username,)
+    )
+    logger.debug("EmailRep - Task: %s", res.task_id)
+    return jsonify(module="emailrep", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # SocialScan
 ################################################
 @home.route("/socialscan", methods=["POST"])
-def r_socialscan(username=None):
+def r_socialscan():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("SocialScan - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.socialscan.socialscan_tasks.t_socialscan',
-                           args=(username, ))
-    print("SocialScan - Task : ", res.task_id)
-    return jsonify(module="socialscan", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("SocialScan - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.socialscan.socialscan_tasks.t_socialscan", args=(username,)
+    )
+    logger.debug("SocialScan - Task: %s", res.task_id)
+    return jsonify(module="socialscan", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Instagram
 ################################################
 @home.route("/instagram", methods=["POST"])
-def r_instagram(username=None):
+def r_instagram():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Instagram - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.instagram.instagram_tasks.t_instagram',
-                           args=(username, ))
-    print("Instagram - Task : ", res.task_id)
-    return jsonify(module="instagram", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Instagram - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.instagram.instagram_tasks.t_instagram", args=(username,)
+    )
+    logger.debug("Instagram - Task: %s", res.task_id)
+    return jsonify(module="instagram", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Tiktok
 ################################################
 @home.route("/tiktok", methods=["POST"])
-def r_tiktok(username=None):
+def r_tiktok():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Tiktok - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.tiktok.tiktok_tasks.t_tiktok',
-                           args=(username, ))
-    print("Tiktok - Task : ", res.task_id)
-    return jsonify(module="tiktok", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Tiktok - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.tiktok.tiktok_tasks.t_tiktok", args=(username,))
+    logger.debug("Tiktok - Task: %s", res.task_id)
+    return jsonify(module="tiktok", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Sherlock
 ################################################
 @home.route("/sherlock", methods=["POST"])
-def r_sherlock(username=None):
+def r_sherlock():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Sherlock - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.sherlock.sherlock_tasks.t_sherlock',
-                           args=(username, ))
-    print("Sherlock - Task : ", res.task_id)
-    return jsonify(module="sherlock", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Sherlock - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.sherlock.sherlock_tasks.t_sherlock", args=(username,)
+    )
+    logger.debug("Sherlock - Task: %s", res.task_id)
+    return jsonify(module="sherlock", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Holehe
 ################################################
 @home.route("/holehe", methods=["POST"])
-def r_holehe(username=None):
+def r_holehe():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Holehe - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.holehe.holehe_tasks.t_holehe',
-                           args=(username, ))
-    print("Holehe - Task : ", res.task_id)
-    return jsonify(module="holehe", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Holehe - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.holehe.holehe_tasks.t_holehe", args=(username,))
+    logger.debug("Holehe - Task: %s", res.task_id)
+    return jsonify(module="holehe", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Spotify
 ################################################
 @home.route("/spotify", methods=["POST"])
-def r_spotify(username=None):
+def r_spotify():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "initial")
     proc = json_result.get("proc", 1)
-    print("Spotify - Detected Username : ", username, from_m, proc)
-    res = celery.send_task('modules.spotify.spotify_tasks.t_spotify',
-                           args=(username, from_m, proc))
-    print("Spotify - Task : ", res.task_id)
-    return jsonify(module="spotify", task=res.task_id,
-                   param=username, from_m=from_m, proc=proc)
+    logger.info("Spotify - Detected Username: %s %s %s", username, from_m, proc)
+    res = celery.send_task(
+        "modules.spotify.spotify_tasks.t_spotify", args=(username, from_m, proc)
+    )
+    logger.debug("Spotify - Task: %s", res.task_id)
+    return jsonify(
+        module="spotify", task=res.task_id, param=username, from_m=from_m, proc=proc
+    )
 
 
 ################################################
 # Tinder
 ################################################
 @home.route("/tinder", methods=["POST"])
-def r_tinder(username=None):
+def r_tinder():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Tinder - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.tinder.tinder_tasks.t_tinder',
-                           args=(username, ))
-    print("Tinder - Task : ", res.task_id)
-    return jsonify(module="tinder", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Tinder - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.tinder.tinder_tasks.t_tinder", args=(username,))
+    logger.debug("Tinder - Task: %s", res.task_id)
+    return jsonify(module="tinder", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Venmo
 ################################################
 @home.route("/venmo", methods=["POST"])
-def r_venmo(username=None):
+def r_venmo():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Venmo - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.venmo.venmo_tasks.t_venmo',
-                           args=(username, ))
-    print("Venmo - Task : ", res.task_id)
-    return jsonify(module="venmo", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Venmo - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.venmo.venmo_tasks.t_venmo", args=(username,))
+    logger.debug("Venmo - Task: %s", res.task_id)
+    return jsonify(module="venmo", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Skype
 ################################################
 @home.route("/skype", methods=["POST"])
-def r_skype(username=None):
+def r_skype():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Skype - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.skype.skype_tasks.t_skype',
-                           args=(username, ))
-    print("Skype - Task : ", res.task_id)
-    return jsonify(module="skype", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Skype - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.skype.skype_tasks.t_skype", args=(username,))
+    logger.debug("Skype - Task: %s", res.task_id)
+    return jsonify(module="skype", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Searches
 ################################################
 @home.route("/search", methods=["POST"])
-def r_search(username=None):
+def r_search():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Search - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.search.search_tasks.t_search',
-                           args=(username, ))
-    print("Search - Task : ", res.task_id)
-    return jsonify(module="search", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Search - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.search.search_tasks.t_search", args=(username,))
+    logger.debug("Search - Task: %s", res.task_id)
+    return jsonify(module="search", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Tweetiment
 ################################################
 @home.route("/tweetiment", methods=["POST"])
-def r_tweetiment(username=None):
+def r_tweetiment():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
     task_id = json_result.get("task_id", "")
-    print("Tweetiment - Detected Username : ", username, from_m, task_id)
-    res = celery.send_task('modules.tweetiment.tweetiment_tasks.t_tweetiment',
-                           args=(username, task_id, from_m))
-    print("Tweetiment - Task : ", res.task_id)
-    return jsonify(module="tweetiment", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info(
+        "Tweetiment - Detected Username: %s %s %s",
+        username,
+        from_m,
+        task_id,
+    )
+    res = celery.send_task(
+        "modules.tweetiment.tweetiment_tasks.t_tweetiment",
+        args=(username, task_id, from_m),
+    )
+    logger.debug("Tweetiment - Task: %s", res.task_id)
+    return jsonify(module="tweetiment", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Reddit
 ################################################
 @home.route("/reddit", methods=["POST"])
-def r_reddit(username=None):
+def r_reddit():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Reddit - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.reddit.reddit_tasks.t_reddit',
-                           args=(username, ))
-    print("Reddit - Task : ", res.task_id)
-    return jsonify(module="reddit", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Reddit - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.reddit.reddit_tasks.t_reddit", args=(username,))
+    logger.debug("Reddit - Task: %s", res.task_id)
+    return jsonify(module="reddit", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Leaklookup
 ################################################
 @home.route("/leaklookup", methods=["POST"])
-def r_leaklookup(username=None):
+def r_leaklookup():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Leaklookup - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.leaklookup.leaklookup_tasks.t_leaklookup',
-                           args=(username, ))
-    print("Leaklookup - Task : ", res.task_id)
-    return jsonify(module="leaklookup", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Leaklookup - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.leaklookup.leaklookup_tasks.t_leaklookup", args=(username,)
+    )
+    logger.debug("Leaklookup - Task: %s", res.task_id)
+    return jsonify(module="leaklookup", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Twitch
 ################################################
 @home.route("/twitch", methods=["POST"])
-def r_twitch(username=None):
+def r_twitch():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Twitch - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.twitch.twitch_tasks.t_twitch',
-                           args=(username, ))
-    print("Twitch - Task : ", res.task_id)
-    return jsonify(module="twitch", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Twitch - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.twitch.twitch_tasks.t_twitch", args=(username,))
+    logger.debug("Twitch - Task: %s", res.task_id)
+    return jsonify(module="twitch", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Mastodon
 ################################################
 @home.route("/mastodon", methods=["POST"])
-def r_mastodon(username=None):
+def r_mastodon():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Mastodon - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.mastodon.mastodon_tasks.t_mastodon',
-                           args=(username, ))
-    print("Mastodon - Task : ", res.task_id)
-    return jsonify(module="mastodon", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Mastodon - Detected Username: %s %s", username, from_m)
+    res = celery.send_task(
+        "modules.mastodon.mastodon_tasks.t_mastodon", args=(username,)
+    )
+    logger.debug("Mastodon - Task: %s", res.task_id)
+    return jsonify(module="mastodon", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Dorks
 ################################################
 @home.route("/dorks", methods=["POST"])
-def r_dorks(username=None):
+def r_dorks():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     dorks = json_result.get("dorks", "")
     from_m = json_result.get("from", "")
-    print("Dorks - Detected Username : ", username, dorks, from_m)
-    res = celery.send_task('modules.dorks.dorks_tasks.t_dorks',
-                           args=(username, dorks))
-    print("Dorks - Task : ", res.task_id)
-    return jsonify(module="dorks", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("Dorks - Detected Username: %s %s %s", username, dorks, from_m)
+    res = celery.send_task("modules.dorks.dorks_tasks.t_dorks", args=(username, dorks))
+    logger.debug("Dorks - Task: %s", res.task_id)
+    return jsonify(module="dorks", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # PsbDmp
 ################################################
 @home.route("/psbdmp", methods=["POST"])
-def r_psbdmp(username=None):
+def r_psbdmp():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("PsbDmp - Detected Username : ", username, from_m)
-    res = celery.send_task('modules.psbdmp.psbdmp_tasks.t_psbdmp',
-                           args=(username, ))
-    print("PsbDmp - Task : ", res.task_id)
-    return jsonify(module="psbdmp", task=res.task_id,
-                   param=username, from_m=from_m)
+    logger.info("PsbDmp - Detected Username: %s %s", username, from_m)
+    res = celery.send_task("modules.psbdmp.psbdmp_tasks.t_psbdmp", args=(username,))
+    logger.debug("PsbDmp - Task: %s", res.task_id)
+    return jsonify(module="psbdmp", task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Twitter info for comparison (first account)
 ################################################
 @home.route("/twitter_info", methods=["POST"])
-def r_twitter_infof(username=None):
+def r_twitter_infof():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    if (json_result.get("module_name", "") == ""):
+    if json_result.get("module_name", "") == "":
         module = "twitter_info"
     else:
         module = json_result.get("module_name", "")
-    print("Twitter_info first - Detected Username : ", username, from_m,
-          module)
+    logger.info(
+        "Twitter_info first - Detected Username: %s %s %s",
+        username,
+        from_m,
+        module,
+    )
     res = celery.send_task(
-        'modules.twitter_comparison.twitter_info_tasks.t_twitter_info',
-        args=(username, from_m, module))
-    print("Twitter_infof - Task : ", res.task_id)
-    return jsonify(module=module, task=res.task_id,
-                   param=username, from_m=from_m)
+        "modules.twitter_comparison.twitter_info_tasks.t_twitter_info",
+        args=(username, from_m, module),
+    )
+    logger.debug("Twitter_infof - Task: %s", res.task_id)
+    return jsonify(module=module, task=res.task_id, param=username, from_m=from_m)
 
 
 ################################################
 # Twitter info for comparison (second account)
 ################################################
 @home.route("/twitter_infos", methods=["POST"])
-def r_twitter_infos(username=None):
+def r_twitter_infos():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     from_m = json_result.get("from", "")
-    print("Twitter_info second - Detected Username : ", username, from_m)
+    logger.info(
+        "Twitter_info second - Detected Username: %s %s",
+        username,
+        from_m,
+    )
     res = celery.send_task(
-        'modules.twitter_comparison.twitter_info_tasks.t_twitter_info',
-        args=(username, ))
-    print("Twitter_infos - Task : ", res.task_id)
-    return jsonify(module="twitter_infos", task=res.task_id,
-                   param=username, from_m=from_m)
+        "modules.twitter_comparison.twitter_info_tasks.t_twitter_info", args=(username,)
+    )
+    logger.debug("Twitter_infos - Task: %s", res.task_id)
+    return jsonify(
+        module="twitter_infos", task=res.task_id, param=username, from_m=from_m
+    )
 
 
 ################################################
 # Twitter comp for comparison (first period)
 ################################################
 @home.route("/twitter_comp", methods=["POST"])
-def r_twitter_compf(username=None):
+def r_twitter_compf():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     date_from = json_result.get("date_from", "")
     date_to = json_result.get("date_to", "")
     from_m = json_result.get("from", "")
-    if (json_result.get("module_name", "") == ""):
+    if json_result.get("module_name", "") == "":
         module = "twitter_comp"
     else:
         module = json_result.get("module_name", "")
-    print("Twitter_compf - Detected Username : ", username, date_from, date_to,
-          from_m, module)
+    logger.info(
+        "Twitter_compf - Detected Username: %s %s %s %s %s",
+        username,
+        date_from,
+        date_to,
+        from_m,
+        module,
+    )
     res = celery.send_task(
-        'modules.twitter_comparison.twitter_comp_tasks.t_twitter_comp',
-        args=(username, date_from, date_to, from_m, module))
-    print("Twitter_compf - Task : ", res.task_id)
-    return jsonify(module=module, task=res.task_id,
-                   param=username, date_from=date_from,
-                   date_to=date_to, from_m=from_m)
+        "modules.twitter_comparison.twitter_comp_tasks.t_twitter_comp",
+        args=(username, date_from, date_to, from_m, module),
+    )
+    logger.debug("Twitter_compf - Task: %s", res.task_id)
+    return jsonify(
+        module=module,
+        task=res.task_id,
+        param=username,
+        date_from=date_from,
+        date_to=date_to,
+        from_m=from_m,
+    )
 
 
 ################################################
 # Twitter comp for comparison (second period)
 ################################################
 @home.route("/twitter_comps", methods=["POST"])
-def r_twitter_comps(username=None):
+def r_twitter_comps():
     celery = create_celery(current_app)
-    json_result = request.get_json()
+    json_result = _get_json_or_400()
     username = json_result.get("username", "")
     date_from = json_result.get("date_from", "")
     date_to = json_result.get("date_to", "")
     from_m = json_result.get("from", "")
-    print("Twitter_comps - Detected Username : ", username, date_from, date_to,
-          from_m)
+    logger.info(
+        "Twitter_comps - Detected Username: %s %s %s %s",
+        username,
+        date_from,
+        date_to,
+        from_m,
+    )
     res = celery.send_task(
-        'modules.twitter_comparison.twitter_comp_tasks.t_twitter_comp',
-        args=(username, date_from, date_to, from_m))
-    print("Twitter_comps - Task : ", res.task_id)
-    return jsonify(module="twitter_comps", task=res.task_id,
-                   param=username, date_from=date_from,
-                   date_to=date_to, from_m=from_m)
+        "modules.twitter_comparison.twitter_comp_tasks.t_twitter_comp",
+        args=(username, date_from, date_to, from_m),
+    )
+    logger.debug("Twitter_comps - Task: %s", res.task_id)
+    return jsonify(
+        module="twitter_comps",
+        task=res.task_id,
+        param=username,
+        date_from=date_from,
+        date_to=date_to,
+        from_m=from_m,
+    )
diff --git a/backend/app.py b/backend/app.py
index ae241a13..c24b4229 100644
--- a/backend/app.py
+++ b/backend/app.py
@@ -1,40 +1,43 @@
-# -*- encoding: utf-8 -*-
-from factories.application import create_application
-import os
-import sys
-import shutil
 import argparse
-from termcolor import colored
-
-import multiprocessing
 import http.server
+import multiprocessing
+import shutil
 import socketserver
+import subprocess
+import sys
+from pathlib import Path
+
+from factories.application import create_application
+from factories.extensions import socketio
+from termcolor import colored
 
 
 def redisServer():
-    os.system("redis-server")
+    subprocess.run(["redis-server"], check=True)
 
 
 def celeryServer():
-    os.system("./celery.sh")
+    subprocess.run(["./celery.sh"], check=True)
 
 
-def flaskServer(ip='127.0.0.1', port=5000, env='prod'):
+def flaskServer(ip="127.0.0.1", port=5000, env="prod"):
     # For apiKey initialization
-    cur_dir = os.getcwd()
-    api_keys_file = cur_dir + '/factories/apikeys.json'
-    api_keys_default = cur_dir + '/factories/apikeys_default.json'
+    cur_dir = Path.cwd()
+    api_keys_file = cur_dir / "factories" / "apikeys.json"
+    api_keys_default = cur_dir / "factories" / "apikeys_default.json"
 
-    if (not os.path.exists(api_keys_file) and not
-            os.path.isfile(api_keys_file)):
+    if not api_keys_file.is_file():
         shutil.copy(api_keys_default, api_keys_file)
 
-    app = create_application()
+    app, _sio = create_application()
 
-    if (env == 'prod'):
-        app.run(port=port, debug=True, host=ip, use_reloader=False)
+    debug = env != "prod"
+    if env == "prod":
+        socketio.run(app, port=port, debug=False, host=ip, use_reloader=False)
     else:
-        app.run(host=ip, port=port, debug=True)
+        socketio.run(
+            app, host=ip, port=port, debug=debug, allow_unsafe_werkzeug=True
+        )
 
 
 class Handler(http.server.SimpleHTTPRequestHandler):
@@ -46,50 +49,52 @@ def httpServer():
     PORT = 4200
     # TODO : Add directory validation
     with socketserver.TCPServer(("", PORT), Handler) as httpd_server:
-        print(colored('HTTPD serving...INSIDE', 'white'))
+        print(colored("HTTPD serving...INSIDE", "white"))
         httpd_server.serve_forever()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     parser = argparse.ArgumentParser()
-    parser.add_argument('-i', '--ip', action='store', default='127.0.0.1',
-                        help='IP address, just for vagrant')
-    parser.add_argument('-e', '--env', action='store', default='dev',
-                        help='Environment [dev, prod]')
-
+    parser.add_argument(
+        "-i",
+        "--ip",
+        action="store",
+        default="127.0.0.1",
+        help="IP address, just for vagrant",
+    )
+    parser.add_argument(
+        "-e", "--env", action="store", default="dev", help="Environment [dev, prod]"
+    )
 
     args = parser.parse_args()
     ip = str(args.ip)
     env = str(args.env)
 
-    if (env == "prod"):
-        print(colored('Starting PROD servers', 'red'))
+    if env == "prod":
+        print(colored("Starting PROD servers", "red"))
         sys.stdout.flush()
 
-        print(colored('REDIS serving...', 'cyan'))
+        print(colored("REDIS serving...", "cyan"))
         sys.stdout.flush()
-        redis_proc = multiprocessing.Process(name='redis',
-                                             target=redisServer)
+        redis_proc = multiprocessing.Process(name="redis", target=redisServer)
         redis_proc.daemon = True
 
-        print(colored('CELERY serving...', 'blue'))
+        print(colored("CELERY serving...", "blue"))
         sys.stdout.flush()
-        celery_proc = multiprocessing.Process(name='celery',
-                                              target=celeryServer)
+        celery_proc = multiprocessing.Process(name="celery", target=celeryServer)
         celery_proc.daemon = True
 
-        print(colored("Falsk serving...", 'yellow'))
+        print(colored("Flask serving...", "yellow"))
         sys.stdout.flush()
         kwargs_flask = {"ip": ip, "port": 5000}
-        flask_proc = multiprocessing.Process(name='flask',
-                                             target=flaskServer,
-                                             kwargs=kwargs_flask)
+        flask_proc = multiprocessing.Process(
+            name="flask", target=flaskServer, kwargs=kwargs_flask
+        )
         flask_proc.daemon = True
 
-        print(colored("HTTPD serving...", 'magenta'))
+        print(colored("HTTPD serving...", "magenta"))
         sys.stdout.flush()
-        httpd_proc = multiprocessing.Process(name='httpd',
-                                             target=httpServer)
+        httpd_proc = multiprocessing.Process(name="httpd", target=httpServer)
         httpd_proc.daemon = True
 
         redis_proc.start()
@@ -101,4 +106,4 @@ def httpServer():
         celery_proc.join()
         httpd_proc.join()
     else:
-        flaskServer(ip, env='desa')
+        flaskServer(ip, env="desa")
diff --git a/backend/celery_worker.py b/backend/celery_worker.py
index b2602335..d63c5d57 100644
--- a/backend/celery_worker.py
+++ b/backend/celery_worker.py
@@ -1,4 +1,3 @@
-# -*- encoding: utf-8 -*-
 from factories._celery import create_celery
 from factories.application import create_application
 
diff --git a/backend/factories/__init__.py b/backend/factories/__init__.py
index dae354a6..e69de29b 100644
--- a/backend/factories/__init__.py
+++ b/backend/factories/__init__.py
@@ -1 +0,0 @@
-# -*- encoding: utf-8 -*-
diff --git a/backend/factories/_celery.py b/backend/factories/_celery.py
index 4ab01291..8b55c06f 100644
--- a/backend/factories/_celery.py
+++ b/backend/factories/_celery.py
@@ -1,16 +1,28 @@
-# -*- encoding: utf-8 -*-
 from celery import Celery
+from flask import Flask
 
 
-def create_celery(application):
-    """
-    Configures celery instance from application, using it's config
-    :param application: Flask application instance
-    :return: Celery instance
+def create_celery(application: Flask | tuple) -> Celery:
+    """Configure a Celery instance from a Flask application.
+
+    *application* may be a plain ``Flask`` instance **or** the
+    ``(Flask, SocketIO)`` tuple returned by ``create_application()``.
     """
-    celery = Celery(application.import_name,
-                    broker=application.config['CELERY_BROKER_URL'])
-    celery.conf.update(application.config)
+    # Unpack tuple returned by the updated create_application()
+    if isinstance(application, tuple):
+        application = application[0]
+
+    cfg = application.config
+    celery = Celery(
+        application.import_name, broker=cfg["CELERY_BROKER_URL"]
+    )
+    celery.conf.update(
+        result_backend=cfg["CELERY_RESULT_BACKEND"],
+        accept_content=cfg["CELERY_ACCEPT_CONTENT"],
+        task_serializer=cfg["CELERY_TASK_SERIALIZER"],
+        result_serializer=cfg["CELERY_RESULT_SERIALIZER"],
+        imports=cfg["CELERY_IMPORTS"],
+    )
     TaskBase = celery.Task
 
     class ContextTask(TaskBase):
diff --git a/backend/factories/application.py b/backend/factories/application.py
index 569beeb0..08c5f8ab 100644
--- a/backend/factories/application.py
+++ b/backend/factories/application.py
@@ -1,14 +1,27 @@
-# -*- encoding: utf-8 -*-
+import os
+
+from api import home
 from flask import Flask
 from flask_cors import CORS
+from flask_socketio import SocketIO
+
 from .configuration import get_config
-from api import home
+from .extensions import socketio
 
 
-def create_application():
+def create_application() -> tuple[Flask, SocketIO]:
     config = get_config()
     app = Flask(__name__)
-    CORS(app)
+    cors_origins = os.environ.get(
+        "CORS_ORIGINS",
+        "http://localhost:4200,http://localhost:5173",
+    ).split(",")
+    CORS(app, origins=cors_origins)
     app.config.from_object(config)
     app.register_blueprint(home)
-    return app
+    socketio.init_app(
+        app,
+        cors_allowed_origins="*",
+        async_mode="threading",
+    )
+    return app, socketio
diff --git a/backend/factories/celery_config.py b/backend/factories/celery_config.py
deleted file mode 100644
index ea8325ed..00000000
--- a/backend/factories/celery_config.py
+++ /dev/null
@@ -1,36 +0,0 @@
-from celery import Celery
-
-app = Celery('celery_config', broker='redis://localhost:6379/0',
-             backend='redis://localhost:6379/0',
-             include=['modules.github.github_tasks',
-                      'modules.gitlab.gitlab_tasks',
-                      'modules.leaks.leaks_tasks',
-                      'modules.keybase.keybase_tasks',
-                      'modules.twitter.twitter_tasks',
-                      'modules.linkedin.linkedin_tasks',
-                      'modules.username.username_tasks',
-                      'modules.fullcontact.fullcontact_tasks',
-                      'modules.emailrep.emailrep_tasks',
-                      'modules.socialscan.socialscan_tasks',
-                      'modules.search.search_tasks',
-                      'modules.instagram.instagram_tasks',
-                      'modules.tiktok.tiktok_tasks',
-                      'modules.sherlock.sherlock_tasks',
-                      'modules.holehe.holehe_tasks',
-                      # 'modules.tinder.tinder_tasks',
-                      # 'modules.skype.skype_tasks',
-                      'modules.venmo.venmo_tasks',
-                      'modules.darkpass.darkpass_tasks',
-                      'modules.tweetiment.tweetiment_tasks',
-                      'modules.reddit.reddit_tasks',
-                      'modules.peopledatalabs.peopledatalabs_tasks',
-                      'modules.leaklookup.leaklookup_tasks',
-                      'modules.twitter_comparison.twitter_info_tasks',
-                      'modules.twitter_comparison.twitter_comp_tasks',
-#                       'modules.twint.twint_tasks',
-                      'modules.spotify.spotify_tasks',
-                      'modules.twitch.twitch_tasks',
-                      'modules.mastodon.mastodon_tasks',
-                      'modules.dorks.dorks_tasks',
-                      'modules.psbdmp.psbdmp_tasks'
-                      ])
diff --git a/backend/factories/configuration.py b/backend/factories/configuration.py
index 62c9bef8..23f05f24 100644
--- a/backend/factories/configuration.py
+++ b/backend/factories/configuration.py
@@ -1,78 +1,82 @@
-# -*- encoding: utf-8 -*-
-
-import os
-# import ConfigParser
 import json
+import os
+from pathlib import Path
+from typing import Any, ClassVar
+
+_FACTORIES_DIR = Path(__file__).resolve().parent
 
 
-def get_config():
+def get_config() -> type:
     class Config:
-        CELERY_BROKER_URL = 'redis://localhost:6379/0'
-        CELERY_RESULT_BACKEND = 'redis://localhost:6379/0'
-        CELERY_ACCEPT_CONTENT = ['json', 'yaml']
-        CELERY_TASK_SERIALIZER = 'json'
-        CELERY_RESULT_SERIALIZER = 'json'
-        CELERY_IMPORTS = ('modules.keybase.keybase_tasks',
-                          'modules.gitlab.gitlab_tasks',
-                          'modules.leaks.leaks_tasks',
-                          'modules.twitter.twitter_tasks',
-                          # 'modules.twint.twint_tasks',
-                          'modules.linkedin.linkedin_tasks',
-                          # 'modules.ghostproject.ghostproject_tasks',
-                          'modules.github.github_tasks',
-                          # 'modules.fullcontact.fullcontact_tasks',
-                          'modules.usersearch.usersearch_tasks',
-                          'modules.socialscan.socialscan_tasks',
-                          'modules.instagram.instagram_tasks',
-                          'modules.tiktok.tiktok_tasks',
-                          'modules.sherlock.sherlock_tasks',
-                          'modules.holehe.holehe_tasks',
-                          'modules.search.search_tasks',
-                          # 'modules.tinder.tinder_tasks',
-                          # 'modules.skype.skype_tasks',
-                          'modules.venmo.venmo_tasks',
-                          'modules.darkpass.darkpass_tasks',
-                          'modules.tweetiment.tweetiment_tasks',
-                          'modules.reddit.reddit_tasks',
-                          'modules.peopledatalabs.peopledatalabs_tasks',
-                          'modules.emailrep.emailrep_tasks',
-                          'modules.leaklookup.leaklookup_tasks',
-                          'modules.spotify.spotify_tasks',
-                          'modules.twitch.twitch_tasks',
-                          'modules.mastodon.mastodon_tasks',
-                          'modules.dorks.dorks_tasks',
-                          'modules.psbdmp.psbdmp_tasks',
-                          'modules.twitter_comparison.twitter_info_tasks',
-                          'modules.twitter_comparison.twitter_comp_tasks')
+        CELERY_BROKER_URL = os.environ.get(
+            "CELERY_BROKER_URL", "redis://localhost:6379/0"
+        )
+        CELERY_RESULT_BACKEND = os.environ.get(
+            "CELERY_RESULT_BACKEND", "redis://localhost:6379/0"
+        )
+        CELERY_ACCEPT_CONTENT: ClassVar[list] = ["json", "yaml"]
+        CELERY_TASK_SERIALIZER = "json"
+        CELERY_RESULT_SERIALIZER = "json"
+        CELERY_IMPORTS = (
+            "modules.keybase.keybase_tasks",
+            "modules.gitlab.gitlab_tasks",
+            "modules.leaks.leaks_tasks",
+            "modules.twitter.twitter_tasks",
+            # 'modules.twint.twint_tasks',
+            "modules.linkedin.linkedin_tasks",
+            # 'modules.ghostproject.ghostproject_tasks',
+            "modules.github.github_tasks",
+            # 'modules.fullcontact.fullcontact_tasks',
+            "modules.usersearch.usersearch_tasks",
+            "modules.socialscan.socialscan_tasks",
+            "modules.instagram.instagram_tasks",
+            "modules.tiktok.tiktok_tasks",
+            "modules.sherlock.sherlock_tasks",
+            "modules.holehe.holehe_tasks",
+            "modules.search.search_tasks",
+            # 'modules.tinder.tinder_tasks',
+            # 'modules.skype.skype_tasks',
+            "modules.venmo.venmo_tasks",
+            "modules.darkpass.darkpass_tasks",
+            "modules.tweetiment.tweetiment_tasks",
+            "modules.reddit.reddit_tasks",
+            "modules.peopledatalabs.peopledatalabs_tasks",
+            "modules.emailrep.emailrep_tasks",
+            "modules.leaklookup.leaklookup_tasks",
+            "modules.spotify.spotify_tasks",
+            "modules.twitch.twitch_tasks",
+            "modules.mastodon.mastodon_tasks",
+            "modules.dorks.dorks_tasks",
+            "modules.psbdmp.psbdmp_tasks",
+            "modules.twitter_comparison.twitter_info_tasks",
+            "modules.twitter_comparison.twitter_comp_tasks",
+        )
+
     return Config
 
 
-def api_keys_read():
-    cur_dir = os.getcwd()
-    api_keys_file = cur_dir + '/factories/apikeys.json'
-    with open(api_keys_file, 'r') as f:
-        items = json.load(f)
-    return items
+def _api_keys_path() -> Path:
+    """Return the absolute path to apikeys.json."""
+    return _FACTORIES_DIR / "apikeys.json"
+
+
+def api_keys_read() -> list[dict[str, Any]]:
+    with _api_keys_path().open() as f:
+        return json.load(f)
 
 
-def api_keys_write(api_keys):
-    cur_dir = os.getcwd()
-    api_keys_file = cur_dir + '/factories/apikeys.json'
-    with open(api_keys_file, 'w') as f:
+def api_keys_write(
+    api_keys: list[dict[str, Any]],
+) -> list[dict[str, Any]]:
+    with _api_keys_path().open("w") as f:
         json.dump(api_keys, f)
     return api_keys
 
 
-def api_keys_search(api_name):
-    cur_dir = os.getcwd()
-    relativePath = ""
-    if (os.path.basename(os.getcwd()) != "backend"):
-        relativePath = "/../.."
-    api_keys_file = cur_dir + relativePath + '/factories/apikeys.json'
-    with open(api_keys_file, 'r') as f:
+def api_keys_search(api_name: str) -> str | bool:
+    with _api_keys_path().open() as f:
         items = json.load(f)
-    key = False
     for item in items:
-        if (item['name'] == api_name):
-            key = item['key']
-    return key
+        if item["name"] == api_name:
+            return item["key"]
+    return False
diff --git a/backend/factories/extensions.py b/backend/factories/extensions.py
new file mode 100644
index 00000000..80f3e40e
--- /dev/null
+++ b/backend/factories/extensions.py
@@ -0,0 +1,5 @@
+"""Flask extensions — instantiated here to avoid circular imports."""
+
+from flask_socketio import SocketIO
+
+socketio = SocketIO()
diff --git a/backend/factories/fontcheat.py b/backend/factories/fontcheat.py
index 8c9edc85..8b03875d 100644
--- a/backend/factories/fontcheat.py
+++ b/backend/factories/fontcheat.py
@@ -1,30 +1,8 @@
-#!/usr/bin/env python
-# -*- encoding: utf-8 -*-
-
-import requests
-import re
-import os
-import json
 import fontawesome as fa
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
-
-
-def fontawesome_cheat_5():
-    """ Get icon name for fontawesome 5. This function is for compatibility """
-    fonta = {}
-    return fonta
-
-
-def search_icon_5(name, font_list):
-    if (name.lower() in fa.icons.keys()):
-        return 'fab fa-' + name.lower()
-    else:
-        return None
-
 
-if __name__ == "__main__":
-    font_list = fontawesome_cheat_5()
-    print(font_list)
-    print(search_icon_5("Facebook", font_list))
+def search_icon_5(name: str) -> str | None:
+    """Return a Font Awesome 5 class string if *name* matches a known icon."""
+    if name.lower() in fa.icons:
+        return f"fab fa-{name.lower()}"
+    return None
diff --git a/backend/factories/iKy_functions.py b/backend/factories/iKy_functions.py
index 626078ac..df1a56bf 100644
--- a/backend/factories/iKy_functions.py
+++ b/backend/factories/iKy_functions.py
@@ -1,11 +1,11 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
 import re
+
 from geopy.geocoders import Nominatim
 
 
-def location_geo(location, time=''):
+def location_geo(location, time=""):
     geolocator = Nominatim(user_agent="iKy")
     try:
         latlong = geolocator.geocode(location)
@@ -13,13 +13,14 @@ def location_geo(location, time=''):
         latlong = False
 
     if latlong:
-        return {'Caption': latlong.raw['display_name'],
-                'Accessability': latlong.raw['class'],
-                'Latitude': latlong.latitude,
-                'Longitude': latlong.longitude,
-                'Name': latlong.address,
-                'Time': time
-                }
+        return {
+            "Caption": latlong.raw["display_name"],
+            "Accessibility": latlong.raw["class"],
+            "Latitude": latlong.latitude,
+            "Longitude": latlong.longitude,
+            "Name": latlong.address,
+            "Time": time,
+        }
     else:
         return False
 
@@ -28,8 +29,8 @@ def extract_hashtags(text):
     hashtags = []
     regex = r"#[a-zA-Z0-9_]+"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        if (match.group() != ''):
+    for _matchNum, match in enumerate(matches, start=1):
+        if match.group() != "":
             hashtags.append(match.group().strip().replace("#", ""))
     return hashtags
 
@@ -38,8 +39,8 @@ def extract_mentions(text):
     mentions = []
     regex = r"^|[^\w]@([\w\_\.]+)"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        if (match.group() != ''):
+    for _matchNum, match in enumerate(matches, start=1):
+        if match.group() != "":
             mentions.append(match.group().strip().replace("@", ""))
     return mentions
 
@@ -48,16 +49,16 @@ def extract_url(text):
     urls = []
     regex = r"((http(s)?(\:\/\/))+(www\.)?([\w\-\.\/])*(\.[a-zA-Z]{2,3}\/?))[^\s\b\n|]*[^.,;:\?\!\@\^\$ -]"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
+    for _matchNum, match in enumerate(matches, start=1):
         urls.append({"url": match.group()})
     return urls
 
 
 def extract_mails(text):
     mails = []
-    regex = r"(^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$)"
+    regex = r"[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+\b"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
+    for _matchNum, match in enumerate(matches, start=1):
         mails.append({"email": match.group()})
     return mails
 
@@ -67,49 +68,44 @@ def extract_url_linkedin(text):
     # regex = r"((http(s)?(\:\/\/))+(www\.)?(linkedin)*(\.[a-zA-Z]{2,3}\/?))[^\s\b\n|]*[^.,;:\?\!\@\^\$ -]"
     regex = r"http[s]?\:\/\/+www\.?linkedin*\.[a-zA-Z]{2,3}\/?\/in\/([^\s\b\n|]*[^.,;:\?\!\@\^\$ -])\/"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "linkedin",
-                      "param": match.group(1)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "linkedin", "param": match.group(1)})
     return tasks
 
 
 def extract_url_instagram(text):
     tasks = []
-    regex = r"((http(s)?(\:\/\/))+(www\.)?(instagram)*(\.[a-zA-Z]{2,3}\/?))(\w+)(/)?"
+    regex = r"((http(s)?(\:\/\/))+(www\.)?(instagram)(\.[a-zA-Z]{2,3}\/?))(\w+)(/)?"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "instagram",
-                      "param": match.group(8)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "instagram", "param": match.group(8)})
     return tasks
 
 
 def extract_url_twitter(text):
     tasks = []
-    regex = r"((http(s)?(\:\/\/))+(www\.)?(twitter)*(\.[a-zA-Z]{2,3}\/?))(\w+)(/)?"
+    regex = r"((http(s)?(\:\/\/))+(www\.)?(twitter)(\.[a-zA-Z]{2,3}\/?))(\w+)(/)?"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "twitter",
-                      "param": match.group(8)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "twitter", "param": match.group(8)})
     return tasks
 
 
 def extract_url_tiktok(text):
     tasks = []
-    regex = r"((http(s)?(\:\/\/))+(www\.)?(tiktok)*(\.[a-zA-Z]{2,3}\/?))(@)?(\w+)(/)?"
+    regex = r"((http(s)?(\:\/\/))+(www\.)?(tiktok)(\.[a-zA-Z]{2,3}\/?))(@)?(\w+)(/)?"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "tiktok",
-                      "param": match.group(9)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "tiktok", "param": match.group(9)})
     return tasks
 
 
 def extract_url_github(text):
     tasks = []
-    regex = r"((http(s)?(\:\/\/))+(www\.)?(github)*(\.[a-zA-Z]{2,3}\/?))(@)?(\w+)(/)?"
+    regex = r"((http(s)?(\:\/\/))+(www\.)?(github)(\.[a-zA-Z]{2,3}\/?))(@)?(\w+)(/)?"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "github",
-                      "param": match.group(9)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "github", "param": match.group(9)})
     return tasks
 
 
@@ -117,59 +113,53 @@ def extract_url_githubio(text):
     tasks = []
     regex = r"http[s]?\:\/\/+(\w+)\.github.io"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "github",
-                      "param": match.group(1)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "github", "param": match.group(1)})
     return tasks
 
 
 def extract_github(text):
     tasks = []
-    regex = r"(?i)(|.*)github(:)?( *)?(@)?(\w+)"
+    regex = r"(?i)github(:)?( *)?(@)?(\w+)"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "github",
-                      "param": match.group(5)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "github", "param": match.group(4)})
     return tasks
 
 
 def extract_tiktok(text):
     tasks = []
-    regex = r"(?i)(|.*)tiktok(:)?( *)?(@)?(\w+)"
+    regex = r"(?i)tiktok(:)?( *)?(@)?(\w+)"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "tiktok",
-                      "param": match.group(5)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "tiktok", "param": match.group(4)})
     return tasks
 
 
 def extract_twitter(text):
     tasks = []
-    regex = r"(?i)(|.*)twitter(:)?( *)?(@)?(\w+)"
+    regex = r"(?i)twitter(:)?( *)?(@)?(\w+)"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "twitter",
-                      "param": match.group(5)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "twitter", "param": match.group(4)})
     return tasks
 
 
 def extract_instagram(text):
     tasks = []
-    regex = r"(?i)(|.*)instagram(:)?( *)?(@)?(\w+)"
+    regex = r"(?i)instagram(:)?( *)?(@)?(\w+)"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "instagram",
-                      "param": match.group(5)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "instagram", "param": match.group(4)})
     return tasks
 
 
 def extract_linkedin(text):
     tasks = []
-    regex = r"(?i)(|.*)linkedin(:)?( *)?(@)?(\w+)"
+    regex = r"(?i)linkedin(:)?( *)?(@)?(\w+)"
     matches = re.finditer(regex, text, re.MULTILINE)
-    for matchNum, match in enumerate(matches, start=1):
-        tasks.append({"module": "linkedin",
-                      "param": match.group(5)})
+    for _matchNum, match in enumerate(matches, start=1):
+        tasks.append({"module": "linkedin", "param": match.group(4)})
     return tasks
 
 
@@ -177,13 +167,13 @@ def analize_rrss(text):
     analized = {}
 
     hashtags = extract_hashtags(text)
-    analized['hashtags'] = hashtags
+    analized["hashtags"] = hashtags
     mentions = extract_mentions(text)
-    analized['mentions'] = mentions
+    analized["mentions"] = mentions
     urls = extract_url(text)
-    analized['url'] = urls
+    analized["url"] = urls
     mails = extract_mails(text)
-    analized['email'] = mails
+    analized["email"] = mails
     tasks_temp = []
     tasks_temp.append(extract_url_linkedin(text))
     tasks_temp.append(extract_url_instagram(text))
@@ -197,23 +187,197 @@ def analize_rrss(text):
     tasks_temp.append(extract_instagram(text))
     tasks_temp.append(extract_linkedin(text))
 
-    tasks = [val for sublist in tasks_temp for val in sublist]
+    # Flatten and deduplicate: both extract_url_* and extract_*
+    # can match the same user for a platform, producing duplicate
+    # Celery tasks. Keep only one task per (module, param) pair.
+    seen: set[tuple[str, str]] = set()
+    tasks = []
+    for task in (val for sublist in tasks_temp for val in sublist):
+        key = (task["module"], task["param"])
+        if key not in seen:
+            seen.add(key)
+            tasks.append(task)
 
-    analized['tasks'] = tasks
+    analized["tasks"] = tasks
 
     return analized
 
 
 def name_match(names, data):
-    min_matching = 2 if (len(names) == 2) else len(names) - 1
+    min_matching = max(1, len(names) - 1)
     matchs = 0
     for name in names:
         if name in data:
             matchs = matchs + 1
-    if matchs >= min_matching:
-        return True
+    return matchs >= min_matching
+
+
+def _extract_user_default(match):
+    """Standard username extraction: group 4, split on / and ?."""
+    raw = match.group(5)
+    user = raw.split("/")[0] if "/" in raw else raw
+    if "?" in user:
+        user = user.split("?")[0]
+    return user
+
+
+def _extract_user_twitter(match):
+    """Twitter: standard extraction plus %40 decode."""
+    user = _extract_user_default(match)
+    return user.replace("%40", "")
+
+
+def _extract_user_facebook(match):
+    """Facebook: handle /public/ URLs.
+
+    NOTE: The original code tried ``match.groups()[6]`` for "public"
+    URLs, but the regex only captures 5 groups so that would always
+    raise IndexError.  We preserve the intent by returning an empty
+    string for "/public/" paths (the URL format changed long ago).
+    """
+    raw = match.group(5)
+    if "public" in raw:
+        return ""
+    user = raw.split("/")[0] if "/" in raw else raw
+    if "?" in user:
+        user = user.split("?")[0]
+    return user
+
+
+def _extract_user_strip(match):
+    """Pinterest / TikTok: strip slashes, skip /pin/ paths."""
+    raw = match.group(5)
+    stripped = raw.strip("/")
+    if "/" in stripped:
+        user = raw.split("/")[0]
+    elif "/pin/" not in stripped:
+        user = stripped
     else:
-        return False
+        user = ""
+    if "?" in user:
+        user = user.split("?")[0]
+    return user
+
+
+def _extract_user_keybase(match):
+    """Keybase: split on / only, no ? cleanup."""
+    raw = match.group(5)
+    return raw.split("/")[0] if "/" in raw else raw
+
+
+# Each name-extraction rule: (regex_pattern, group_index_for_name).
+# A platform may list multiple rules; all matching rules append names.
+_NAME_RULES: dict[str, list[tuple[str, int]]] = {
+    "twitter": [
+        (r"^(Media Tweets by )?(.*)\(@(.*)\) \| Twitter", 2),
+        (r"^(.*) on Twitter: (.*)$", 1),
+    ],
+    "github": [(r"(.*)\((.*)\) · GitHub", 2)],
+    "instagram": [(r"(.*)\((.*)\)(.*)?Instagram(.*)?", 1)],
+    "linkedin": [(r"^(.*?) \- (.*)", 1)],
+    "facebook": [(r"^(.*?)( News - Home)? \| (.*)", 1)],
+    "pinterest": [(r"^(.*?) \((.*)\)(.*)?Pinterest(.*)?$", 1)],
+    "tiktok": [(r"^(.*) \(@(\w+)\) Official TikTok .*", 1)],
+}
+
+# Platform configs for the URL-parsing loop inside simple_analysis.
+# Fields:
+#   rrss          - social-network identifier
+#   url_pattern   - regex matched against data[1] (the URL)
+#   extract_user  - callable(match) -> username string
+#   user_guard    - optional callable(user) -> bool; if it returns
+#                   False the platform is skipped (linkedin dash rule)
+_PLATFORM_CONFIGS = [
+    {
+        "rrss": "twitter",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/\w+\.|https:\/\/\w+\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(twitter+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/(\w+)"
+        ),
+        "extract_user": _extract_user_twitter,
+    },
+    {
+        "rrss": "github",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/\w+\.|https:\/\/\w+\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(github+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/(\w+)"
+        ),
+        "extract_user": _extract_user_default,
+    },
+    {
+        "rrss": "instagram",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/www\.|https:\/\/www\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(instagram+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/([^p].*?)(%3|\/)(.*)"
+        ),
+        "extract_user": _extract_user_default,
+    },
+    {
+        "rrss": "keybase",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/www\.|https:\/\/www\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(keybase+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/(\w+)"
+        ),
+        "extract_user": _extract_user_keybase,
+    },
+    {
+        "rrss": "linkedin",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/www\.|https:\/\/www\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(linkedin+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/in\/?\/(\w+)"
+        ),
+        "extract_user": _extract_user_default,
+        "user_guard": lambda u: u.count("-") < 2,
+    },
+    {
+        "rrss": "facebook",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/\w+\.|https:\/\/\w+\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]?"
+            r"(facebook+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/(\w+)"
+        ),
+        "extract_user": _extract_user_facebook,
+    },
+    {
+        "rrss": "pinterest",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/www\.|https:\/\/www\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(pinterest+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)"
+        ),
+        "extract_user": _extract_user_strip,
+    },
+    {
+        "rrss": "tiktok",
+        "url_pattern": (
+            r"^(https:\/\/www.google.com\/url\?q=|)"
+            r"(http:\/\/www\.|https:\/\/www\."
+            r"|http:\/\/|https:\/\/)?[a-z0-9\.]*?"
+            r"(tiktok+)\.[a-z]{2,5}"
+            r"(:[0-9]{1,5})?\/%40(\w+)"
+        ),
+        "extract_user": _extract_user_strip,
+    },
+]
 
 
 def simple_analysis(source, type_s, username, data, output):
@@ -239,334 +403,136 @@ def simple_analysis(source, type_s, username, data, output):
     # https://www.facebook.com/public/Jezer-Ferreira
     # https://www.instagram.com/p/BtRNU3vlf1I/ (Ignore)
     # Initialize
-    urls = [] if ('urls' not in output) else output['urls']
-    usernames = [] if ('usernames' not in output) else output['usernames']
-    names = [] if ('names' not in output) else output['names']
-    social = [] if ('social' not in output) else output['social']
-    users = [] if ('users' not in output) else output['users']
-    hashtags = [] if ('hashtags' not in output) else output['hashtags']
-    emails = [] if ('emails' not in output) else output['emails']
-
-    match_twitter = re.match("^(https:\/\/www.google.com\/url\?q=|)(http:\/\/\w+\.|https:\/\/\w+\.|http:\/\/|https:\/\/)?[a-z0-9\.]*?(twitter+)\.[a-z]{2,5}(:[0-9]{1,5})?\/(\w+)", data[1])
-    if (match_twitter):
-        twitter_user = ""
-        if ('/' in match_twitter.groups()[4]):
-            twitter_user = match_twitter.groups()[4].split('/')[0]
-        else:
-            twitter_user = match_twitter.groups()[4]
-        if ('?' in twitter_user):
-            twitter_user = twitter_user.split('?')[0]
-        if ('%40' in twitter_user):
-            twitter_user = twitter_user.replace('%40', '')
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": twitter_user,
-                          "rrss": "twitter"})
-        twitter_name = ""
-        match_name = re.match("^(Media Tweets by )?(.*)\(@(.*)\) \| Twitter",
-                              data[0])
-        if (match_name):
-            twitter_name = match_name.groups()[1].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": twitter_name,
-                          "rrss": "twitter"})
-        match_name_o = re.match("^(.*) on Twitter: (.*)$", data[0])
-        if (match_name_o):
-            twitter_name = match_name_o.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": twitter_name,
-                          "rrss": "twitter"})
-            # ^(.*) on Twitter: (.*)$
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": twitter_name,
-                       "user": twitter_user,
-                       "rrss": "twitter"})
-
-    match_github = re.match("^(https:\/\/www.google.com\/url\?q=|)(http:\/\/\w+\.|https:\/\/\w+\.|http:\/\/|https:\/\/)?[a-z0-9\.]*?(github+)\.[a-z]{2,5}(:[0-9]{1,5})?\/(\w+)", data[1])
-    if (match_github):
-        github_user = ""
-        if ('/' in match_github.groups()[4]):
-            github_user = match_github.groups()[4].split('/')[0]
-        else:
-            github_user = match_github.groups()[4]
-        if ('?' in github_user):
-            github_user = github_user.split('?')[0]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": github_user,
-                          "rrss": "github"})
-        match_name = re.match("(.*)\((.*)\) · GitHub", data[0])
-        github_name = ""
-        if (match_name):
-            github_name = match_name.groups()[1].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": github_name,
-                          "rrss": "github"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": github_name,
-                       "user": github_user,
-                       "rrss": "github"})
-
-    match_instagram = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                               "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                               "https:\/\/)?[a-z0-9\.]*?(instagram+)\.[a-z]" +
-                               "{2,5}(:[0-9]{1,5})?\/([^p].*?)(%3|\/)(.*)", 
-                               data[1])
-    if (match_instagram):
-        instagram_user = ""
-        if ('/' in match_instagram.groups()[4]):
-            instagram_user = match_instagram.groups()[4].split('/')[0]
-        else:
-            instagram_user = match_instagram.groups()[4]
-        if ('?' in instagram_user):
-            instagram_user = instagram_user.split('?')[0]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": instagram_user,
-                          "rrss": "instagram"})
-        match_name = re.match("(.*)\((.*)\)(.*)?Instagram(.*)?", data[0])
-        instagram_name = ""
-        if (match_name):
-            instagram_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": instagram_name,
-                          "rrss": "instagram"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": instagram_name,
-                       "user": instagram_user,
-                       "rrss": "instagram"})
-
-    match_keybase = re.match("^(https:\/\/www.google.com\/url\?q=|)(http:\/\/www\.|https:\/\/www\.|http:\/\/|https:\/\/)?[a-z0-9\.]*?(keybase+)\.[a-z]{2,5}(:[0-9]{1,5})?\/(\w+)", data[1])
-    if (match_keybase):
-        keybase_user = ""
-        if ('/' in match_keybase.groups()[4]):
-            keybase_user = match_keybase.groups()[4].split('/')[0]
-        else:
-            keybase_user = match_keybase.groups()[4]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": keybase_user,
-                          "rrss": "keybase"})
-        keybase_name = ""
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": keybase_name,
-                       "user": keybase_user,
-                       "rrss": "keybase"})
-
-    match_linkedin = re.match("^(https:\/\/www.google.com\/url\?q=|)(http:\/\/www\.|https:\/\/www\.|http:\/\/|https:\/\/)?[a-z0-9\.]*?(linkedin+)\.[a-z]{2,5}(:[0-9]{1,5})?\/in\/?\/(\w+)", data[1])
-    if (match_linkedin):
-        linkedin_user = ""
-        if ('/' in match_linkedin.groups()[4]):
-            linkedin_user = match_linkedin.groups()[4].split('/')[0]
-        else:
-            linkedin_user = match_linkedin.groups()[4]
-        if ('?' in linkedin_user):
-            linkedin_user = linkedin_user.split('?')[0]
-        if (linkedin_user.count("-") < 2):
-            usernames.append({"source": source,
-                              "type": type_s,
-                              "usernames": linkedin_user,
-                              "rrss": "linkedin"})
-            match_name = re.match("^(.*?) \- (.*)", data[0])
-            linkedin_name = ""
-            if (match_name):
-                linkedin_name = match_name.groups()[0].strip()
-                names.append({"source": source,
-                              "type": type_s,
-                              "name": linkedin_name,
-                              "rrss": "linkedin"})
-            social.append({"source": source,
-                           "type": type_s,
-                           "name": linkedin_name,
-                           "user": linkedin_user,
-                           "rrss": "linkedin"})
-
-    match_facebook = re.match("^(https:\/\/www.google.com\/url\?q=|)(http:\/\/\w+\.|https:\/\/\w+\.|http:\/\/|https:\/\/)?[a-z0-9\.]?(facebook+)\.[a-z]{2,5}(:[0-9]{1,5})?\/(\w+)", data[1])
-    if (match_facebook):
-        facebook_user = ""
-        if ('public' in match_facebook.groups()[4]):
-            facebook_user = match_facebook.groups()[6]
-        elif ('/' in match_facebook.groups()[4]):
-            facebook_user = match_facebook.groups()[4].split('/')[0]
-        else:
-            facebook_user = match_facebook.groups()[4]
-        if ('?' in facebook_user):
-            facebook_user = facebook_user.split('?')[0]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": facebook_user,
-                          "rrss": "facebook"})
-        # match_name = re.match("^(.*?) \| (.*)", data[0])
-        match_name = re.match("^(.*?)( News - Home)? \| (.*)", data[0])
-        facebook_name = ""
-        if (match_name):
-            facebook_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": facebook_name,
-                          "rrss": "facebook"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": facebook_name,
-                       "user": facebook_user,
-                       "rrss": "facebook"})
-
-    match_pinterest = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                               "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                               "https:\/\/)?[a-z0-9\.]*?(pinterest+)\.[a-z]" +
-                               "{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)"
-                              , data[1])
-    if (match_pinterest):
-        pinterest_user = ""
-        if ('/' in match_pinterest.groups()[4].strip("/")):
-            pinterest_user = match_pinterest.groups()[4].split('/')[0]
-        elif ("/pin/" not in match_pinterest.groups()[4].strip('/')):
-            pinterest_user = match_pinterest.groups()[4].strip('/')
-
-        if ('?' in pinterest_user):
-            pinterest_user = pinterest_user.split('?')[0]
-
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": pinterest_user,
-                          "rrss": "pinterest"})
-        match_name = re.match("^(.*?) \((.*)\)(.*)?Pinterest(.*)?$", data[0])
-        pinterest_name = ""
-        if (match_name):
-            pinterest_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": pinterest_name,
-                          "rrss": "pinterest"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": pinterest_name,
-                       "user": pinterest_user,
-                       "rrss": "pinterest"})
-
-    match_tiktok = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                            "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                            "https:\/\/)?[a-z0-9\.]*?(tiktok+)\.[a-z]" +
-                            "{2,5}(:[0-9]{1,5})?\/%40(\w+)"
-                            , data[1])
-    if (match_tiktok):
-        tiktok_user = ""
-        if ('/' in match_tiktok.groups()[4].strip("/")):
-            tiktok_user = match_tiktok.groups()[4].split('/')[0]
-        elif ("/pin/" not in match_tiktok.groups()[4].strip('/')):
-            tiktok_user = match_tiktok.groups()[4].strip('/')
-
-        if ('?' in tiktok_user):
-            tiktok_user = tiktok_user.split('?')[0]
-
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": tiktok_user,
-                          "rrss": "tiktok"})
-        match_name = re.match("^(.*) \(@(\w+)\) Official TikTok .*"
-                              , data[0])
-        tiktok_name = ""
-        if (match_name):
-            tiktok_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": tiktok_name,
-                          "rrss": "tiktok"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": tiktok_name,
-                       "user": tiktok_user,
-                       "rrss": "tiktok"})
-
-    if (username in data[1]):
+    urls = output.get("urls", [])
+    usernames = output.get("usernames", [])
+    names = output.get("names", [])
+    social = output.get("social", [])
+    users = output.get("users", [])
+    hashtags = output.get("hashtags", [])
+    emails = output.get("emails", [])
+
+    for cfg in _PLATFORM_CONFIGS:
+        rrss = cfg["rrss"]
+        url_match = re.match(cfg["url_pattern"], data[1])
+        if not url_match:
+            continue
+
+        platform_user = cfg["extract_user"](url_match)
+
+        # Optional guard (e.g. linkedin rejects users with >= 2 dashes)
+        guard = cfg.get("user_guard")
+        if guard and not guard(platform_user):
+            continue
+
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": platform_user,
+                "rrss": rrss,
+            }
+        )
+
+        # Extract display name from the page title (data[0]).
+        # Some platforms have multiple title patterns (e.g. twitter).
+        platform_name = ""
+        for pattern, group_idx in _NAME_RULES.get(rrss, []):
+            name_match = re.match(pattern, data[0])
+            if name_match:
+                platform_name = name_match.group(group_idx).strip()
+                names.append(
+                    {
+                        "source": source,
+                        "type": type_s,
+                        "name": platform_name,
+                        "rrss": rrss,
+                    }
+                )
+
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": platform_name,
+                "user": platform_user,
+                "rrss": rrss,
+            }
+        )
+
+    if username in data[1]:
         urls.append(data[1])
 
     # Hashtags and emails
-    s_tags = re.findall(r'(?:\#+[\w_]+[\w\'_\-]*[\w_]+)', data[0])
-    s_tags = s_tags + re.findall(r'(?:\#+[\w_]+[\w\'_\-]*[\w_]+)', data[2])
+    s_tags = re.findall(r"(?:\#+[\w_]+[\w\'_\-]*[\w_]+)", data[0])
+    s_tags = s_tags + re.findall(r"(?:\#+[\w_]+[\w\'_\-]*[\w_]+)", data[2])
     # s_email = re.findall(r'^([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})$', data[0])
-    s_email = re.findall(r'[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,6}', data[0])
+    s_email = re.findall(r"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,6}", data[0])
     # s_email = s_email + re.findall(r'^([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})$', data[2])
-    s_email = s_email + re.findall(r'[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,6}', data[2])
-    s_user = re.findall(r'(\@[\w\-]+)', data[0])
-    s_user = s_user + re.findall(r'(\@[\w\-]+)', data[2])
+    s_email = s_email + re.findall(
+        r"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,6}", data[2]
+    )
+    s_user = re.findall(r"(\@[\w\-]+)", data[0])
+    s_user = s_user + re.findall(r"(\@[\w\-]+)", data[2])
 
-    if (s_tags):
+    if s_tags:
         for h in s_tags:
             hashtags.append({"label": h})
-    if (s_email):
+    if s_email:
         for e in s_email:
             emails.append({"label": e})
-    if (s_user):
+    if s_user:
         for u in s_user:
             users.append({"label": u})
 
-    output['urls'] = urls
-    output['usernames'] = usernames
-    output['names'] = names
-    output['social'] = social
-    output['users'] = users
-    output['emails'] = emails
-    output['hashtags'] = hashtags
+    output["urls"] = urls
+    output["usernames"] = usernames
+    output["names"] = names
+    output["social"] = social
+    output["users"] = users
+    output["emails"] = emails
+    output["hashtags"] = hashtags
 
     return output
 
 
 def deep_analysis(names, usernames, searcher, data, output):
     # Initialize
-    urls = [] if ('urls' not in output) else output['urls']
-    search = [] if ('search' not in output) else output['search']
-    rawresult = [] if ('rawresult' not in output) else output['rawresult']
+    urls = output.get("urls", [])
+    search = output.get("search", [])
+    rawresult = output.get("rawresult", [])
 
-    if (searcher == "google"):
+    if searcher == "google":
         icon = "fab fa-google"
-    elif (searcher == "yahoo"):
+    elif searcher == "yahoo":
         icon = "fab fa-yahoo"
-    elif (searcher == "bing"):
+    elif searcher == "bing":
         icon = "fab fa-windows"
-    elif (searcher == "duckduckgo"):
+    elif searcher == "duckduckgo":
         icon = "fas fa-kiwi-bird"
-    elif (searcher == "yandex"):
+    elif searcher == "yandex":
         icon = "fab fa-yandex-international"
-    elif (searcher == "baidu"):
+    elif searcher == "baidu":
         icon = "fas fa-paw"
-    elif (searcher == "dorks"):
+    elif searcher == "dorks":
         icon = "fas fa-searchengin"
     else:
         icon = "fas fa-search"
 
-    if searcher == 'google':
-        end = ' '
-    elif searcher == 'yahoo':
-        end = '  '
-    elif searcher == 'bing':
-        end = '   '
-    elif searcher == 'duckduckgo':
-        end = '    '
-    elif searcher == 'yandex':
-        end = '     '
-    elif searcher == 'baidu':
-        end = '      '
-    elif searcher == 'dorks':
-        end = '       '
-    else:
-        end = '        '
-
-    rawresult_item = {"name-node": "References", "title": data[0] + end,
-                      "subtitle": "",
-                      "icon": icon,
-                      "simple": data[0],
-                      "url": data[1],
-                      "desc": data[2],
-                      "link": searcher}
+    # Build a unique title that includes the searcher name, so that
+    # the d3 graph (which uses title as a cache key) keeps separate
+    # nodes for the same headline coming from different search engines.
+    unique_title = f"{data[0]} [{searcher}]"
+
+    rawresult_item = {
+        "name-node": "References",
+        "title": unique_title,
+        "subtitle": "",
+        "icon": icon,
+        "simple": data[0],
+        "url": data[1],
+        "desc": data[2],
+        "link": searcher,
+    }
     rawresult.append(rawresult_item)
 
     search_included = False
@@ -575,67 +541,90 @@ def deep_analysis(names, usernames, searcher, data, output):
         if user in data[1]:
             if data[1] not in urls:
                 urls.append(data[1])
-                output['urls'] = urls
+                output["urls"] = urls
 
             search_included = True
-            search_item = {"name-node": "References", "title": data[0] + end,
-                           "subtitle": "",
-                           "icon": icon,
-                           "help": "Title : " + data[0] + "\nURL : " +
-                           data[1] + "\nDesc : " + data[2],
-                           "simple": data[0],
-                           "url": data[1],
-                           "desc": data[2],
-                           "link": searcher}
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": "",
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
             search.append(search_item)
 
     # Evaluate names in urls
     if not search_included:
         # Title
-        if (name_match(names, data[0])):
+        if name_match(names, data[0]):
             search_included = True
-            search_item = {"name-node": "References", "title": data[0] + end,
-                           "subtitle": "",
-                           "icon": icon,
-                           "help": "Title : " + data[0] + "\nURL : " +
-                           data[1] + "\nDesc : " + data[2],
-                           "simple": data[0],
-                           "url": data[1],
-                           "desc": data[2],
-                           "link": searcher}
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": "",
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
             search.append(search_item)
         # Url (This makes no sense)
-        if not search_included:
-            if (name_match(names, data[1])):
-                search_included = True
-                search_item = {"name-node": "References", "title": data[0] +
-                               end,
-                               "subtitle": "",
-                               "icon": icon,
-                               "help": "Title : " + data[0] + "\nURL : " +
-                               data[1] + "\nDesc : " + data[2],
-                               "simple": data[0],
-                               "url": data[1],
-                               "desc": data[2],
-                               "link": searcher}
-                search.append(search_item)
+        if not search_included and name_match(names, data[1]):
+            search_included = True
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": "",
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
+            search.append(search_item)
         # Desc
-        if not search_included:
-            if (name_match(names, data[2])):
-                search_included = True
-                search_item = {"name-node": "References", "title": data[0] +
-                               end,
-                               "subtitle": data[1],
-                               "icon": icon,
-                               "help": "Title : " + data[0] + "\nURL : " +
-                               data[1] + "\nDesc : " + data[2],
-                               "simple": data[0],
-                               "url": data[1],
-                               "desc": data[2],
-                               "link": searcher}
-                search.append(search_item)
-
-    output['rawresult'] = rawresult
-    output['search'] = search
-    return output
+        if not search_included and name_match(names, data[2]):
+            search_included = True
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": data[1],
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
+            search.append(search_item)
 
+    output["rawresult"] = rawresult
+    output["search"] = search
+    return output
diff --git a/backend/modules/darkpass/darkpass_tasks.py b/backend/modules/darkpass/darkpass_tasks.py
index 0fa37c71..e727ba8b 100644
--- a/backend/modules/darkpass/darkpass_tasks.py
+++ b/backend/modules/darkpass/darkpass_tasks.py
@@ -1,31 +1,35 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
-from bs4 import BeautifulSoup
 import random
+import sys
 import time
+from pathlib import Path
 
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# urllib3 warning suppression kept intentionally: TOR .onion hidden
+# services use self-signed certificates, so verify=False is expected
+# when routing through a SOCKS proxy to the Tor network.
+import urllib3
+
+urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
@@ -35,53 +39,50 @@ def t_darkpass(email, from_m="Initial", proxy="127.0.0.1:9050"):
     """Task of Celery that get info from skype"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-darkpass.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-darkpass.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             time.sleep(2)
             return data
         except Exception:
-            logger.error(f"Developer mode error")
+            logger.error("Developer mode error")
 
     # Code
     raw_node = []
 
     user_agents = [
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)',
-        'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)',
-        'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)'
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+        "Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)",
+        "Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)",
+        "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)",
+        "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)",
     ]
 
     # Tor proxy
     session = requests.session()
-    session.proxies = {'http': 'socks5h://{}'.format(proxy), 'https': 'socks5h://{}'.format(proxy)}
+    session.proxies = {"http": f"socks5h://{proxy}", "https": f"socks5h://{proxy}"}
 
     url = "http://pwndb2am4tzkvold.onion/"
     username = email
@@ -91,51 +92,68 @@ def t_darkpass(email, from_m="Initial", proxy="127.0.0.1:9050"):
         username = email.split("@")[0]
         domain = email.split("@")[1]
         if not username:
-            username = '%'
+            username = "%"
 
-    request_data = {'luser': username, 'domain': domain, 'luseropr': 1, 'domainopr': 1, 'submitform': 'em'}
+    request_data = {
+        "luser": username,
+        "domain": domain,
+        "luseropr": 1,
+        "domainopr": 1,
+        "submitform": "em",
+    }
 
     try:
-        req = session.post(url, data=request_data, headers={'User-Agent': random.choice(user_agents)})
+        req = session.post(
+            url,
+            data=request_data,
+            headers={"User-Agent": random.choice(user_agents)},
+            timeout=60,
+        )
     except Exception as err:
-        raw_node = { 'status': 'No TOR', 'desc': str(type(err))}
+        raw_node = {"status": "No TOR", "desc": str(type(err))}
 
-    if (raw_node == []):
-        if ("Array" in req.text):
+    if not raw_node:
+        if "Array" in req.text:
             leaks = req.text.split("Array")[1:]
             emails = []
 
             for leak in leaks:
-                leaked_email = ''
-                domain = ''
-                password = ''
+                leaked_email = ""
+                domain = ""
+                password = ""
                 try:
                     leaked_email = leak.split("[luser] =>")[1].split("[")[0].strip()
                     domain = leak.split("[domain] =>")[1].split("[")[0].strip()
                     password = leak.split("[password] =>")[1].split(")")[0].strip()
-                except:
+                except Exception:
                     pass
-                if leaked_email and leaked_email != 'donate':
-                    emails.append({'username': leaked_email, 'domain': domain, 'password': password})
-
-            if (len(emails) > 0):
-                raw_node = {'pass': emails}
+                if leaked_email and leaked_email != "donate":
+                    emails.append(
+                        {
+                            "username": leaked_email,
+                            "domain": domain,
+                            "password": password,
+                        }
+                    )
+
+            if len(emails) > 0:
+                raw_node = {"pass": emails}
             else:
-                raw_node = { 'status': 'No password leaked'}
+                raw_node = {"status": "No password leaked"}
         else:
-            raw_node = { 'status': 'No password leaked'}
+            raw_node = {"status": "No password leaked"}
 
     print(raw_node)
 
     # Total
     total = []
-    total.append({'module': 'darkpass'})
-    total.append({'param': email})
+    total.append({"module": "darkpass"})
+    total.append({"param": email})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     # Graphic Array
     graphic = []
@@ -149,18 +167,18 @@ def t_darkpass(email, from_m="Initial", proxy="127.0.0.1:9050"):
     # Gather Array
     gather = []
 
-    if (raw_node.get("pass","") != ""):
-        for passwords in raw_node['pass']:
-            gather_item = {"username": email, "password": passwords['password']}
+    if raw_node.get("pass", "") != "":
+        for passwords in raw_node["pass"]:
+            gather_item = {"username": email, "password": passwords["password"]}
             gather.append(gather_item)
-            profile_item = {"password": passwords['password']}
+            profile_item = {"password": passwords["password"]}
             profile.append(profile_item)
 
-    graphic.append({'darkpass': gather})
-    total.append({'raw': raw_node})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    graphic.append({"darkpass": gather})
+    total.append({"raw": raw_node})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
diff --git a/backend/modules/dorks/dorks_tasks.py b/backend/modules/dorks/dorks_tasks.py
index 40244bc5..911a35d7 100644
--- a/backend/modules/dorks/dorks_tasks.py
+++ b/backend/modules/dorks/dorks_tasks.py
@@ -1,62 +1,68 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
+import collections
 import json
-import traceback
 import random
+import sys
 import time
-import yagooglesearch
-import collections
-from fuzzywuzzy import process
-from apiclient.discovery import build
+import traceback
+from pathlib import Path
 
+import yagooglesearch
+from googleapiclient.discovery import build
+from thefuzz import process
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
     from factories.configuration import api_keys_search
-    from factories.iKy_functions import simple_analysis
-    from factories.iKy_functions import deep_analysis
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+    from factories.iKy_functions import deep_analysis, simple_analysis
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
     from factories.configuration import api_keys_search
-    from factories.iKy_functions import simple_analysis
-    from factories.iKy_functions import deep_analysis
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+    from factories.iKy_functions import deep_analysis, simple_analysis
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
-def p_dorks_cse(api_key, cx, keywords, dorks=''):
+def p_dorks_cse(api_key, cx, keywords, dorks=""):
     # Modifiers for dorks
-    if (dorks == ''):
-        dorks = {'twitter': 'site:twitter.com',
-                 'github': 'site:github.com',
-                 'instagram': 'site:instagram.com',
-                 'keybase': 'site:keybase.io',
-                 'linkedin': 'site:linkedin.com',
-                 # 'facebook': 'site:facebook.com',
-                 # 'pinterest': 'site:pinterest.com',
-                 'tiktok': 'site:tiktok.com'}
+    if dorks == "":
+        dorks = {
+            "twitter": "site:twitter.com",
+            "github": "site:github.com",
+            "instagram": "site:instagram.com",
+            "keybase": "site:keybase.io",
+            "linkedin": "site:linkedin.com",
+            # 'facebook': 'site:facebook.com',
+            # 'pinterest': 'site:pinterest.com',
+            "tiktok": "site:tiktok.com",
+        }
 
     node = []
-    resource = build("customsearch", 'v1', developerKey=api_key).cse()
+    resource = build("customsearch", "v1", developerKey=api_key).cse()
     result = resource.list(q=keywords, cx=cx).execute()
 
-    for item in result['items']:
-        node.append({'dork': 'username', 'titles': item["title"],
-                    'links': item["link"],
-                     'descriptions': item["snippet"]})
+    for item in result["items"]:
+        node.append(
+            {
+                "dork": "username",
+                "titles": item["title"],
+                "links": item["link"],
+                "descriptions": item["snippet"],
+            }
+        )
 
     for dork in dorks:
         timeDelay = random.randrange(5, 15)
@@ -64,29 +70,36 @@ def p_dorks_cse(api_key, cx, keywords, dorks=''):
         query = f"{keywords} {dorks[dork]}"
 
         print(f"Processing QUERY : {query}")
-        result = resource.list(q=query, cx='40b052eff66bf4730').execute()
-
-        if ("items" in result):
-            for item in result['items']:
-                node.append({'dork': dork, 'titles': item["title"],
-                            'links': item["link"],
-                             'descriptions': item["snippet"]})
+        result = resource.list(q=query, cx=cx).execute()
+
+        if "items" in result:
+            for item in result["items"]:
+                node.append(
+                    {
+                        "dork": dork,
+                        "titles": item["title"],
+                        "links": item["link"],
+                        "descriptions": item["snippet"],
+                    }
+                )
                 break
 
     return node
 
 
-def p_dorks_yagoogle(keywords, dorks=''):
+def p_dorks_yagoogle(keywords, dorks=""):
     # Modifiers for dorks
-    if (dorks == ''):
-        dorks = {'twitter': 'site:twitter.com',
-                 'github': 'site:github.com',
-                 'instagram': 'site:instagram.com',
-                 'keybase': 'site:keybase.io',
-                 'linkedin': 'site:linkedin.com',
-                 # 'facebook': 'site:facebook.com',
-                 # 'pinterest': 'site:pinterest.com',
-                 'tiktok': 'site:tiktok.com'}
+    if dorks == "":
+        dorks = {
+            "twitter": "site:twitter.com",
+            "github": "site:github.com",
+            "instagram": "site:instagram.com",
+            "keybase": "site:keybase.io",
+            "linkedin": "site:linkedin.com",
+            # 'facebook': 'site:facebook.com',
+            # 'pinterest': 'site:pinterest.com',
+            "tiktok": "site:tiktok.com",
+        }
 
     node = []
 
@@ -102,16 +115,21 @@ def p_dorks_yagoogle(keywords, dorks=''):
         # proxy="socks5h://127.0.0.1:9050",
         verbosity=5,
         verbose_output=True,
-        verify_ssl=False
+        verify_ssl=False,
     )
 
     client.assign_random_user_agent()
     search = client.search()
 
     for u in search:
-        node.append({'dork': 'username', 'titles': u["title"],
-                    'links': u["url"],
-                     'descriptions': u["description"]})
+        node.append(
+            {
+                "dork": "username",
+                "titles": u["title"],
+                "links": u["url"],
+                "descriptions": u["description"],
+            }
+        )
 
     for dork in dorks:
         timeDelay = random.randrange(0, 15)
@@ -133,15 +151,20 @@ def p_dorks_yagoogle(keywords, dorks=''):
         search = client.search()
 
         for u in search:
-            node.append({'dork': dork, 'titles': u["title"],
-                        'links': u["url"],
-                         'descriptions': u["description"]})
+            node.append(
+                {
+                    "dork": dork,
+                    "titles": u["title"],
+                    "links": u["url"],
+                    "descriptions": u["description"],
+                }
+            )
 
     return node
 
 
 def p_dorks(keywords, dorks, from_m="Initial"):
-    """ Task of Celery that get info from google dorks
+    """Task of Celery that get info from google dorks
     Social Networks :
         - twitter
         - github
@@ -161,62 +184,60 @@ def p_dorks(keywords, dorks, from_m="Initial"):
     """
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-dorks.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-dorks.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    api_key = api_keys_search('cse_api_key')
-    cx = api_keys_search('cse_cx')
+    api_key = api_keys_search("cse_api_key")
+    cx = api_keys_search("cse_cx")
 
-    if (api_key):
+    if api_key:
         raw_node = p_dorks_cse(api_key, cx, keywords, dorks)
     else:
         raw_node = p_dorks_yagoogle(keywords, dorks)
 
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
-
     output = {}
     for i in raw_node:
         try:
-            output = simple_analysis(i['dork'], "username", keywords,
-                                     [i['titles'],
-                                      i['links'],
-                                      i['descriptions']
-                                      ], output)
+            output = simple_analysis(
+                i["dork"],
+                "username",
+                keywords,
+                [i["titles"], i["links"], i["descriptions"]],
+                output,
+            )
         except Exception:
             traceback.print_exc()
             continue
 
     # Different usernames
     try:
-        users = [item['usernames'].strip() for item in output['usernames']]
+        users = [item["usernames"].strip() for item in output["usernames"]]
     except Exception:
         users = []
 
     # Different name
     try:
-        names = [item['name'].strip() for item in output['names']]
-        names_refined = collections.Counter(names)
+        names = [item["name"].strip() for item in output["names"]]
+        collections.Counter(names)
     except Exception:
         names = []
-        names_refined = []
 
     try:
         best_match = process.extractBests(
             collections.Counter(names).most_common(2)[0][0],
-            names, limit=len(names), score_cutoff=80)
+            names,
+            limit=len(names),
+            score_cutoff=80,
+        )
     except Exception:
         best_match = []
 
@@ -230,49 +251,56 @@ def p_dorks(keywords, dorks, from_m="Initial"):
     name_complete = name_complete.join(name_tokens)
 
     # Search Real Social
-    social = sorted(output['social'], key=lambda k: k['rrss'])
+    social = sorted(output["social"], key=lambda k: k["rrss"])
     social_count = {}
     # To Convert Keys
     social_raw = []
     link_social = "Social"
-    social_item = {"name-node": "Social", "title": "Social",
-                   "subtitle": "", "icon": search_icon_5(
-                       "child", font_list),
-                   "link": link_social}
+    social_item = {
+        "name-node": "Social",
+        "title": "Social",
+        "subtitle": "",
+        "icon": search_icon_5("child"),
+        "link": link_social,
+    }
     social_raw.append(social_item)
     title_count = 0
-    nounce = ''
-    prev = ''
+    nounce = ""
+    prev = ""
     for s in social:
-        if (s['rrss'] + '-|-' + s['user'] + '-|-' + s['name'] not in social_count):
-            social_count[s['rrss'] + '-|-' + s['user'] + '-|-' + s['name']] = 1
+        if s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"] not in social_count:
+            social_count[s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"]] = 1
         else:
-            social_count[s['rrss'] + '-|-' + s['user'] + '-|-' + s['name']] = social_count[s['rrss'] + '-|-' + s['user'] + '-|-' + s['name']] + 1
+            social_count[s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"]] = (
+                social_count[s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"]] + 1
+            )
 
         # Convert keys
-        social_item = {"name-node": "Social" + s['rrss'] + str(title_count),
-                       "title": s['rrss'] + " (" + s['source'] + ")" + nounce,
-                       "subtitle": s['user'],
-                       "icon": search_icon_5(s['rrss'], font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social" + s["rrss"] + str(title_count),
+            "title": s["rrss"] + " (" + s["source"] + ")" + nounce,
+            "subtitle": s["user"],
+            "icon": search_icon_5(s["rrss"]),
+            "link": link_social,
+        }
         social_raw.append(social_item)
-        if (s['rrss'] + s['source'] == prev):
-            nounce = nounce + ' '
-        prev = s['rrss'] + s['source']
+        if s["rrss"] + s["source"] == prev:
+            nounce = nounce + " "
+        prev = s["rrss"] + s["source"]
         title_count = title_count + 1
 
     socialp = []
-    rrss = ''
+    rrss = ""
     social_refined = []
     a = -1
     for s_c in social_count:
-        if (s_c.split("-|-")[0] != rrss):
+        if s_c.split("-|-")[0] != rrss:
             a = a + 1
             social_refined.append(s_c)
             rrss = s_c.split("-|-")[0]
             count = social_count[s_c]
 
-        elif (count < social_count[s_c]):
+        elif count < social_count[s_c]:
             social_refined[a] = s_c
             rrss = s_c.split("-|-")[0]
             count = social_count[s_c]
@@ -284,42 +312,50 @@ def p_dorks(keywords, dorks, from_m="Initial"):
         #     count = social_count[s_c]
 
     username_refined = []
-    if (len(social_refined) > 0):
+    if len(social_refined) > 0:
         link_social = "Social"
-        social_item = {"name-node": "Social", "title": "Social",
-                       "subtitle": "", "icon": search_icon_5(
-                           "child", font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social",
+            "title": "Social",
+            "subtitle": "",
+            "icon": search_icon_5("child"),
+            "link": link_social,
+        }
         socialp.append(social_item)
 
         for social in social_refined:
             if (social.split("-|-")[1] not in username_refined) and (
-                    social.split("-|-")[1] != ''):
+                social.split("-|-")[1] != ""
+            ):
                 username_refined.append(social.split("-|-")[1])
-            social_item = {"name-node": social.split("-|-")[0],
-                           "title": social.split("-|-")[0],
-                           "subtitle": social.split("-|-")[1],
-                           "icon": search_icon_5(
-                               social.split("-|-")[0], font_list),
-                           "link": link_social}
+            social_item = {
+                "name-node": social.split("-|-")[0],
+                "title": social.split("-|-")[0],
+                "subtitle": social.split("-|-")[1],
+                "icon": search_icon_5(social.split("-|-")[0]),
+                "link": link_social,
+            }
             socialp.append(social_item)
 
     # Deep Analysis
     for i in raw_node:
         try:
-            output = deep_analysis(name_tokens, username_refined, i['dork'],
-                                   [i['titles'],
-                                   i['links'],
-                                   i['descriptions']], output)
+            output = deep_analysis(
+                name_tokens,
+                username_refined,
+                i["dork"],
+                [i["titles"], i["links"], i["descriptions"]],
+                output,
+            )
         except Exception:
             continue
 
     # Total
     total = []
-    total.append({'module': 'dorks'})
-    total.append({'param': keywords})
+    total.append({"module": "dorks"})
+    total.append({"param": keywords})
     # Evaluates the module that executed the task and set validation
-    total.append({'validation': 'no'})
+    total.append({"validation": "no"})
 
     # Graphic Array
     graphic = []
@@ -335,9 +371,8 @@ def p_dorks(keywords, dorks, from_m="Initial"):
 
     # Prepare other tasks
     for soc in socialp:
-        if (soc["subtitle"] != ""):
-            tasks.append({"module": soc["title"],
-                         "param": soc["subtitle"]})
+        if soc["subtitle"] != "":
+            tasks.append({"module": soc["title"], "param": soc["subtitle"]})
 
     name_cloud = []
     for name in names:
@@ -349,25 +384,25 @@ def p_dorks(keywords, dorks, from_m="Initial"):
     profile.append({"name": name_complete})
 
     # TODO : Repair raw-node
-    total.append({'raw': raw_node})
-    graphic.append({'names': name_cloud})
-    graphic.append({'username': username_cloud})
-    graphic.append({'social': social_raw})
-    graphic.append({'rawresults': output["rawresult"]})
-    graphic.append({'searches': output["search"]})
-    graphic.append({'mentions': output["users"]})
-    graphic.append({'hashtags': output["hashtags"]})
-    graphic.append({'emails': output["emails"]})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    total.append({"raw": raw_node})
+    graphic.append({"names": name_cloud})
+    graphic.append({"username": username_cloud})
+    graphic.append({"social": social_raw})
+    graphic.append({"rawresults": output["rawresult"]})
+    graphic.append({"searches": output["search"]})
+    graphic.append({"mentions": output["users"]})
+    graphic.append({"hashtags": output["hashtags"]})
+    graphic.append({"emails": output["emails"]})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
 
 @celery.task
-def t_dorks(user, dorks=''):
+def t_dorks(user, dorks=""):
     # Principal Variable
     total = []
     # Take initial time
@@ -380,7 +415,7 @@ def t_dorks(user, dorks=''):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -388,14 +423,14 @@ def t_dorks(user, dorks=''):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'dorks'})
-        total.append({'param': user})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "dorks"})
+        total.append({"param": user})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {"status": status, "reason": reason, "traceback": traceback_text}
+        )
         total.append({"raw": raw_node})
 
     # Take final time
@@ -416,6 +451,6 @@ def output(data):
     #          'github': 'site:github.com'}
     # dorks = {'twitter': 'site:twitter.com'}
     # dorks = {'instagram': 'site:instagram.com'}
-    dorks = ''
+    dorks = ""
     result = t_dorks(username, dorks=dorks)
     output(result)
diff --git a/backend/modules/emailrep/emailrep_tasks.py b/backend/modules/emailrep/emailrep_tasks.py
index 2060180b..8ba23a38 100644
--- a/backend/modules/emailrep/emailrep_tasks.py
+++ b/backend/modules/emailrep/emailrep_tasks.py
@@ -1,64 +1,63 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
+import sys
 import time
 import traceback
+from pathlib import Path
+
 from emailrep import EmailRep
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def p_emailrep(username, from_m="Initial"):
-    """ Task of Celery that get info from github """
+    """Task of Celery that get info from github"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-emailrep.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-emailrep.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
                 time.sleep(15)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    key = api_keys_search('emailrep_key')
+    key = api_keys_search("emailrep_key")
 
-    if (not key):
+    if not key:
         raise Exception("iKy - Missing or invalid Key")
 
     # Total
     total = []
-    total.append({'module': 'emailrep'})
-    total.append({'param': username})
+    total.append({"module": "emailrep"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    total.append({'validation': 'hard'})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -83,223 +82,271 @@ def p_emailrep(username, from_m="Initial"):
 
         req = emailrep.query(username)
 
-        # Icons unicode
-        font_list = fontawesome_cheat_5()
         # Raw Array
         raw_node = req
         # raw_node = json.loads(unicode(req))
         # raw_node = json.loads(unicode(req.text))
 
         link = "EmailRep"
-        gather_item = {"name-node": "EmailRep", "title": "EmailRep",
-                    "subtitle": "", "icon": "fas fa-file-alt", "link": link}
+        gather_item = {
+            "name-node": "EmailRep",
+            "title": "EmailRep",
+            "subtitle": "",
+            "icon": "fas fa-file-alt",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        if ('reputation' in raw_node):
-            if (raw_node['reputation'] == "high"):
+        if "reputation" in raw_node:
+            if raw_node["reputation"] == "high":
                 icon_rep = "fas fa-smile"
-            elif (raw_node['reputation'] == "medium"):
+            elif raw_node["reputation"] == "medium":
                 icon_rep = "fas fa-meh"
-            elif (raw_node['reputation'] == "low"):
+            elif raw_node["reputation"] == "low":
                 icon_rep = "fas fa-sad-tear"
             else:
                 icon_rep = "fas fa-poo"
-            gather_item = {"name-node": "Reputation", "title": "Reputation",
-                        "subtitle": raw_node['reputation'],
-                        "icon": icon_rep,
-                        "link": link}
+            gather_item = {
+                "name-node": "Reputation",
+                "title": "Reputation",
+                "subtitle": raw_node["reputation"],
+                "icon": icon_rep,
+                "link": link,
+            }
             gather.append(gather_item)
 
-        if ('suspicious' in raw_node):
-            if (not raw_node['suspicious']):
+        if "suspicious" in raw_node:
+            if not raw_node["suspicious"]:
                 icon_rep = "fas fa-thumbs-up"
             else:
                 icon_rep = "fas fa-thumbs-down"
-            gather_item = {"name-node": "suspicious", "title": "Suspicious",
-                        "subtitle": raw_node['suspicious'],
-                        "icon": icon_rep,
-                        "help": "Our best assessment based off all the information we have",
-                        "link": link}
+            gather_item = {
+                "name-node": "suspicious",
+                "title": "Suspicious",
+                "subtitle": raw_node["suspicious"],
+                "icon": icon_rep,
+                "help": "Our best assessment based off all the information we have",
+                "link": link,
+            }
             gather.append(gather_item)
 
-        if ('references' in raw_node):
-            gather_item = {"name-node": "References", "title": "References",
-                        "subtitle": raw_node['references'],
-                        "icon": "fas fa-award",
-                        "help": "total number of positive and negative sources of reputation. note that these may not all be direct references to the email address, but can include reputation sources for the domain or other related information",
-                        "link": link}
+        if "references" in raw_node:
+            gather_item = {
+                "name-node": "References",
+                "title": "References",
+                "subtitle": raw_node["references"],
+                "icon": "fas fa-award",
+                "help": "total number of positive and negative sources of reputation. note that these may not all be direct references to the email address, but can include reputation sources for the domain or other related information",
+                "link": link,
+            }
             gather.append(gather_item)
 
-        if ('details' in raw_node):
-            if (not 'blacklisted' in raw_node['details']):
-                if (raw_node['details']['blacklisted']):
+        if "details" in raw_node:
+            if "blacklisted" in raw_node["details"]:
+                if raw_node["details"]["blacklisted"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "Blacklisted", "title": "Blacklisted",
-                            "subtitle": raw_node['details']['blacklisted'],
-                            "icon": icon_rep,
-                            "help": "The email is believed to be malicious or spammy",
-                            "link": link}
+                gather_item = {
+                    "name-node": "Blacklisted",
+                    "title": "Blacklisted",
+                    "subtitle": raw_node["details"]["blacklisted"],
+                    "icon": icon_rep,
+                    "help": "The email is believed to be malicious or spammy",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('malicious_activity' in raw_node['details']):
-                if (not raw_node['details']['malicious_activity']):
+            if "malicious_activity" in raw_node["details"]:
+                if not raw_node["details"]["malicious_activity"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "Malicious_Activity",
-                            "title": "Malicious Activity",
-                            "subtitle": raw_node['details']['malicious_activity'],
-                            "icon": icon_rep,
-                            "help": "The email has exhibited malicious behavior (e.g. phishing or fraud)",
-                            "link": link}
+                gather_item = {
+                    "name-node": "Malicious_Activity",
+                    "title": "Malicious Activity",
+                    "subtitle": raw_node["details"]["malicious_activity"],
+                    "icon": icon_rep,
+                    "help": "The email has exhibited malicious behavior (e.g. phishing or fraud)",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('credentials_leaked' in raw_node['details']):
-                if (not raw_node['details']['credentials_leaked']):
+            if "credentials_leaked" in raw_node["details"]:
+                if not raw_node["details"]["credentials_leaked"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "credentials_leaked",
-                            "title": "Credentials Leaked",
-                            "subtitle": raw_node['details']['credentials_leaked'],
-                            "icon": icon_rep,
-                            "help": "Credentials were leaked at some point in time (e.g. a data breach, pastebin, dark web, etc.)",
-                            "link": link}
+                gather_item = {
+                    "name-node": "credentials_leaked",
+                    "title": "Credentials Leaked",
+                    "subtitle": raw_node["details"]["credentials_leaked"],
+                    "icon": icon_rep,
+                    "help": "Credentials were leaked at some point in time (e.g. a data breach, pastebin, dark web, etc.)",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('data_breach' in raw_node['details']):
-                if (not raw_node['details']['data_breach']):
+            if "data_breach" in raw_node["details"]:
+                if not raw_node["details"]["data_breach"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "data_breach",
-                            "title": "Data Breach",
-                            "subtitle": raw_node['details']['data_breach'],
-                            "icon": icon_rep,
-                            "help": "The email was in a data breach at some point in time",
-                            "link": link}
+                gather_item = {
+                    "name-node": "data_breach",
+                    "title": "Data Breach",
+                    "subtitle": raw_node["details"]["data_breach"],
+                    "icon": icon_rep,
+                    "help": "The email was in a data breach at some point in time",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('free_provider' in raw_node['details']):
-                if (raw_node['details']['free_provider']):
+            if "free_provider" in raw_node["details"]:
+                if raw_node["details"]["free_provider"]:
                     icon_rep = "fas fa-check-circle"
                 else:
                     icon_rep = "fas fa-times-circle"
-                gather_item = {"name-node": "free_provider",
-                            "title": "Free Provider",
-                            "subtitle": raw_node['details']['free_provider'],
-                            "icon": icon_rep,
-                            "help": "The email uses a free email provider",
-                            "link": link}
+                gather_item = {
+                    "name-node": "free_provider",
+                    "title": "Free Provider",
+                    "subtitle": raw_node["details"]["free_provider"],
+                    "icon": icon_rep,
+                    "help": "The email uses a free email provider",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('domain_reputation' in raw_node['details']) and not (raw_node['details']['free_provider']):
-                if (raw_node['details']['free_provider'] == "high"):
+            if ("domain_reputation" in raw_node["details"]) and not (
+                raw_node["details"]["free_provider"]
+            ):
+                if raw_node["details"]["domain_reputation"] == "high":
                     icon_rep = "fas fa-smile"
-                elif (raw_node['details']['free_provider'] == "medium"):
+                elif raw_node["details"]["domain_reputation"] == "medium":
                     icon_rep = "fas fa-meh"
-                elif (raw_node['details']['free_provider'] == "low"):
+                elif raw_node["details"]["domain_reputation"] == "low":
                     icon_rep = "fas fa-sad-tear"
                 else:
                     icon_rep = "fas fa-poo"
-                gather_item = {"name-node": "domain_reputation",
-                            "title": "Domain Reputation",
-                            "subtitle": raw_node['details']['domain_reputation'],
-                            "icon": icon_rep,
-                            "help": "high/medium/low/n/a (n/a if the domain is disposable, or doesn't exist)",
-                            "link": link}
+                gather_item = {
+                    "name-node": "domain_reputation",
+                    "title": "Domain Reputation",
+                    "subtitle": raw_node["details"]["domain_reputation"],
+                    "icon": icon_rep,
+                    "help": "high/medium/low/n/a (n/a if the domain is disposable, or doesn't exist)",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('spam' in raw_node['details']):
-                if (not raw_node['details']['spam']):
+            if "spam" in raw_node["details"]:
+                if not raw_node["details"]["spam"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "spam",
-                            "title": "Spam",
-                            "subtitle": raw_node['details']['spam'],
-                            "icon": icon_rep,
-                            "help": "The email has exhibited spammy behavior (e.g. spam traps, login form abuse)",
-                            "link": link}
+                gather_item = {
+                    "name-node": "spam",
+                    "title": "Spam",
+                    "subtitle": raw_node["details"]["spam"],
+                    "icon": icon_rep,
+                    "help": "The email has exhibited spammy behavior (e.g. spam traps, login form abuse)",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('disposable' in raw_node['details']):
-                if (not raw_node['details']['disposable']):
+            if "disposable" in raw_node["details"]:
+                if not raw_node["details"]["disposable"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "disposable",
-                            "title": "Disposable or Temporary",
-                            "subtitle": raw_node['details']['disposable'],
-                            "icon": icon_rep,
-                            "help": "the email uses a temporary/disposable service",
-                            "link": link}
+                gather_item = {
+                    "name-node": "disposable",
+                    "title": "Disposable or Temporary",
+                    "subtitle": raw_node["details"]["disposable"],
+                    "icon": icon_rep,
+                    "help": "the email uses a temporary/disposable service",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('valid_mx' in raw_node['details']):
-                if (raw_node['details']['valid_mx']):
+            if "valid_mx" in raw_node["details"]:
+                if raw_node["details"]["valid_mx"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "valid_mx",
-                            "title": "Valid MX",
-                            "subtitle": raw_node['details']['valid_mx'],
-                            "icon": icon_rep,
-                            "help": "Has an MX record",
-                            "link": link}
+                gather_item = {
+                    "name-node": "valid_mx",
+                    "title": "Valid MX",
+                    "subtitle": raw_node["details"]["valid_mx"],
+                    "icon": icon_rep,
+                    "help": "Has an MX record",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('spoofable' in raw_node['details']):
-                if (not raw_node['details']['spoofable']):
+            if "spoofable" in raw_node["details"]:
+                if not raw_node["details"]["spoofable"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "spoofable",
-                            "title": "Spoofable",
-                            "subtitle": raw_node['details']['spoofable'],
-                            "icon": icon_rep,
-                            "help": "Email address can be spoofed (e.g. not a strict SPF policy or DMARC is not enforced)",
-                            "link": link}
+                gather_item = {
+                    "name-node": "spoofable",
+                    "title": "Spoofable",
+                    "subtitle": raw_node["details"]["spoofable"],
+                    "icon": icon_rep,
+                    "help": "Email address can be spoofed (e.g. not a strict SPF policy or DMARC is not enforced)",
+                    "link": link,
+                }
                 gather.append(gather_item)
-            if ('suspicious_tld' in raw_node['details']):
-                if (not raw_node['details']['suspicious_tld']):
+            if "suspicious_tld" in raw_node["details"]:
+                if not raw_node["details"]["suspicious_tld"]:
                     icon_rep = "fas fa-thumbs-up"
                 else:
                     icon_rep = "fas fa-thumbs-down"
-                gather_item = {"name-node": "suspicious_tld",
-                            "title": "Suspicious TLD",
-                            "subtitle": raw_node['details']['suspicious_tld'],
-                            "icon": icon_rep,
-                            "link": link}
+                gather_item = {
+                    "name-node": "suspicious_tld",
+                    "title": "Suspicious TLD",
+                    "subtitle": raw_node["details"]["suspicious_tld"],
+                    "icon": icon_rep,
+                    "link": link,
+                }
                 gather.append(gather_item)
 
-            if ('profiles' in raw_node['details']) and (len(raw_node['details']['profiles']) > 0):
+            if ("profiles" in raw_node["details"]) and (
+                len(raw_node["details"]["profiles"]) > 0
+            ):
                 link_social = "Social"
-                social_item = {"name-node": "Social", "title": "Social",
-                            "subtitle": "", "icon": search_icon_5(
-                                "child", font_list),
-                            "link": link_social}
+                social_item = {
+                    "name-node": "Social",
+                    "title": "Social",
+                    "subtitle": "",
+                    "icon": search_icon_5("child"),
+                    "link": link_social,
+                }
                 socialp.append(social_item)
 
-                for social in raw_node['details']['profiles']:
-                    fa_icon = search_icon_5(social, font_list)
-                    if (fa_icon is None):
-                        fa_icon = search_icon_5("question", font_list)
-
-                    social_item = {"name-node": "ER" + social,
-                                "title": social.capitalize(),
-                                "icon": fa_icon,
-                                "link": link_social}
+                for social in raw_node["details"]["profiles"]:
+                    fa_icon = search_icon_5(social)
+                    if fa_icon is None:
+                        fa_icon = search_icon_5("question")
+
+                    social_item = {
+                        "name-node": "ER" + social,
+                        "title": social.capitalize(),
+                        "icon": fa_icon,
+                        "link": link_social,
+                    }
                     socialp.append(social_item)
 
-    else: # If no Key or invalid key
+    else:  # If no Key or invalid key
         link = "EmailRep"
-        gather_item = {"name-node": "EmailRep", "title": "EmailRep",
-                       "subtitle": "", "icon": "fas fa-lock-alt", "link": link,
-                       "help": "You need EmailRep Key"}
+        gather_item = {
+            "name-node": "EmailRep",
+            "title": "EmailRep",
+            "subtitle": "",
+            "icon": "fas fa-lock-alt",
+            "link": link,
+            "help": "You need EmailRep Key",
+        }
         gather.append(gather_item)
 
-
-    total.append({'raw': raw_node})
-    graphic.append({'details': gather})
-    if (socialp != []):
-        graphic.append({'social': socialp})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw_node})
+    graphic.append({"details": gather})
+    if socialp:
+        graphic.append({"social": socialp})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -313,7 +360,7 @@ def t_emailrep(email, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -321,15 +368,19 @@ def t_emailrep(email, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'psbdmp'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "emailrep"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/fullcontact/fullcontact_tasks.py b/backend/modules/fullcontact/fullcontact_tasks.py
index 9d526d09..3cea6741 100644
--- a/backend/modules/fullcontact/fullcontact_tasks.py
+++ b/backend/modules/fullcontact/fullcontact_tasks.py
@@ -1,68 +1,61 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import sys
 import json
+import sys
+import time
+import traceback
+
 import requests
-# import urllib3
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    # from factories.fontcheat import fontawesome_cheat, search_icon
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    # from factories.fontcheat import fontawesome_cheat, search_icon
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
+    from factories.fontcheat import search_icon_5
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
-# Compatibility code
-try:
-    # Python 2: "unicode" is built-in
-    unicode
-except NameError:
-    unicode = str
-
 
-@celery.task
-def t_fullcontact(email):
+def p_fullcontact(email):
+    """Process fullcontact data for the given email."""
     username = email.split("@")[0]
-    key = api_keys_search('fullcontact_api')
+    key = api_keys_search("fullcontact_api")
     if key and len(key) < 20:
         req = requests.get(
-            "https://api.fullcontact.com/v2/person.json?email=%s"
-            % email, headers={"X-FullContact-APIKey": key})
-        raw_node = json.loads(unicode(req.text))
+            f"https://api.fullcontact.com/v2/person.json?email={email}",
+            headers={"X-FullContact-APIKey": key},
+            timeout=30,
+        )
+        raw_node = json.loads(req.text)
         print(json.dumps(raw_node, ensure_ascii=True, indent=2))
     elif key and len(key) > 20:
         s = requests.Session()
-        headers = {'Authorization': 'Bearer ' + key}
-        data = json.dumps({
-                "email": email
-        })
-        req = s.post("https://api.fullcontact.com/v3/person.enrich",
-                     data=data,
-                     headers=headers)
-
-        raw_node = json.loads(unicode(req.text))
+        headers = {"Authorization": "Bearer " + key}
+        data = json.dumps({"email": email})
+        req = s.post(
+            "https://api.fullcontact.com/v3/person.enrich",
+            data=data,
+            headers=headers,
+            timeout=30,
+        )
+
+        raw_node = json.loads(req.text)
         print(json.dumps(raw_node, ensure_ascii=True, indent=2))
     else:
-        raw_node = {"status": 400,
-                    "message": "400: No access token"}
+        raw_node = {"status": 400, "message": "400: No access token"}
 
     # with open('km.json', 'r') as f:
     #     raw_node = json.load(f)
@@ -72,12 +65,9 @@ def t_fullcontact(email):
 
     # Total
     total = []
-    total.append({'module': 'fullcontact'})
-    total.append({'param': email})
-    total.append({'validation': 'hard'})
-
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
+    total.append({"module": "fullcontact"})
+    total.append({"param": email})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -108,310 +98,397 @@ def t_fullcontact(email):
     # Bios Array
     bios = []
 
-    if (raw_node.get("status", "") != "" and (
-         raw_node['status'] != 400 and raw_node['status'] != 401)):
-
+    if raw_node.get("status", "") != "" and (
+        raw_node["status"] != 400 and raw_node["status"] != 401
+    ):
         link_social = "Social"
-        social_item = {"name-node": "Social", "title": "Social",
-                       "subtitle": "", "icon": search_icon_5(
-                           "child", font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social",
+            "title": "Social",
+            "subtitle": "",
+            "icon": search_icon_5("child"),
+            "link": link_social,
+        }
         socialp.append(social_item)
         link_photo = "Photos"
-        photo_item = {"name-node": "Photos", "title": "Photos",
-                      "subtitle": "", "icon": search_icon_5(
-                           "camera-retro", font_list),
-                      "link": link_photo}
+        photo_item = {
+            "name-node": "Photos",
+            "title": "Photos",
+            "subtitle": "",
+            "icon": search_icon_5("camera-retro"),
+            "link": link_photo,
+        }
         photo.append(photo_item)
 
         if raw_node.get("status", "") == 200:
-
-            if (raw_node.get("contactInfo", "") != ""):
-                profile_item = {'name': raw_node.get("contactInfo", "")
-                                .get('fullName', '')}
+            if raw_node.get("contactInfo", "") != "":
+                profile_item = {
+                    "name": raw_node.get("contactInfo", "").get("fullName", "")
+                }
                 profile.append(profile_item)
-                profile_item = {'firstName': raw_node.get("contactInfo", "")
-                                .get('givenName', '')}
+                profile_item = {
+                    "firstName": raw_node.get("contactInfo", "").get("givenName", "")
+                }
                 profile.append(profile_item)
-                profile_item = {'lastName': raw_node.get("contactInfo", "")
-                                .get('familyName', '')}
+                profile_item = {
+                    "lastName": raw_node.get("contactInfo", "").get("familyName", "")
+                }
                 profile.append(profile_item)
 
                 for web in raw_node.get("contactInfo", "").get("websites", ""):
-                    webs.append({'url': web.get("url", "")})
+                    webs.append({"url": web.get("url", "")})
 
                 # Fullcontact : TODO : Find examples
                 # if (raw_node.get("contactInfo", "").get('chats', '') != ""):
 
             company = []
             for org in raw_node.get("organizations", ""):
-                company_item = {'name': org.get("name", ""),
-                                'title': org.get("title", ""),
-                                'start': org.get("startDate", ""),
-                                'end': org.get("endDate", "")}
+                company_item = {
+                    "name": org.get("name", ""),
+                    "title": org.get("title", ""),
+                    "start": org.get("startDate", ""),
+                    "end": org.get("endDate", ""),
+                }
                 company.append(company_item)
-                if (org.get("startDate", "") != ""):
-                    timeline.append({'action': 'Start : ' + org
-                                     .get("name", ""),
-                                     'date': org.get("startDate", "")
-                                     .replace("-", "/"),
-                                     # 'icon': 'fa-building',
-                                     'desc': org.get("title", "")})
-                if (org.get("endDate", "") != ""):
-                    timeline.append({'action': 'End : ' + org.get("name", ""),
-                                     'date': org.get("endDate", "")
-                                     .replace("-", "/"),
-                                     # 'icon': 'fa-ban',
-                                     'desc': org.get("title", "")})
-
-            if (company != []):
-                profile_item = {'organization': company}
+                if org.get("startDate", "") != "":
+                    timeline.append(
+                        {
+                            "action": "Start : " + org.get("name", ""),
+                            "date": org.get("startDate", "").replace("-", "/"),
+                            # 'icon': 'fa-building',
+                            "desc": org.get("title", ""),
+                        }
+                    )
+                if org.get("endDate", "") != "":
+                    timeline.append(
+                        {
+                            "action": "End : " + org.get("name", ""),
+                            "date": org.get("endDate", "").replace("-", "/"),
+                            # 'icon': 'fa-ban',
+                            "desc": org.get("title", ""),
+                        }
+                    )
+
+            if company:
+                profile_item = {"organization": company}
                 profile.append(profile_item)
 
-            if (raw_node.get("digitalFootprint", "") != ""):
-                for topics in raw_node.get("digitalFootprint").get(
-                                           "topics", ""):
-                    footprint.append({'label': topics.get("value")})
+            if raw_node.get("digitalFootprint", "") != "":
+                for topics in raw_node.get("digitalFootprint").get("topics", ""):
+                    footprint.append({"label": topics.get("value")})
 
             for social in raw_node.get("socialProfiles", ""):
-                if ((social.get("username", "") != "") and
-                   (social.get("id", "") != "")):
-                    subtitle = social.get("username", "") + \
-                        " - " + social.get("id", "")
-                elif (social.get("username", "") != ""):
+                if (social.get("username", "") != "") and (social.get("id", "") != ""):
+                    subtitle = social.get("username", "") + " - " + social.get("id", "")
+                elif social.get("username", "") != "":
                     subtitle = social.get("username", "")
-                elif (social.get("id", "") != ""):
+                elif social.get("id", "") != "":
                     subtitle = social.get("id", "")
                 else:
                     subtitle = "Not identified"
 
-                fa_icon = search_icon_5(social.get("typeId", ""), font_list)
-                if (fa_icon is None):
-                    fa_icon = search_icon_5("question", font_list)
-
-                social_item = {"name-node": social.get("typeName", ""),
-                               "title": social.get("typeName", ""),
-                               "subtitle": subtitle,
-                               "icon": fa_icon,
-                               "link": link_social}
+                fa_icon = search_icon_5(social.get("typeId", ""))
+                if fa_icon is None:
+                    fa_icon = search_icon_5("question")
+
+                social_item = {
+                    "name-node": social.get("typeName", ""),
+                    "title": social.get("typeName", ""),
+                    "subtitle": subtitle,
+                    "icon": fa_icon,
+                    "link": link_social,
+                }
                 socialp.append(social_item)
                 social_profile_item = {
-                                       "name": social.get("type"),
-                                       "icon": fa_icon,
-                                       "source": "Fullcontact",
-                                       "username": social.get("username"),
-                                       "url": social.get("url")}
+                    "name": social.get("type"),
+                    "icon": fa_icon,
+                    "source": "Fullcontact",
+                    "username": social.get("username"),
+                    "url": social.get("url"),
+                }
                 social_profile.append(social_profile_item)
 
-                if (social.get("bio", "") != ""):
+                if social.get("bio", "") != "":
                     bios.append(social.get("bio", ""))
 
                 # Fullcontact : TODO : Send all to tasks array with email as
                 # param
                 # Prepare other tasks
-                if (social.get("typeId", "") == "github"):
-                    tasks.append({"module": "github",
-                                 "param": social.get("username", "")})
-                if (social.get("typeId", "") == "keybase"):
-                    tasks.append({"module": "keybase",
-                                 "param": social.get("username", "")})
-                if (social.get("typeId", "") == "twitter"):
-                    tasks.append({"module": "twitter",
-                                 "param": social.get("username", "")})
-                if (social.get("typeId", "") == "linkedin"):
-                    tasks.append({"module": "linkedin",
-                                 "param": social.get("username", "")})
-                if (social.get("typeId", "") == "instagram"):
+                if social.get("typeId", "") == "github":
+                    tasks.append(
+                        {"module": "github", "param": social.get("username", "")}
+                    )
+                if social.get("typeId", "") == "keybase":
+                    tasks.append(
+                        {"module": "keybase", "param": social.get("username", "")}
+                    )
+                if social.get("typeId", "") == "twitter":
+                    tasks.append(
+                        {"module": "twitter", "param": social.get("username", "")}
+                    )
+                if social.get("typeId", "") == "linkedin":
+                    tasks.append(
+                        {"module": "linkedin", "param": social.get("username", "")}
+                    )
+                if social.get("typeId", "") == "instagram":
                     inst_user = username
-                    if (social.get("username", "") != ""):
+                    if social.get("username", "") != "":
                         inst_user = social.get("username", "")
-                    elif (social.get("url", "") != ""):
+                    elif social.get("url", "") != "":
                         inst_user = social.get("url", "").split("/")[-1]
-                    tasks.append({"module": "instagram",
-                                 "param": inst_user})
-
-            if (raw_node.get("demographics", "") != ""):
-                if (raw_node.get("demographics", "").get(
-                                 "locationDeduced", "") != ""):
-                    if (raw_node.get("demographics", "").get(
-                        "locationDeduced", "").get(
-                            "deducedLocation", "") != ""):
-                        profile_item = {'location': raw_node.get(
-                            "demographics", "").get(
-                                "locationDeduced", "").get(
-                                    "deducedLocation", "")}
+                    tasks.append({"module": "instagram", "param": inst_user})
+
+            if raw_node.get("demographics", "") != "":
+                if raw_node.get("demographics", "").get("locationDeduced", "") != "":
+                    if (
+                        raw_node.get("demographics", "")
+                        .get("locationDeduced", "")
+                        .get("deducedLocation", "")
+                        != ""
+                    ):
+                        profile_item = {
+                            "location": raw_node.get("demographics", "")
+                            .get("locationDeduced", "")
+                            .get("deducedLocation", "")
+                        }
                         profile.append(profile_item)
-                elif (raw_node.get("demographics", "").get(
-                      "locationGeneral", "") != ""):
-                    profile_item = {'location': raw_node.get(
-                        "demographics", "").get("locationGeneral", "")}
+                elif raw_node.get("demographics", "").get("locationGeneral", "") != "":
+                    profile_item = {
+                        "location": raw_node.get("demographics", "").get(
+                            "locationGeneral", ""
+                        )
+                    }
                     profile.append(profile_item)
 
-                if (raw_node.get("demographics", "").get("gender", "") != ""):
-                    profile_item = {'gender': raw_node.get(
-                        "demographics", "").get("gender", "")}
+                if raw_node.get("demographics", "").get("gender", "") != "":
+                    profile_item = {
+                        "gender": raw_node.get("demographics", "").get("gender", "")
+                    }
                     profile.append(profile_item)
 
             for photos in raw_node.get("photos", ""):
-                photo_item = {"name-node": photos.get("typeName", ""),
-                              "title": photos.get("typeName", ""),
-                              "subtitle": "",
-                              "picture": photos.get("url", ""),
-                              "link": link_photo}
+                photo_item = {
+                    "name-node": photos.get("typeName", ""),
+                    "title": photos.get("typeName", ""),
+                    "subtitle": "",
+                    "picture": photos.get("url", ""),
+                    "link": link_photo,
+                }
                 photo.append(photo_item)
                 photo_profile.append(photo_item)
-            if (photo_profile != []):
-                profile_item = {'photos': photo_profile}
+            if photo_profile:
+                profile_item = {"photos": photo_profile}
                 profile.append(profile_item)
 
-        total.append({'raw': raw_node})
-        graphic.append({'social': socialp})
-        if (bios != []):
-            graphic.append({'bios': bios})
-        if (len(photo) > 1):
-            graphic.append({'photo': photo})
-        if (webs != []):
-            graphic.append({'webs': webs})
-        if (footprint != []):
-            graphic.append({'footprint': footprint})
-        if (social_profile != []):
-            profile.append({'social': social_profile})
-        total.append({'graphic': graphic})
-        if (profile != []):
-            total.append({'profile': profile})
-        if (timeline != []):
-            total.append({'timeline': timeline})
-        if (tasks != []):
-            total.append({'tasks': tasks})
-
-    elif (raw_node.get("status", "") == ""):
+        total.append({"raw": raw_node})
+        graphic.append({"social": socialp})
+        if bios:
+            graphic.append({"bios": bios})
+        if len(photo) > 1:
+            graphic.append({"photo": photo})
+        if webs:
+            graphic.append({"webs": webs})
+        if footprint:
+            graphic.append({"footprint": footprint})
+        if social_profile:
+            profile.append({"social": social_profile})
+        total.append({"graphic": graphic})
+        if profile:
+            total.append({"profile": profile})
+        if timeline:
+            total.append({"timeline": timeline})
+        if tasks:
+            total.append({"tasks": tasks})
+
+    elif raw_node.get("status", "") == "":
         link_social = "Social"
-        social_item = {"name-node": "Social", "title": "Social",
-                       "subtitle": "", "icon": search_icon_5(
-                           "child", font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social",
+            "title": "Social",
+            "subtitle": "",
+            "icon": search_icon_5("child"),
+            "link": link_social,
+        }
         socialp.append(social_item)
         link_photo = "Photos"
-        photo_item = {"name-node": "Photos", "title": "Photos",
-                      "subtitle": "", "icon": search_icon_5(
-                           "camera-retro", font_list),
-                      "link": link_photo}
+        photo_item = {
+            "name-node": "Photos",
+            "title": "Photos",
+            "subtitle": "",
+            "icon": search_icon_5("camera-retro"),
+            "link": link_photo,
+        }
         photo.append(photo_item)
 
-        if (raw_node.get("details", "") != ""):
-            if (raw_node.get("details", "").get("name", "") != ""):
-                profile_item = {'name': raw_node.get("details", "")
-                                .get("name", "").get("full", "")}
+        if raw_node.get("details", "") != "":
+            if raw_node.get("details", "").get("name", "") != "":
+                profile_item = {
+                    "name": raw_node.get("details", "").get("name", "").get("full", "")
+                }
                 profile.append(profile_item)
-                profile_item = {'firstName': raw_node.get("details", "")
-                                .get("name", "").get("given", "")}
+                profile_item = {
+                    "firstName": raw_node.get("details", "")
+                    .get("name", "")
+                    .get("given", "")
+                }
                 profile.append(profile_item)
-                profile_item = {'lastName': raw_node.get("details", "")
-                                .get("name", "").get("family", "")}
+                profile_item = {
+                    "lastName": raw_node.get("details", "")
+                    .get("name", "")
+                    .get("family", "")
+                }
                 profile.append(profile_item)
 
                 for web in raw_node.get("details", "").get("urls", ""):
-                    webs.append({'url': web.get("value", "")})
+                    webs.append({"url": web.get("value", "")})
 
             company = []
             for org in raw_node.get("details", "").get("employment", ""):
-                company_item = {'name': org.get("name", ""),
-                                'title': org.get("title", "")}
+                company_item = {
+                    "name": org.get("name", ""),
+                    "title": org.get("title", ""),
+                }
                 company.append(company_item)
 
-            if (company != []):
-                profile_item = {'organization': company}
+            if company:
+                profile_item = {"organization": company}
                 profile.append(profile_item)
 
             print(" ")
             for social in raw_node.get("details", "").get("profiles", ""):
                 rrss = raw_node.get("details", "").get("profiles", "")[social]
                 username = rrss.get("url", "").split("/")[-1]
-                fa_icon = search_icon_5(rrss.get("service", ""), font_list)
-                if (fa_icon is None):
-                    fa_icon = search_icon_5("question", font_list)
-                social_item = {"name-node": rrss.get("service", ""),
-                               "title": rrss.get("service", ""),
-                               "subtitle": username,
-                               "icon": fa_icon,
-                               "link": link_social}
+                fa_icon = search_icon_5(rrss.get("service", ""))
+                if fa_icon is None:
+                    fa_icon = search_icon_5("question")
+                social_item = {
+                    "name-node": rrss.get("service", ""),
+                    "title": rrss.get("service", ""),
+                    "subtitle": username,
+                    "icon": fa_icon,
+                    "link": link_social,
+                }
                 socialp.append(social_item)
                 social_profile_item = {
-                                       "name": rrss.get("service"),
-                                       "username": username,
-                                       "url": rrss.get("url")}
+                    "name": rrss.get("service"),
+                    "username": username,
+                    "url": rrss.get("url"),
+                }
                 social_profile.append(social_profile_item)
                 print(username)
 
-                if (rrss.get("bio", "") != ""):
+                if rrss.get("bio", "") != "":
                     bios.append(rrss.get("bio", ""))
 
                 # Prepare other tasks
-                if (rrss.get("service", "") == "twitter"):
-                    tasks.append({"module": "twitter",
-                                 "param": username})
+                if rrss.get("service", "") == "twitter":
+                    tasks.append({"module": "twitter", "param": username})
                 # if (rrss.get("service", "") == "linkedin"):
                 #     tasks.append({"module": "linkedin",
                 #                  "param": username})
 
             for location in raw_node.get("details", "").get("locations", ""):
-                if (location.get("city", "") != ""):
-                    profile_item = {'location': location.get("city", "")}
+                if location.get("city", "") != "":
+                    profile_item = {"location": location.get("city", "")}
                     profile.append(profile_item)
-                if (location.get("region", "") != ""):
-                    profile_item = {'location': location.get("region", "")}
+                if location.get("region", "") != "":
+                    profile_item = {"location": location.get("region", "")}
                     profile.append(profile_item)
-                if (location.get("country", "") != ""):
-                    profile_item = {'location': location.get("country", "")}
+                if location.get("country", "") != "":
+                    profile_item = {"location": location.get("country", "")}
                     profile.append(profile_item)
-                if (location.get("formatted", "") != ""):
-                    profile_item = {'location': location.get("formatted", "")}
+                if location.get("formatted", "") != "":
+                    profile_item = {"location": location.get("formatted", "")}
                     profile.append(profile_item)
 
             for photos in raw_node.get("photos", ""):
-                photo_item = {"name-node": photos.get("label", ""),
-                              "title": photos.get("label", ""),
-                              "subtitle": "",
-                              "picture": photos.get("value", ""),
-                              "link": link_photo}
+                photo_item = {
+                    "name-node": photos.get("label", ""),
+                    "title": photos.get("label", ""),
+                    "subtitle": "",
+                    "picture": photos.get("value", ""),
+                    "link": link_photo,
+                }
                 photo.append(photo_item)
                 photo_profile.append(photo_item)
-            if (photo_profile != []):
-                profile_item = {'photos': photo_profile}
+            if photo_profile:
+                profile_item = {"photos": photo_profile}
                 profile.append(profile_item)
 
-        total.append({'raw': raw_node})
-        graphic.append({'social': socialp})
-        if (bios != []):
-            graphic.append({'bios': bios})
-        if (len(photo) > 1):
-            graphic.append({'photo': photo})
+        total.append({"raw": raw_node})
+        graphic.append({"social": socialp})
+        if bios:
+            graphic.append({"bios": bios})
+        if len(photo) > 1:
+            graphic.append({"photo": photo})
         # if (webs != []):
         #     graphic.append({'webs': webs})
-        if (footprint != []):
-            graphic.append({'footprint': footprint})
-        if (social_profile != []):
-            profile.append({'social': social_profile})
-        total.append({'graphic': graphic})
-        if (profile != []):
-            total.append({'profile': profile})
-        if (timeline != []):
-            total.append({'timeline': timeline})
-        if (tasks != []):
-            total.append({'tasks': tasks})
+        if footprint:
+            graphic.append({"footprint": footprint})
+        if social_profile:
+            profile.append({"social": social_profile})
+        total.append({"graphic": graphic})
+        if profile:
+            total.append({"profile": profile})
+        if timeline:
+            total.append({"timeline": timeline})
+        if tasks:
+            total.append({"tasks": tasks})
 
     else:
-        total.append({'raw': raw_node})
+        total.append({"raw": raw_node})
         link_social = "Social"
-        social_item = {"name-node": "Social", "title": "Social",
-                       "subtitle": "", "icon": search_icon_5(
-                           "child", font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social",
+            "title": "Social",
+            "subtitle": "",
+            "icon": search_icon_5("child"),
+            "link": link_social,
+        }
         socialp = []
         graphic = []
         socialp.append(social_item)
-        graphic.append({'social': socialp})
-        total.append({'graphic': graphic})
+        graphic.append({"social": socialp})
+        total.append({"graphic": graphic})
+
+    return total
+
+
+@celery.task
+def t_fullcontact(email):
+    total = []
+    tic = time.perf_counter()
+    try:
+        total = p_fullcontact(email)
+    except Exception as e:
+        # Check internal error
+        if str(e).startswith("iKy - "):
+            reason = str(e)[len("iKy - ") :]
+            status = "Warning"
+        else:
+            reason = str(e)
+            status = "Fail"
+
+        traceback.print_exc()
+        traceback_text = traceback.format_exc()
+        total.append({"module": "fullcontact"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
+
+        raw_node = []
+        raw_node.append(
+            {
+                "status": status,
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
+        total.append({"raw": raw_node})
+
+    # Take final time
+    toc = time.perf_counter()
+    # Show process time
+    logger.info(f"Fullcontact - Response in {toc - tic:0.4f} seconds")
 
     return total
 
diff --git a/backend/modules/ghostproject/ghostproject_tasks.py b/backend/modules/ghostproject/ghostproject_tasks.py
index ff2e6640..b71d36d0 100644
--- a/backend/modules/ghostproject/ghostproject_tasks.py
+++ b/backend/modules/ghostproject/ghostproject_tasks.py
@@ -1,76 +1,74 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import sys
 import json
+import sys
+
+import cloudscraper
 import requests
-import cfscrape
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 @celery.task
 def t_ghostproject(username):
-    import pdb; pdb.set_trace()
-    """ Task of Celery that gets info from GhostProject """
+    """Task of Celery that gets info from GhostProject"""
 
     GHOSTPROJECT_URL = "https://ghostproject.fr"
 
-    cookies = dict(requests.get(GHOSTPROJECT_URL).cookies)
+    cookies = dict(requests.get(GHOSTPROJECT_URL, timeout=30).cookies)
     # req = requests.post(GHOSTPROJECT_URL + "/search.php",
     #                     data={'param': username},
     #                     cookies=cookies)
 
-    scraper = cfscrape.create_scraper()
-    req = scraper.post(GHOSTPROJECT_URL + "/x000x1337.php",
-                        data={'param': username},
-                        cookies=cookies)
+    scraper = cloudscraper.create_scraper()
+    req = scraper.post(
+        GHOSTPROJECT_URL + "/x000x1337.php", data={"param": username}, cookies=cookies
+    )
 
     print(req.content)
     total = []
-    total.append({'module': 'ghostproject'})
-    total.append({'param': username})
-    total.append({'validation': 'hard'})
-    total.append({'leaks': parse_response(req)})
+    total.append({"module": "ghostproject"})
+    total.append({"param": username})
+    total.append({"validation": "hard"})
+    total.append({"leaks": parse_response(req)})
 
     return total
 
 
 def parse_response(request):
     try:
-        sanitized_array = filter(leak_filter, request.json().split('\n'))
+        sanitized_array = filter(leak_filter, request.json().split("\n"))
     except ValueError:
         sanitized_array = []
 
     leaks = []
     for r in sanitized_array:
-        splitted = r.split(':')
-        if(len(splitted) == 2):
-            leaks.append({'email': splitted[0], 'password': splitted[1]})
+        splitted = r.split(":")
+        if len(splitted) == 2:
+            leaks.append({"email": splitted[0], "password": splitted[1]})
 
     return leaks
 
 
 def leak_filter(x):
-    return (x != '' and
-            "<b>Search Time: " not in x and
-            "Error: No results found" not in x)
+    return (
+        x != "" and "<b>Search Time: " not in x and "Error: No results found" not in x
+    )
 
 
 def output(data):
diff --git a/backend/modules/github/github_tasks.py b/backend/modules/github/github_tasks.py
index f5ea7bbd..acad6308 100644
--- a/backend/modules/github/github_tasks.py
+++ b/backend/modules/github/github_tasks.py
@@ -1,62 +1,63 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
+import re
+import sys
 import time
-from time import strftime
+import traceback
+from datetime import datetime
+from pathlib import Path
+from urllib.parse import quote
+
 import requests
-import re
 from bs4 import BeautifulSoup
-from datetime import datetime
-import traceback
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
+    from factories.iKy_functions import analize_rrss, location_geo
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
+    from factories.iKy_functions import analize_rrss, location_geo
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def findReposFromUsername(username):
+    safe_user = quote(username, safe="")
     response = requests.get(
-        'https://api.github.com/users/%s/repos?per_page=100&sort=pushed' % 
-        username).text
-    repos = re.findall(r'"full_name":"%s\/(.*?)",.*?"fork":(.*?),' % username, 
-                       response)
+        f"https://api.github.com/users/{safe_user}/repos?per_page=100&sort=pushed",
+        timeout=30,
+    ).text
+    repos = re.findall(rf'"full_name":"{username}\/(.*?)",.*?"fork":(.*?),', response)
     nonForkedRepos = []
     for repo in repos:
-        if repo[1] == 'false':
+        if repo[1] == "false":
             nonForkedRepos.append(repo[0])
     return nonForkedRepos
 
 
 def findEmailFromContributor(username, repo, contributor):
-    response = requests.get('https://github.com/%s/%s/commits?author=%s' 
-                            % (username, repo, contributor)).text
-    latestCommit = re.search(r'href="/%s/%s/commit/(.*?)"' % (username, repo), 
-                             response)
-    if latestCommit:
-        latestCommit = latestCommit.group(1)
-    else:
-        latestCommit = 'dummy'
-    commitDetails = requests.get('https://github.com/%s/%s/commit/%s.patch' % 
-                                 (username, repo, latestCommit)).text
-    email = re.search(r'<(.*)>', commitDetails)
+    response = requests.get(
+        f"https://github.com/{username}/{repo}/commits?author={contributor}",
+        timeout=30,
+    ).text
+    latestCommit = re.search(rf'href="/{username}/{repo}/commit/(.*?)"', response)
+    latestCommit = latestCommit.group(1) if latestCommit else "dummy"
+    commitDetails = requests.get(
+        f"https://github.com/{username}/{repo}/commit/{latestCommit}.patch",
+        timeout=30,
+    ).text
+    email = re.search(r"<(.*)>", commitDetails)
     if email:
         email = email.group(1)
     return email
@@ -72,33 +73,28 @@ def findEmailFromUsername(username):
 
 
 def p_github(email, from_m="Initial"):
-    """ Task of Celery that get info from github """
+    """Task of Celery that get info from github"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-github.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-github.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    if ("@" in email):
-        username = email.split("@")[0]
-    else:
-        username = email
+    username = email.split("@")[0] if "@" in email else email
 
-    req = requests.get("https://api.github.com/users/%s" % username)
+    safe_user = quote(username, safe="")
+    req = requests.get(f"https://api.github.com/users/{safe_user}", timeout=30)
     print(req.json())
 
-    if (req.json().get("message", "") == 'Not Found'):
+    if req.json().get("message", "") == "Not Found":
         raise Exception("iKy - User not found")
 
     # if (req.json().get("type", "") == 'Organization'):
@@ -110,16 +106,18 @@ def p_github(email, from_m="Initial"):
 
     # print(actual_year_from)
 
-    svg_req = f"https://github.com/{username}?tab=overview&amp;" + \
-              f"from={actual_year_from}&amp;" + \
-              f"to={actual_year_to}"
+    svg_req = (
+        f"https://github.com/{username}?tab=overview&amp;"
+        + f"from={actual_year_from}&amp;"
+        + f"to={actual_year_to}"
+    )
     # svg_req = "https://github.com/KennBro?tab=overview&amp;from=2023-11-01&amp;to=2023-11-18"
     # print(svg_req)
 
-    svg_actual_r = requests.get(svg_req)
+    svg_actual_r = requests.get(svg_req, timeout=30)
 
     html_doc = BeautifulSoup(svg_actual_r.content, "html.parser")
-    svg_actual_div = html_doc.find('div', class_='graph-before-activity-overview')
+    svg_actual_div = html_doc.find("div", class_="graph-before-activity-overview")
     # print(f"Type : {type(svg_actual_r)}")
 
     for tag in svg_actual_div.find_all():
@@ -128,40 +126,42 @@ def p_github(email, from_m="Initial"):
     # print(svg_actual_div)
 
     # Change size
-    svg_actual = svg_actual_div.text.replace('width: 11px', 'width: 13px; height: 13px;')
+    svg_actual = svg_actual_div.text.replace(
+        "width: 11px", "width: 13px; height: 13px;"
+    )
 
     # Raw Array
     raw_node = json.loads(req.text)
 
     # Get login
     try:
-        login = raw_node['login']
+        login = raw_node["login"]
     except Exception:
-        raise Exception("User not found")
+        raise Exception("User not found") from None
 
     # Get email
-    if ('email' in raw_node) and (raw_node['email'] is not None):
-        email_github = raw_node['email']
+    if ("email" in raw_node) and (raw_node["email"] is not None):
+        email_github = raw_node["email"]
     else:
         email_github = findEmailFromUsername(login)
 
     # Get twitter account
-    if ('twitter_username' in raw_node) and (raw_node['twitter_username'] is not None):
-        twitter_username = raw_node['twitter_username']
+    if ("twitter_username" in raw_node) and (raw_node["twitter_username"] is not None):
+        twitter_username = raw_node["twitter_username"]
     else:
         twitter_username = False
 
     # Total
     total = []
-    total.append({'module': 'github'})
-    total.append({'param': username})
+    total.append({"module": "github"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
-    if ('message' not in raw_node) or (raw_node['message'] != 'Not Found'):
+    if ("message" not in raw_node) or (raw_node["message"] != "Not Found"):
         # Graphic Array
         graphic = []
 
@@ -179,161 +179,223 @@ def p_github(email, from_m="Initial"):
         tasks = []
 
         link = "Github"
-        gather_item = {"name-node": "Github", "title": "Github",
-                       "subtitle": "", "icon": "fab fa-github", "link": link}
+        gather_item = {
+            "name-node": "Github",
+            "title": "Github",
+            "subtitle": "",
+            "icon": "fab fa-github",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        if (email_github):
-            gather_item = {"name-node": "Gitemail", "title": "Git Email",
-                           "subtitle": email_github, "icon": "fas fa-at",
-                           "link": link}
-            profile_item = {'email': email_github}
+        if email_github:
+            gather_item = {
+                "name-node": "Gitemail",
+                "title": "Git Email",
+                "subtitle": email_github,
+                "icon": "fas fa-at",
+                "link": link,
+            }
+            profile_item = {"email": email_github}
             profile.append(profile_item)
             gather.append(gather_item)
-        if ('name' in raw_node):
-            gather_item = {"name-node": "Gitname", "title": "Git Name",
-                           "subtitle": raw_node['name'], "icon": "fas fa-user",
-                           "link": link}
-            profile_item = {'name': raw_node['name']}
+        if "name" in raw_node:
+            gather_item = {
+                "name-node": "Gitname",
+                "title": "Git Name",
+                "subtitle": raw_node["name"],
+                "icon": "fas fa-user",
+                "link": link,
+            }
+            profile_item = {"name": raw_node["name"]}
             profile.append(profile_item)
             gather.append(gather_item)
-        if (email_github):
-            gather_item = {"name-node": "GitEmail", "title": "Email",
-                           "subtitle": email_github,
-                           "icon": "fas fa-envelope",
-                           "link": link}
+        if email_github:
+            gather_item = {
+                "name-node": "GitEmail",
+                "title": "Email",
+                "subtitle": email_github,
+                "icon": "fas fa-envelope",
+                "link": link,
+            }
             gather.append(gather_item)
-            profile_item = {'email': raw_node['email']}
+            profile_item = {"email": raw_node["email"]}
             profile.append(profile_item)
-        if (twitter_username):
-            gather_item = {"name-node": "GitTwitter", "title": "Twitter",
-                           "subtitle": twitter_username,
-                           "icon": "fab fa-twitter",
-                           "link": link}
+        if twitter_username:
+            gather_item = {
+                "name-node": "GitTwitter",
+                "title": "Twitter",
+                "subtitle": twitter_username,
+                "icon": "fab fa-twitter",
+                "link": link,
+            }
             gather.append(gather_item)
-            tasks.append({"module": "twitter",
-                            "param": twitter_username})
-        if ('company' in raw_node) and (raw_node['company'] is not None):
-            gather_item = {"name-node": "GitCompany", "title": "Company",
-                           "subtitle": raw_node['company'],
-                           "icon": "fas fa-building",
-                           "link": link}
+            tasks.append({"module": "twitter", "param": twitter_username})
+        if ("company" in raw_node) and (raw_node["company"] is not None):
+            gather_item = {
+                "name-node": "GitCompany",
+                "title": "Company",
+                "subtitle": raw_node["company"],
+                "icon": "fas fa-building",
+                "link": link,
+            }
             gather.append(gather_item)
-            profile_item = {'organization': raw_node['company']}
+            profile_item = {"organization": raw_node["company"]}
             profile.append(profile_item)
-        if (('blog' in raw_node) and (raw_node['blog'] is not None) and
-           (raw_node['blog'] != "")):
-            gather_item = {"name-node": "GitBlog", "title": "Blog",
-                           "subtitle": raw_node['blog'],
-                           "icon": "fas fa-rss-square",
-                           "link": link}
+        if (
+            ("blog" in raw_node)
+            and (raw_node["blog"] is not None)
+            and (raw_node["blog"] != "")
+        ):
+            gather_item = {
+                "name-node": "GitBlog",
+                "title": "Blog",
+                "subtitle": raw_node["blog"],
+                "icon": "fas fa-rss-square",
+                "link": link,
+            }
             gather.append(gather_item)
-        if ('bio' in raw_node) and (raw_node['bio'] is not None):
-            gather_item = {"name-node": "GitBio", "title": "Bio",
-                           "subtitle": raw_node['bio'],
-                           "icon": "fas fa-heart",
-                           "link": link}
+        if ("bio" in raw_node) and (raw_node["bio"] is not None):
+            gather_item = {
+                "name-node": "GitBio",
+                "title": "Bio",
+                "subtitle": raw_node["bio"],
+                "icon": "fas fa-heart",
+                "link": link,
+            }
             gather.append(gather_item)
-            analyze = analize_rrss(raw_node['bio'])
+            analyze = analize_rrss(raw_node["bio"])
             for item in analyze:
-                if(item == 'url'):
-                    for i in analyze['url']:
+                if item == "url":
+                    for i in analyze["url"]:
                         profile.append(i)
-                if(item == 'tasks'):
-                    for i in analyze['tasks']:
+                if item == "tasks":
+                    for i in analyze["tasks"]:
                         tasks.append(i)
 
-        if ('public_repos' in raw_node):
-            gather_item = {"name-node": "GitRepos", "title": "Repos",
-                           "subtitle": raw_node['public_repos'],
-                           "icon": "fas fa-folder-open", "link": link}
+        if "public_repos" in raw_node:
+            gather_item = {
+                "name-node": "GitRepos",
+                "title": "Repos",
+                "subtitle": raw_node["public_repos"],
+                "icon": "fas fa-folder-open",
+                "link": link,
+            }
             gather.append(gather_item)
-        if ('public_gists' in raw_node):
-            gather_item = {"name-node": "GitGists", "title": "Gists",
-                           "subtitle": raw_node['public_gists'],
-                           "icon": "fas fa-code", "link": link}
+        if "public_gists" in raw_node:
+            gather_item = {
+                "name-node": "GitGists",
+                "title": "Gists",
+                "subtitle": raw_node["public_gists"],
+                "icon": "fas fa-code",
+                "link": link,
+            }
             gather.append(gather_item)
-        if ('followers' in raw_node):
-            gather_item = {"name-node": "GitFollowers", "title": "Followers",
-                           "subtitle": raw_node['followers'],
-                           "icon": "fas fa-users", "link": link}
+        if "followers" in raw_node:
+            gather_item = {
+                "name-node": "GitFollowers",
+                "title": "Followers",
+                "subtitle": raw_node["followers"],
+                "icon": "fas fa-users",
+                "link": link,
+            }
             gather.append(gather_item)
-        if ('following' in raw_node):
-            gather_item = {"name-node": "GitFollowing", "title": "Following",
-                           "subtitle": raw_node['following'],
-                           "icon": "fas fa-users", "link": link}
+        if "following" in raw_node:
+            gather_item = {
+                "name-node": "GitFollowing",
+                "title": "Following",
+                "subtitle": raw_node["following"],
+                "icon": "fas fa-users",
+                "link": link,
+            }
             gather.append(gather_item)
-        if ('id' in raw_node):
-            gather_item = {"name-node": "GitId", "title": "Id",
-                           "subtitle": raw_node['id'], "icon": "fas fa-info",
-                           "link": link}
+        if "id" in raw_node:
+            gather_item = {
+                "name-node": "GitId",
+                "title": "Id",
+                "subtitle": raw_node["id"],
+                "icon": "fas fa-info",
+                "link": link,
+            }
             gather.append(gather_item)
-        if ('avatar_url' in raw_node):
-            gather_item = {"name-node": "GitAvatar", "title": "Avatar",
-                           "picture": raw_node['avatar_url'], "subtitle": "",
-                           "link": link}
+        if "avatar_url" in raw_node:
+            gather_item = {
+                "name-node": "GitAvatar",
+                "title": "Avatar",
+                "picture": raw_node["avatar_url"],
+                "subtitle": "",
+                "link": link,
+            }
             gather.append(gather_item)
-            profile_item = {'photos': [{"picture": raw_node['avatar_url'],
-                                        "title": "Github"}]}
+            profile_item = {
+                "photos": [{"picture": raw_node["avatar_url"], "title": "Github"}]
+            }
             profile.append(profile_item)
-        if ('location' in raw_node) and (raw_node['location'] is not None):
-            profile_item = {'location': raw_node['location']}
+        if ("location" in raw_node) and (raw_node["location"] is not None):
+            profile_item = {"location": raw_node["location"]}
             profile.append(profile_item)
-            loc = location_geo(raw_node['location'])
+            loc = location_geo(raw_node["location"])
             print(f"LOC: {raw_node['location']} - {loc}")
-            if (loc):
-                loc_item = {'Caption': 'Github',
-                                'Accessability': '',
-                                'Latitude': loc['Latitude'],
-                                'Longitude': loc['Longitude'],
-                                'Name': loc['Caption'],
-                                'Time': ''
-                                }
-                profile.append({'geo': loc_item})
-        if ('created_at' in raw_node) and (raw_node['created_at'] is not None):
-            ctime = datetime.strptime(raw_node['created_at'],
-                                      "%Y-%m-%dT%H:%M:%SZ")
-            timeline_item = {'date': ctime.strftime("%Y/%m/%d %H:%M:%S"),
-                             'action': 'Github : Create Account',
-                             'icon': 'fab fa-github'}
+            if loc:
+                loc_item = {
+                    "Caption": "Github",
+                    "Accessibility": "",
+                    "Latitude": loc["Latitude"],
+                    "Longitude": loc["Longitude"],
+                    "Name": loc["Caption"],
+                    "Time": "",
+                }
+                profile.append({"geo": loc_item})
+        if ("created_at" in raw_node) and (raw_node["created_at"] is not None):
+            ctime = datetime.strptime(raw_node["created_at"], "%Y-%m-%dT%H:%M:%SZ")
+            timeline_item = {
+                "date": ctime.strftime("%Y/%m/%d %H:%M:%S"),
+                "action": "Github : Create Account",
+                "icon": "fab fa-github",
+            }
             timeline.append(timeline_item)
-        if ('updated_at' in raw_node) and (raw_node['updated_at'] is not None):
-            mtime = datetime.strptime(raw_node['updated_at'],
-                                      "%Y-%m-%dT%H:%M:%SZ")
-            timeline_item = {'date': mtime.strftime("%Y/%m/%d %H:%M:%S"),
-                             'action': 'Github : Update Account',
-                             'icon': 'fab fa-github'}
+        if ("updated_at" in raw_node) and (raw_node["updated_at"] is not None):
+            mtime = datetime.strptime(raw_node["updated_at"], "%Y-%m-%dT%H:%M:%SZ")
+            timeline_item = {
+                "date": mtime.strftime("%Y/%m/%d %H:%M:%S"),
+                "action": "Github : Update Account",
+                "icon": "fab fa-github",
+            }
             timeline.append(timeline_item)
 
-        if ('followers' in raw_node and 'following' in raw_node):
-            presence.append({"name": "github",
-                             "children": [
-                                 {"name": "followers", 
-                                  "value": int(raw_node['followers'])},
-                                 {"name": "following", 
-                                  "value": int(raw_node['following'])},
-                             ]})
-            profile.append({'presence': presence})
-        
+        if "followers" in raw_node and "following" in raw_node:
+            presence.append(
+                {
+                    "name": "github",
+                    "children": [
+                        {"name": "followers", "value": int(raw_node["followers"])},
+                        {"name": "following", "value": int(raw_node["following"])},
+                    ],
+                }
+            )
+            profile.append({"presence": presence})
+
         social = []
-        social_item = {"name": "Github",
-                    "url": "https://www.github.com/" + username,
-                    "icon": "fab fa-github",
-                    "source": "Github",
-                    "username": username}
+        social_item = {
+            "name": "Github",
+            "url": "https://www.github.com/" + username,
+            "icon": "fab fa-github",
+            "source": "Github",
+            "username": username,
+        }
         social.append(social_item)
         profile.append({"social": social})
 
         # Please, respect the order of items in the total array
         # Because the frontend depend of that (By now)
-        total.append({'raw': raw_node})
-        graphic.append({'github': gather})
-        graphic.append({'cal_actual': svg_actual})
-        graphic.append({'cal_previous': ''})
-        total.append({'graphic': graphic})
-        total.append({'profile': profile})
-        total.append({'timeline': timeline})
-        total.append({'tasks': tasks})
+        total.append({"raw": raw_node})
+        graphic.append({"github": gather})
+        graphic.append({"cal_actual": svg_actual})
+        graphic.append({"cal_previous": ""})
+        total.append({"graphic": graphic})
+        total.append({"profile": profile})
+        total.append({"timeline": timeline})
+        total.append({"tasks": tasks})
 
     return total
 
@@ -347,7 +409,7 @@ def t_github(email, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -355,15 +417,19 @@ def t_github(email, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'github'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "github"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/gitlab/gitlab_tasks.py b/backend/modules/gitlab/gitlab_tasks.py
index 6020b65d..9cce4bd6 100644
--- a/backend/modules/gitlab/gitlab_tasks.py
+++ b/backend/modules/gitlab/gitlab_tasks.py
@@ -1,27 +1,27 @@
 #!/usr/bin/env python
-# -*- coding: utf-8 -*-
 
 # import time
+import json
 import sys
+from urllib.parse import quote
+
 import requests
-import json
 from bs4 import BeautifulSoup
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
@@ -29,31 +29,42 @@
 @celery.task
 def t_gitlab(username):
     gitlabdetails = []
-    url = "https://gitlab.com/" + username
-    if (requests.head(url, verify=False).status_code == 200):
-        response = requests.get(url)
+    url = "https://gitlab.com/" + quote(username, safe="")
+    if requests.head(url, timeout=30).status_code == 200:
+        response = requests.get(url, timeout=30)
         soup = BeautifulSoup(response.content, "lxml")
         handle = soup.find("span", {"class": "middle-dot-divider"})
         if handle:
             name = soup.find("div", {"class": "cover-title"})
             gitlabdetails.append("Name: " + name.text.strip())
             handle = soup.find("span", {"class": "middle-dot-divider"})
-            mydivs = soup.findAll("div", {"class":
-                                  "profile-link-holder middle-dot-divider"})
+            mydivs = soup.findAll(
+                "div", {"class": "profile-link-holder middle-dot-divider"}
+            )
             for div in mydivs:
-                q = div.find('a', href=True)
+                q = div.find("a", href=True)
                 if q:
-                    gitlabdetails.append(q['href'].strip())
+                    gitlabdetails.append(q["href"].strip())
                 elif div.find("i", {"class": "fa fa-map-marker"}):
                     gitlabdetails.append("Location:" + div.text.strip())
                 elif div.find("i", {"class": "fa fa-briefcase"}):
                     gitlabdetails.append("Organisation: " + div.text.strip())
 
-    return gitlabdetails
+    total = []
+    total.append({"module": "gitlab"})
+    total.append({"param": username})
+    total.append({"validation": "no"})
+    total.append({"raw": gitlabdetails})
+    total.append({"graphic": []})
+    total.append({"profile": []})
+    total.append({"timeline": []})
+    total.append({"tasks": []})
+
+    return total
 
 
 def output(data):
-    print(json.dumps(data, indent=4, separators=(',', ': ')))
+    print(json.dumps(data, indent=4, separators=(",", ": ")))
 
 
 if __name__ == "__main__":
diff --git a/backend/modules/holehe/holehe_tasks.py b/backend/modules/holehe/holehe_tasks.py
index d58f9737..59a387e9 100644
--- a/backend/modules/holehe/holehe_tasks.py
+++ b/backend/modules/holehe/holehe_tasks.py
@@ -1,50 +1,47 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
-import traceback
 import json
+import sys
 import time
+import traceback
+from pathlib import Path
 
-import trio
-import httpx
 import holehe.core
+import httpx
+import trio
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 async def p_holehe(email, from_m):
-
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-holehe.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-holehe.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     # holehe.core.is_mail(email)
@@ -56,20 +53,16 @@ async def p_holehe(email, from_m):
     out = []
     async with trio.open_nursery() as nursery:
         for website in websites:
-            nursery.start_soon(holehe.core.launch_module, website, email, 
-                               client, out)
+            nursery.start_soon(holehe.core.launch_module, website, email, client, out)
             # nursery.start_soon(website, email, client, out)
-    raw_node = sorted(out, key=lambda i: i['name'])  # We sort by modules names
+    raw_node = sorted(out, key=lambda i: i["name"])  # We sort by modules names
     await client.aclose()
 
     # Total
     total = []
-    total.append({'module': 'holehe'})
-    total.append({'param': email})
-    total.append({'validation': 'hard'})
-
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
+    total.append({"module": "holehe"})
+    total.append({"param": email})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -88,43 +81,53 @@ async def p_holehe(email, from_m):
     social = []
 
     link = "Holehe"
-    gather_item = {"name-node": "Holehe", "title": "Holehe",
-                   "subtitle": email, "icon": "fas fa-at",
-                   "link": link}
+    gather_item = {
+        "name-node": "Holehe",
+        "title": "Holehe",
+        "subtitle": email,
+        "icon": "fas fa-at",
+        "link": link,
+    }
     gather.append(gather_item)
 
     for rrss in raw_node:
-        lists_item = {"title": rrss['name'],
-                      "exists": rrss['exists'],
-                      "rateLimit": rrss['rateLimit'],
-                      "emailrecovery": rrss['emailrecovery'],
-                      "phoneNumber": rrss['phoneNumber'],
-                      "others": rrss['others']}
+        lists_item = {
+            "title": rrss["name"],
+            "exists": rrss["exists"],
+            "rateLimit": rrss["rateLimit"],
+            "emailrecovery": rrss["emailrecovery"],
+            "phoneNumber": rrss["phoneNumber"],
+            "others": rrss["others"],
+        }
         lists.append(lists_item)
-        if (rrss['exists'] == True):
-            fa_icon = search_icon_5(rrss['name'], font_list)
-            if (fa_icon is None):
-                fa_icon = search_icon_5("dot-circle", font_list)
-
-            gather_item = {"name-node": rrss['name'],
-                           "title": rrss['name'],
-                           "icon": fa_icon,
-                           "link": link}
+        if rrss["exists"] is True:
+            fa_icon = search_icon_5(rrss["name"])
+            if fa_icon is None:
+                fa_icon = search_icon_5("dot-circle")
+
+            gather_item = {
+                "name-node": rrss["name"],
+                "title": rrss["name"],
+                "icon": fa_icon,
+                "link": link,
+            }
             gather.append(gather_item)
-            social_item = {"name": rrss['name'],
-                           "url": "Not Determined",
-                           "icon": fa_icon,
-                           "source": "holehe",
-                           "username": email}
+            social_item = {
+                "name": rrss["name"],
+                "url": "Not Determined",
+                "icon": fa_icon,
+                "source": "holehe",
+                "username": email,
+            }
             social.append(social_item)
     profile.append({"social": social})
 
-    total.append({'raw': raw_node})
-    graphic.append({'holehe': gather})
-    graphic.append({'lists': lists})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw_node})
+    graphic.append({"holehe": gather})
+    graphic.append({"lists": lists})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -138,7 +141,7 @@ def t_holehe(email, from_m="initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -146,15 +149,19 @@ def t_holehe(email, from_m="initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'holehe'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "holehe"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/instagram/instagram_tasks.py b/backend/modules/instagram/instagram_tasks.py
index e0933657..b42424c4 100644
--- a/backend/modules/instagram/instagram_tasks.py
+++ b/backend/modules/instagram/instagram_tasks.py
@@ -1,35 +1,32 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import time
 import random
-import requests
-import re
-import instaloader
-from datetime import datetime
-from collections import Counter
+import sys
+import time
 import traceback
+from collections import Counter
+from pathlib import Path
+
+import instaloader
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 
@@ -37,46 +34,46 @@
 
 
 def p_instaloader(username, num=5, from_m="Initial"):
-    """ Task of Celery that get info from instagram"""
+    """Task of Celery that get info from instagram"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-instagram.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-instagram.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    instagram_user = api_keys_search('instagram_user')
-    instagram_pass = api_keys_search('instagram_pass')
+    instagram_user = api_keys_search("instagram_user")
+    instagram_pass = api_keys_search("instagram_pass")
     raw_node = []
 
     L = instaloader.Instaloader()
     L.context.fatal_status_codes = {400, 401, 403, 404, 429, 500, 502, 503}
+    # Sanitize username for safe use in session file path (prevent traversal)
+    safe_user = instagram_user.replace("/", "_").replace("\\", "_").replace("..", "_")
+    session_file = f"./.session-{safe_user}"
     try:
-        L.load_session_from_file(instagram_user, './.session-' + instagram_user)
+        L.load_session_from_file(instagram_user, session_file)
         logger.info("Using stored session")
     except Exception as e:
         logger.error(e)
 
-        if (instagram_user and instagram_pass):
+        if instagram_user and instagram_pass:
             try:
                 L.login(instagram_user, instagram_pass)
-                L.save_session_to_file('./.session-' + instagram_user)
+                L.save_session_to_file(session_file)
             except instaloader.exceptions.BadCredentialsException:
-                raise Exception("iKy - Invalid credentials")
+                raise Exception("iKy - Invalid credentials") from None
             except instaloader.exceptions.LoginException as e:
-                raise Exception(e)
+                raise Exception(e) from e
         else:
-            raise Exception("iKy - Credentials not provided")
+            raise Exception("iKy - Credentials not provided") from e
 
     logged_as = L.test_login()
     logger.info(f"Logged as: {logged_as}")
@@ -85,20 +82,20 @@ def p_instaloader(username, num=5, from_m="Initial"):
     try:
         profili = instaloader.Profile.from_username(L.context, username)
     except instaloader.exceptions.ProfileNotExistsException:
-        raise Exception("iKy - Profile not found")
+        raise Exception("iKy - Profile not found") from None
     logger.info("End Getting profile information")
 
     # Total
     total = []
-    total.append({'module': 'instagram'})
-    total.append({'param': username})
+    total.append({"module": "instagram"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
-    if (raw_node == []):
+    if not raw_node:
         # Graphic Array
         graphic = []
         photos = []
@@ -117,116 +114,163 @@ def p_instaloader(username, num=5, from_m="Initial"):
         tasks = []
 
         link = "Instagram"
-        gather_item = {"name-node": "Instagram", "title": "Instagram",
-                       "subtitle": "", "icon": "fab fa-instagram",
-                       "link": link}
+        gather_item = {
+            "name-node": "Instagram",
+            "title": "Instagram",
+            "subtitle": "",
+            "icon": "fab fa-instagram",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "Instname", "title": "Name",
-                       "subtitle": profili.full_name,
-                       "icon": "fas fa-user",
-                       "link": link}
-        profile_item = {'name': profili.full_name}
+        gather_item = {
+            "name-node": "Instname",
+            "title": "Name",
+            "subtitle": profili.full_name,
+            "icon": "fas fa-user",
+            "link": link,
+        }
+        profile_item = {"name": profili.full_name}
         profile.append(profile_item)
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstPosts", "title": "Posts",
-                       "subtitle": profili.mediacount,
-                       "icon": "fas fa-photo-video", "link": link}
+        gather_item = {
+            "name-node": "InstPosts",
+            "title": "Posts",
+            "subtitle": profili.mediacount,
+            "icon": "fas fa-photo-video",
+            "link": link,
+        }
         gather.append(gather_item)
 
         try:
-            gather_item = {"name-node": "InstPosts", "title": "IGTV",
-                           "subtitle": profili.igtvcount,
-                           "icon": "fas fa-tv", "link": link}
+            gather_item = {
+                "name-node": "InstPosts",
+                "title": "IGTV",
+                "subtitle": profili.igtvcount,
+                "icon": "fas fa-tv",
+                "link": link,
+            }
             gather.append(gather_item)
         except Exception:
             pass
 
-        gather_item = {"name-node": "InstFollowers", "title": "Followers",
-                       "subtitle": profili.followers,
-                       "icon": "fas fa-users", "link": link}
+        gather_item = {
+            "name-node": "InstFollowers",
+            "title": "Followers",
+            "subtitle": profili.followers,
+            "icon": "fas fa-users",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstFollowing", "title": "Following",
-                       "subtitle": profili.followees,
-                       "icon": "fas fa-users", "link": link}
+        gather_item = {
+            "name-node": "InstFollowing",
+            "title": "Following",
+            "subtitle": profili.followees,
+            "icon": "fas fa-users",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstAvatar", "title": "Avatar",
-                       "picture": profili.profile_pic_url,
-                       "subtitle": "",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstAvatar",
+            "title": "Avatar",
+            "picture": profili.profile_pic_url,
+            "subtitle": "",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'photos': [{"picture": profili.profile_pic_url,
-                                    "title": "Instagram"}]}
+        profile_item = {
+            "photos": [{"picture": profili.profile_pic_url, "title": "Instagram"}]
+        }
         profile.append(profile_item)
 
-        gather_item = {"name-node": "InstBio", "title": "Bio",
-                       "subtitle": profili.biography,
-                       "icon": "fas fa-heart",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstBio",
+            "title": "Bio",
+            "subtitle": profili.biography,
+            "icon": "fas fa-heart",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'bio': profili.biography}
+        profile_item = {"bio": profili.biography}
         profile.append(profile_item)
         if profili.biography:
             analyze = analize_rrss(profili.biography)
             for item in analyze:
-                if(item == 'url'):
-                    for i in analyze['url']:
+                if item == "url":
+                    for i in analyze["url"]:
                         profile.append(i)
-                if(item == 'tasks'):
-                    for i in analyze['tasks']:
+                if item == "tasks":
+                    for i in analyze["tasks"]:
                         tasks.append(i)
 
-        gather_item = {"name-node": "InstURL", "title": "URL",
-                       "subtitle": profili.external_url,
-                       "icon": "fas fa-code",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstURL",
+            "title": "URL",
+            "subtitle": profili.external_url,
+            "icon": "fas fa-code",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstPrivate", "title": "Private Account",
-                       "subtitle": profili.is_private,
-                       "icon": "fas fa-user-shield",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstPrivate",
+            "title": "Private Account",
+            "subtitle": profili.is_private,
+            "icon": "fas fa-user-shield",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstUsername", "title": "Username",
-                       "subtitle": profili.username,
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstUsername",
+            "title": "Username",
+            "subtitle": profili.username,
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstUserID", "title": "UserID",
-                       "subtitle": profili.userid,
-                       "icon": "fas fa-user-circle",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstUserID",
+            "title": "UserID",
+            "subtitle": profili.userid,
+            "icon": "fas fa-user-circle",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstBuss", "title": "Bussiness Account",
-                       "subtitle": profili.is_business_account,
-                       "icon": "fas fa-building",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstBuss",
+            "title": "Bussiness Account",
+            "subtitle": profili.is_business_account,
+            "icon": "fas fa-building",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "InstVerified",
-                       "title": "Verified Account",
-                       "subtitle": profili.is_verified,
-                       "icon": "fas fa-certificate",
-                       "link": link}
+        gather_item = {
+            "name-node": "InstVerified",
+            "title": "Verified Account",
+            "subtitle": profili.is_verified,
+            "icon": "fas fa-certificate",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name": "Instagram",
-                       "url": "https://instagram.com/" + username,
-                       "icon": "fab fa-instagram",
-                       "source": "Instagram",
-                       "username": username}
+        gather_item = {
+            "name": "Instagram",
+            "url": "https://instagram.com/" + username,
+            "icon": "fab fa-instagram",
+            "source": "Instagram",
+            "username": username,
+        }
         profile.append({"social": [gather_item]})
 
         # Geo and Bar
         postloc = []
-        postloc_item = []
-        stop = 0
         acc_captions = []
         captions = []
         mentions = []
@@ -247,18 +291,24 @@ def p_instaloader(username, num=5, from_m="Initial"):
         # Mention_temp
 
         link = "Instagram"
-        photos_item = {"name-node": "Instagram", "title": "Instagram",
-                       "subtitle": "", "icon": "fab fa-instagram",
-                       "link": link}
+        photos_item = {
+            "name-node": "Instagram",
+            "title": "Instagram",
+            "subtitle": "",
+            "icon": "fab fa-instagram",
+            "link": link,
+        }
         photos.append(photos_item)
 
         logger.info("Begin - Getting post information")
-        for post in profili.get_posts():
+        for stop, post in enumerate(profili.get_posts()):
             # TODO: Last POST is the first iter
-            if (stop == 0):  # INFO: Last post
-                timeline_item = {"date": str(post.date_utc),
-                                 "action": "Instagram : Last Post",
-                                 "icon": "fa-instagram"}
+            if stop == 0:  # INFO: Last post
+                timeline_item = {
+                    "date": str(post.date_utc),
+                    "action": "Instagram : Last Post",
+                    "icon": "fa-instagram",
+                }
                 timeline.append(timeline_item)
 
             print(f"POST: {stop}-{num}")
@@ -275,7 +325,7 @@ def p_instaloader(username, num=5, from_m="Initial"):
                 tagged_temp.append(u)
             # Captions
             captions.append(post.caption)
-            if (post.accessibility_caption):
+            if post.accessibility_caption:
                 acc_captions.append(post.accessibility_caption)
 
             # post_date = datetime.strptime(post.date, "%Y-%m-%d %H:%M:%S")
@@ -283,37 +333,22 @@ def p_instaloader(username, num=5, from_m="Initial"):
             # INFO: For hours you must work with date_utc
             hour_temp.append(post.date_utc.strftime("%H"))
 
-            if (post.typename == 'GraphImage'):
-                photos_item = {"name-node": "Inst" + str(stop),
-                               "title": "Image" + str(stop),
-                               "picture": post.url,
-                               "subtitle": "",
-                               "link": link}
+            if post.typename == "GraphImage":
+                photos_item = {
+                    "name-node": "Inst" + str(stop),
+                    "title": "Image" + str(stop),
+                    "picture": post.url,
+                    "subtitle": "",
+                    "link": link,
+                }
                 photos.append(photos_item)
                 graphImage += 1
-            elif (post.typename == 'GraphVideo'):
+            elif post.typename == "GraphVideo":
                 graphVideo += 1
-            elif (post.typename == 'GraphSidecar'):
+            elif post.typename == "GraphSidecar":
                 graphSidecar += 1
 
-            # FIX: Eliminate location because ERROR!!! 
-            # try:
-            #     if (post.location):
-            #         postloc_item = {'Caption': post.location.name,
-            #                         'Accessability': post.pcaption,
-            #                         'Latitude': post.location.lat,
-            #                         'Longitude': post.location.lng,
-            #                         'Name': post.location.name,
-            #                         'Time': post.date.strftime(
-            #                             "%Y-%m-%d %H:%M:%S")
-            #                         }
-            #         postloc.append(postloc_item)
-            #         profile.append({'geo': postloc_item})
-            # except Exception:
-            #     pass
-            
-            stop += 1
-            if (stop == num):
+            if stop == num - 1:
                 break
 
             time.sleep(random.uniform(0.5, 2.0))
@@ -337,495 +372,62 @@ def p_instaloader(username, num=5, from_m="Initial"):
 
         # hourset
         hourset = []
-        hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23'.split()
+        hournames = "00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23".split()
 
         twCounter = Counter(hour_temp)
         tgdata = twCounter.most_common()
         tgdata = sorted(tgdata)
         e = 0
         for g in hournames:
-            if (e >= len(tgdata)):
+            if (e >= len(tgdata)) or (g < tgdata[e][0]):
                 hourset.append({"name": g, "value": 0})
-            elif (g < tgdata[e][0]):
-                hourset.append({"name": g, "value": 0})
-            elif (g == tgdata[e][0]):
+            elif g == tgdata[e][0]:
                 hourset.append({"name": g, "value": int(tgdata[e][1])})
                 e += 1
 
-        # weekset
+        # weekset — use Counter lookup to preserve proper Mon-Sun order
         weekset = []
-        weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
+        weekdays = "Monday Tuesday Wednesday Thursday Friday Saturday Sunday".split()
         wdCounter = Counter(week_temp)
-        wddata = wdCounter.most_common()
-        wddata = sorted(wddata)
-        y = []
-        c = 0
-        for z in weekdays:
-            try:
-                weekset.append({"name": z, "value": int(wddata[c][1])})
-            except Exception:
-                weekset.append({"name": z, "value": 0})
-            c += 1
-        wddata = y
-
-        # children = []
-        # children.append({"name": "Likes", "total":
-        #                 str(profili.likes)})
-        # children.append({"name": "Comments", "total":
-        #                 str(profili.comments)})
-        # children.append({"name": "Media", "total":
-        #                 str(profili.mediacount)})
-        # children.append({"name": "IGTV", "total":
-        #                 str(profili.igtvcount)})
-        # resume = {"name": "instagram", "children": children}
+        for day in weekdays:
+            weekset.append({"name": day, "value": wdCounter.get(day, 0)})
 
         mediatype = []
-        mediatype.append({"name": "Images",
-                          "value": str(graphImage)})
-        mediatype.append({"name": "Sidecar",
-                          "value": str(graphSidecar)})
-        mediatype.append({"name": "Videos",
-                          "value": str(graphVideo)})
-
-        presence.append({"name": "instagram",
-                         "children": [
-                             {"name": "followers", 
-                              "value": int(profili.followers)},
-                             {"name": "following", 
-                              "value": int(profili.followees)},
-                         ]})
-        profile.append({'presence': presence})
-
-        raw_node = {'captions': captions, 'acc_captions': acc_captions}
-        total.append({'raw': raw_node})
-        graphic.append({'instagram': gather})
-        graphic.append({'postslist': lk_cm})
-        graphic.append({'postsloc': postloc})
-        graphic.append({'hashtags': hashtags})
-        graphic.append({'mentions': mentions})
-        graphic.append({'tagged': tagged})
-        graphic.append({'hour': hourset})
-        graphic.append({'week': weekset})
-        graphic.append({'mediatype': mediatype})
-        # graphic.append({'resume': resume})
-        graphic.append({'photos': photos})
-        total.append({'graphic': graphic})
-        total.append({'profile': profile})
-        total.append({'timeline': timeline})
-        total.append({'tasks': tasks})
+        mediatype.append({"name": "Images", "value": str(graphImage)})
+        mediatype.append({"name": "Sidecar", "value": str(graphSidecar)})
+        mediatype.append({"name": "Videos", "value": str(graphVideo)})
+
+        presence.append(
+            {
+                "name": "instagram",
+                "children": [
+                    {"name": "followers", "value": int(profili.followers)},
+                    {"name": "following", "value": int(profili.followees)},
+                ],
+            }
+        )
+        profile.append({"presence": presence})
+
+        raw_node = {"captions": captions, "acc_captions": acc_captions}
+        total.append({"raw": raw_node})
+        graphic.append({"instagram": gather})
+        graphic.append({"postslist": lk_cm})
+        graphic.append({"postsloc": postloc})
+        graphic.append({"hashtags": hashtags})
+        graphic.append({"mentions": mentions})
+        graphic.append({"tagged": tagged})
+        graphic.append({"hour": hourset})
+        graphic.append({"week": weekset})
+        graphic.append({"mediatype": mediatype})
+        graphic.append({"photos": photos})
+        total.append({"graphic": graphic})
+        total.append({"profile": profile})
+        total.append({"timeline": timeline})
+        total.append({"tasks": tasks})
 
     return total
 
 
-# def obtain_ids(user):
-#     response = requests.get('https://www.instagram.com/' + user)
-#     appid = re.search('appId":"(\d*)', response.text)[1]
-#     serverid = re.search('server_revision":(\d*)', response.text)[1]
-
-#     return appid, serverid
-
-
-# def p_instagram(app, server, username, num=30, from_m="Initial"):
-#     """ Task of Celery that get info from instagram"""
-
-#     # instagram_user = api_keys_search('instagram_user')
-#     # instagram_pass = api_keys_search('instagram_pass')
-#     raw_node = []
-
-#     # L = instaloader.Instaloader()
-
-#     # if (instagram_user and instagram_pass):
-#     #     try:
-#     #         L.login(instagram_user, instagram_pass)
-#     #     except instaloader.exceptions.BadCredentialsException:
-#     #         raw_node = {'status': 'Bad Credentials'}
-#     #         return raw_node
-#     #     except instaloader.exceptions.ConnectionException:
-#     #         raw_node = {'status': 'Try later'}
-#     #         return raw_node
-
-#     headers = {
-#         'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:104.0) 20100101 Firefox/103.0',
-#         'Accept': '*/*',
-#         'Accept-Language': 'en,en-US;q=0.3',
-#         'X-Instagram-AJAX': server,
-#         'X-IG-App-ID': app,
-#         'X-ASBD-ID': '198337',
-#         'X-IG-WWW-Claim': '0',
-#         'Origin': 'https://www.instagram.com',
-#         'DNT': '1',
-#         'Alt-Used': 'i.instagram.com',
-#         'Connection': 'keep-alive',
-#         'Referer': 'https://www.instagram.com/',
-#         'Sec-Fetch-Dest': 'empty',
-#         'Sec-Fetch-Mode': 'cors',
-#         'Sec-Fetch-Site': 'same-site',
-#         'Sec-GPC': '1',
-#     }
-
-#     params = {
-#         'username': username,
-#     }
-
-#     response = requests.get('https://i.instagram.com/api/v1/users/web_profile_info/', params=params, headers=headers)
-
-#     # Total
-#     total = []
-#     total.append({'module': 'instagram'})
-#     total.append({'param': username})
-#     # Evaluates the module that executed the task and set validation
-#     if (from_m == 'Initial'):
-#         total.append({'validation': 'no'})
-#     else:
-#         total.append({'validation': 'soft'})
-
-#     raw_node = response.json()
-#     profili = raw_node['data']['user']
-
-#     if (raw_node != []):
-#         # Graphic Array
-#         graphic = []
-#         photos = []
-
-#         # Profile Array
-#         presence = []
-#         profile = []
-
-#         # Timeline Array
-#         timeline = []
-
-#         # Gather Array
-#         gather = []
-
-#         # Tasks Array
-#         tasks = []
-
-#         mentions_temp = []
-#         hashtags_temp = []
-#         graphImage = graphVideo = graphSidecar = graphPost = 0
-
-#         link = "Instagram"
-#         gather_item = {"name-node": "Instagram", "title": "Instagram",
-#                        "subtitle": "", "icon": "fab fa-instagram",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "Instname", "title": "Name",
-#                        "subtitle": profili['full_name'],
-#                        "icon": "fas fa-user",
-#                        "link": link}
-#         profile_item = {'name': profili['full_name']}
-#         profile.append(profile_item)
-#         gather.append(gather_item)
-
-#         graphVideo = profili['edge_felix_video_timeline']['count']
-#         graphPost = profili['edge_owner_to_timeline_media']['count']
-
-#         gather_item = {"name-node": "InstPosts", "title": "Posts",
-#                        "subtitle": graphPost,
-#                        "icon": "fas fa-photo-video", "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstPosts", "title": "IGTV",
-#                        "subtitle": graphVideo,
-#                        "icon": "fas fa-tv", "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstFollowers", "title": "Followers",
-#                        "subtitle": profili['edge_followed_by']['count'],
-#                        "icon": "fas fa-users", "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstFollowing", "title": "Following",
-#                        "subtitle": profili['edge_follow']['count'],
-#                        "icon": "fas fa-users", "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstAvatar", "title": "Avatar",
-#                        "picture": profili['profile_pic_url'],
-#                        "subtitle": "",
-#                        "link": link}
-#         gather.append(gather_item)
-#         profile_item = {'photos': [{"picture": profili['profile_pic_url'],
-#                                     "title": "Instagram"}]}
-#         profile.append(profile_item)
-
-#         gather_item = {"name-node": "InstBio", "title": "Bio",
-#                        "subtitle": profili['biography'],
-#                        "icon": "fas fa-heart",
-#                        "link": link}
-#         gather.append(gather_item)
-#         profile_item = {'bio': profili['biography']}
-#         profile.append(profile_item)
-#         if profili['biography']:
-#             analyze = analize_rrss(profili['biography'])
-#             for item in analyze:
-#                 if(item == 'url'):
-#                     for i in analyze['url']:
-#                         profile.append(i)
-#                 if(item == 'hashtags'):
-#                     for i in analyze['hashtags']:
-#                         hashtags_temp.append(i)
-#                 if(item == 'mentions'):
-#                     for i in analyze['mentions']:
-#                         mentions_temp.append(i)
-#                 if(item == 'tasks'):
-#                     for i in analyze['tasks']:
-#                         tasks.append(i)
-
-#         gather_item = {"name-node": "InstURL", "title": "URL",
-#                        "subtitle": profili['external_url'],
-#                        "icon": "fas fa-code",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstPrivate", "title": "Private Account",
-#                        "subtitle": profili['is_private'],
-#                        "icon": "fas fa-user-shield",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstUsername", "title": "Username",
-#                        "subtitle": username,
-#                        "icon": "fas fa-user",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstUserID", "title": "UserID",
-#                        "subtitle": profili['id'],
-#                        "icon": "fas fa-user-circle",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstBuss", "title": "Bussiness Account",
-#                        "subtitle": profili['is_business_account'],
-#                        "icon": "fas fa-building",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name-node": "InstVerified",
-#                        "title": "Verified Account",
-#                        "subtitle": profili['is_verified'],
-#                        "icon": "fas fa-certificate",
-#                        "link": link}
-#         gather.append(gather_item)
-
-#         gather_item = {"name": "Instagram",
-#                        "url": "https://instagram.com/" + username,
-#                        "icon": "fab fa-instagram",
-#                        "source": "Instagram",
-#                        "username": username}
-#         profile.append({"social": [gather_item]})
-
-#         # Geo and Bar
-#         postloc = []
-#         postloc_item = []
-#         stop = 0
-#         captions = []
-#         mentions = []
-#         hashtags = []
-#         tagged = []
-#         tagged_temp = []
-#         tagged = []
-#         lk_cm = []
-#         s_lk = []
-#         s_cm = []
-#         week_temp = []
-#         hour_temp = []
-#         post_det = []
-
-#         link = "Instagram"
-#         photos_item = {"name-node": "Instagram", "title": "Instagram",
-#                        "subtitle": "", "icon": "fab fa-instagram",
-#                        "link": link}
-#         photos.append(photos_item)
-
-#         for post_item in profili['edge_owner_to_timeline_media']['edges']:
-#             post = post_item['node']
-#             s_lk.append({"name": str(stop), "value": str(post['edge_liked_by']['count'])})
-#             s_cm.append({"name": str(stop), "value": str(post['edge_media_to_comment']['count'])})
-
-#             # Captions
-#             caption_text = ''
-#             # print(f"Post: {post['__typename']}")
-#             for c in post['edge_media_to_caption']['edges']:
-#                 captions.append(c['node']['text'])
-#                 analyze = analize_rrss(c['node']['text'])
-#                 caption_text = c['node']['text']
-#                 # print(f"Caption: {caption_text}")
-#                 # print(f"Hashtags: {analyze['hashtags']}")
-#                 # print(f"Mentions: {analyze['mentions']}")
-#                 for item in analyze:
-#                     if(item == 'url'):
-#                         for i in analyze['url']:
-#                             profile.append(i)
-#                     # Hashtags
-#                     if(item == 'hashtags'):
-#                         for i in analyze['hashtags']:
-#                             hashtags_temp.append(i)
-#                     # Mentions
-#                     if(item == 'mentions'):
-#                         for i in analyze['mentions']:
-#                             mentions_temp.append(i)
-#                     if(item == 'tasks'):
-#                         for i in analyze['tasks']:
-#                             tasks.append(i)
-#             # Tagged users
-#             for u in post['edge_media_to_tagged_user']['edges']:
-#                 tagged_temp.append(u['node']['user']['username'])
-
-#             # Date
-#             # date = post['taken_at_timestamp']
-#             # post_date = datetime.strptime(post.date, "%Y-%m-%d %H:%M:%S")
-#             date = datetime.fromtimestamp(post['taken_at_timestamp'])
-#             # date = datetime.fromtimestamp(post['taken_at_timestamp'] / 1e3)
-#             week_temp.append(date.strftime("%A"))
-#             hour_temp.append(date.strftime("%H"))
-
-#             # if (post.typename == 'GraphImage'):
-#             #     photos_item = {"name-node": "Inst" + str(stop),
-#             #                    "title": "Image" + str(stop),
-#             #                    "picture": post.url,
-#             #                    "subtitle": "",
-#             #                    "link": link}
-#             #     photos.append(photos_item)
-#             #     graphImage += 1
-#             # elif (post.typename == 'GraphVideo'):
-#             #     graphVideo += 1
-#             # elif (post.typename == 'GraphSidecar'):
-#             #     graphSidecar += 1
-
-#             post_item = {
-#                 "name-node": "Inst" + str(stop),
-#                 "title": post['__typename'],
-#                 "subtitle": caption_text,
-#                 "picture": post['thumbnail_src'],
-#                 "picture-orig": post['thumbnail_src'],
-#                 "likes": str(post['edge_liked_by']['count']),
-#                 "comments": str(post['edge_media_to_comment']['count']),
-#                 "date": date.strftime("%Y-%m-%d %H:%M:%S")
-#                 }
-#             post_det.append(post_item)
-
-#             try:
-#                 if (post['location']):
-#                     loc = location_geo(post['location']['name'])
-#                     postloc_item = {'Caption': caption_text,
-#                                     'Accessability': '',
-#                                     'Latitude': loc['Latitude'],
-#                                     'Longitude': loc['Longitude'],
-#                                     'Name': loc['Caption'],
-#                                     'Time': date.strftime("%Y-%m-%d %H:%M:%S")
-#                                     }
-#                     postloc.append(postloc_item)
-#                     profile.append({'geo': postloc_item})
-#             except Exception:
-#                 pass
-
-#             stop += 1
-#             if (stop == num):
-#                 break
-
-#         # Likes, comments (continue)
-#         lk_cm.append({"name": "Likes", "series": s_lk})
-#         lk_cm.append({"name": "Comments", "series": s_cm})
-
-#         # Hashtags (continue)
-#         hashtag_counter = Counter(hashtags_temp)
-#         for k, v in hashtag_counter.items():
-#             hashtags.append({"label": k, "value": v})
-#         # Mentions (continue)
-#         mention_counter = Counter(mentions_temp)
-#         for k, v in mention_counter.items():
-#             mentions.append({"label": k, "value": v})
-#         # Tagged (continue)
-#         tagged_counter = Counter(tagged_temp)
-#         for k, v in tagged_counter.items():
-#             tagged.append({"label": k, "value": v})
-
-#         # hourset
-#         hourset = []
-#         hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23'.split()
-
-#         twCounter = Counter(hour_temp)
-#         tgdata = twCounter.most_common()
-#         tgdata = sorted(tgdata)
-#         e = 0
-#         for g in hournames:
-#             if (e >= len(tgdata)):
-#                 hourset.append({"name": g, "value": 0})
-#             elif (g < tgdata[e][0]):
-#                 hourset.append({"name": g, "value": 0})
-#             elif (g == tgdata[e][0]):
-#                 hourset.append({"name": g, "value": int(tgdata[e][1])})
-#                 e += 1
-
-#         # weekset
-#         weekset = []
-#         weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
-#         wdCounter = Counter(week_temp)
-#         wddata = wdCounter.most_common()
-#         wddata = sorted(wddata)
-#         y = []
-#         c = 0
-#         for z in weekdays:
-#             try:
-#                 weekset.append({"name": z, "value": int(wddata[c][1])})
-#             except Exception:
-#                 weekset.append({"name": z, "value": 0})
-#             c += 1
-#         wddata = y
-
-#         # children = []
-#         # children.append({"name": "Likes", "total":
-#         #                 str(profili.likes)})
-#         # children.append({"name": "Comments", "total":
-#         #                 str(profili.comments)})
-#         # children.append({"name": "Media", "total":
-#         #                 str(profili.mediacount)})
-#         # children.append({"name": "IGTV", "total":
-#         #                 str(profili.igtvcount)})
-#         # resume = {"name": "instagram", "children": children}
-
-#         mediatype = []
-#         mediatype.append({"name": "Posts",
-#                           "value": str(graphPost)})
-#         # mediatype.append({"name": "Sidecar",
-#         #                   "value": str(graphSidecar)})
-#         mediatype.append({"name": "Videos",
-#                           "value": str(graphVideo)})
-
-#         presence.append({"name": "instagram",
-#                          "children": [
-#                              {"name": "followers", 
-#                               "value": int(profili['edge_followed_by']['count'])},
-#                              {"name": "following", 
-#                               "value": int(profili['edge_follow']['count'])},
-#                          ]})
-#         profile.append({'presence': presence})
-
-#         # raw_node = {'captions': captions}
-#         total.append({'raw': raw_node})
-#         graphic.append({'instagram': gather})
-#         graphic.append({'postslist': lk_cm})
-#         graphic.append({'postsloc': postloc})
-#         graphic.append({'hashtags': hashtags})
-#         graphic.append({'mentions': mentions})
-#         graphic.append({'tagged': tagged})
-#         graphic.append({'hour': hourset})
-#         graphic.append({'week': weekset})
-#         graphic.append({'mediatype': mediatype})
-#         # graphic.append({'resume': resume})
-#         graphic.append({'photos': photos})
-#         graphic.append({'postdet': post_det})
-#         total.append({'graphic': graphic})
-#         total.append({'profile': profile})
-#         total.append({'timeline': timeline})
-#         total.append({'tasks': tasks})
-
-#     return total
-
-
 @celery.task
 def t_instagram(username):
     total = []
@@ -835,7 +437,7 @@ def t_instagram(username):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -843,15 +445,19 @@ def t_instagram(username):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'instagram'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "instagram"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/keybase/keybase_tasks.py b/backend/modules/keybase/keybase_tasks.py
index 6fb6f696..57812a98 100644
--- a/backend/modules/keybase/keybase_tasks.py
+++ b/backend/modules/keybase/keybase_tasks.py
@@ -1,76 +1,70 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
+import re
+import sys
 import time
 import traceback
+from pathlib import Path
+from urllib.parse import quote
+
+import requests
 from requests_html import HTMLSession
-import re
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def p_keybase(username, from_m):
-
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-keybase.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-keybase.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    url = "https://keybase.io/_/api/1.0/user/lookup.json?" + \
-          "usernames=%s" % username
-    req = requests.get(url)
+    safe_user = quote(username, safe="")
+    url = f"https://keybase.io/_/api/1.0/user/lookup.json?usernames={safe_user}"
+    req = requests.get(url, timeout=30)
     raw_node = json.loads(req.text)
 
     # Get Followers and Following throw crawling
-    url_user = 'https://keybase.io/%s' % username
+    url_user = f"https://keybase.io/{safe_user}"
     session = HTMLSession()
-    r_html = session.get(url_user)
-    follow = r_html.html.find('#profile-tracking-section', first=True)
+    r_html = session.get(url_user, timeout=30)
+    follow = r_html.html.find("#profile-tracking-section", first=True)
 
     following = "Undefined"
     following_num = 0
-    try: 
+    try:
         regex = r"Following \(([0-9]*)\)"
         matches = re.finditer(regex, follow.text, re.MULTILINE)
         for match in matches:
-            if (match.group() != ''):
+            if match.group() != "":
                 following = match.group(1)
                 following_num = int(following)
     except Exception:
@@ -82,26 +76,24 @@ def p_keybase(username, from_m):
         regex = r"Followers \(([0-9]*)\)"
         matches = re.finditer(regex, follow.text, re.MULTILINE)
         for match in matches:
-            if (match.group() != ''):
+            if match.group() != "":
                 followers = match.group(1)
                 followers_num = int(followers)
     except Exception:
         pass
 
-    # Icons
-    font_list = fontawesome_cheat_5()
     # Total
     total = []
-    total.append({'module': 'keybase'})
-    total.append({'param': username})
+    total.append({"module": "keybase"})
+    total.append({"param": username})
     # Evaluates the module that executed the task
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
-    if (raw_node['status']['code'] == 0) and (raw_node['them'][0] is not None):
-        raw = raw_node['them'][0]
+    if (raw_node["status"]["code"] == 0) and (raw_node["them"][0] is not None):
+        raw = raw_node["them"][0]
 
         # Graphic Array
         graphic = []
@@ -129,214 +121,268 @@ def p_keybase(username, from_m):
         presence = []
 
         link_graph = "KeybaseGraph"
-        graph_item = {"name-node": "KeybaseGraph", "title": "KeybaseGraphs",
-                       "subtitle": "", "icon": "fab fa-keybase", "link": link_graph}
+        graph_item = {
+            "name-node": "KeybaseGraph",
+            "title": "KeybaseGraphs",
+            "subtitle": "",
+            "icon": "fab fa-keybase",
+            "link": link_graph,
+        }
         graph.append(graph_item)
 
         link_device = "Devices"
-        device_item = {"name-node": "Devices", "title": "Devices",
-                       "subtitle": "", "icon": "fas fa-laptop", "link": link_device}
+        device_item = {
+            "name-node": "Devices",
+            "title": "Devices",
+            "subtitle": "",
+            "icon": "fas fa-laptop",
+            "link": link_device,
+        }
         devices.append(device_item)
 
         link_social = "KeybaseSocial"
-        social_item = {"name-node": "KeybaseSocial", "title": "KeybaseSocial",
-                       "subtitle": "", "icon": "fas fa-child", "link": link_social}
+        social_item = {
+            "name-node": "KeybaseSocial",
+            "title": "KeybaseSocial",
+            "subtitle": "",
+            "icon": "fas fa-child",
+            "link": link_social,
+        }
         social.append(social_item)
 
-        graph_item = {"name-node": "GraphUsername",
-                        "title": "Username",
-                        "subtitle": username,
-                        "icon": "fas fa-user",
-                        "link": link_graph}
+        graph_item = {
+            "name-node": "GraphUsername",
+            "title": "Username",
+            "subtitle": username,
+            "icon": "fas fa-user",
+            "link": link_graph,
+        }
         graph.append(graph_item)
 
-        graph_item = {"name-node": "GraphFollowers",
-                        "title": "Followers",
-                        "subtitle": followers,
-                        "icon": "fas fa-users",
-                        "link": link_graph}
+        graph_item = {
+            "name-node": "GraphFollowers",
+            "title": "Followers",
+            "subtitle": followers,
+            "icon": "fas fa-users",
+            "link": link_graph,
+        }
         graph.append(graph_item)
 
-        graph_item = {"name-node": "GraphFollowing",
-                        "title": "Following",
-                        "subtitle": following,
-                        "icon": "fas fa-users",
-                        "link": link_graph}
+        graph_item = {
+            "name-node": "GraphFollowing",
+            "title": "Following",
+            "subtitle": following,
+            "icon": "fas fa-users",
+            "link": link_graph,
+        }
         graph.append(graph_item)
 
-        if (raw.get("profile", "") != ""):
-            if (raw.get("profile", "").get("full_name", "") != ""):
-                profile_item = {'name': raw.get("profile", "")
-                                .get("full_name", "")}
+        if raw.get("profile", "") != "":
+            if raw.get("profile", "").get("full_name", "") != "":
+                profile_item = {"name": raw.get("profile", "").get("full_name", "")}
                 profile.append(profile_item)
-                graph_item = {"name-node": "GraphName", 
-                                "title": "Name",
-                                "subtitle": raw.get("profile", "").get("full_name", ""),
-                                "icon": "fas fa-user",
-                                "link": link_graph}
+                graph_item = {
+                    "name-node": "GraphName",
+                    "title": "Name",
+                    "subtitle": raw.get("profile", "").get("full_name", ""),
+                    "icon": "fas fa-user",
+                    "link": link_graph,
+                }
                 graph.append(graph_item)
 
-            if (raw.get("profile", "").get("location", "") != None) and (raw.get("profile", "").get("location", "") != ""):
-                profile_item = {'location': raw.get("profile", "")
-                                .get("location", "")}
+            if (raw.get("profile", "").get("location", "") is not None) and (
+                raw.get("profile", "").get("location", "") != ""
+            ):
+                profile_item = {"location": raw.get("profile", "").get("location", "")}
                 profile.append(profile_item)
-                graph_item = {"name-node": "GraphLocation", 
-                                "title": "Location",
-                                "subtitle": raw.get("profile", "").get("location", ""),
-                                "icon": "fas fa-map-marker-alt",
-                                "link": link_graph}
+                graph_item = {
+                    "name-node": "GraphLocation",
+                    "title": "Location",
+                    "subtitle": raw.get("profile", "").get("location", ""),
+                    "icon": "fas fa-map-marker-alt",
+                    "link": link_graph,
+                }
                 graph.append(graph_item)
 
-            if (raw.get("profile", "").get("bio", "") != ""):
-                profile_item = {'bio': raw.get("profile", "").get("bio", "")}
+            if raw.get("profile", "").get("bio", "") != "":
+                profile_item = {"bio": raw.get("profile", "").get("bio", "")}
                 profile.append(profile_item)
-            
+
                 analyze = analize_rrss(raw.get("profile", "").get("bio", ""))
                 for item in analyze:
-                    if(item == 'url'):
-                        for i in analyze['url']:
+                    if item == "url":
+                        for i in analyze["url"]:
                             profile.append(i)
-                    if(item == 'tasks'):
-                        for i in analyze['tasks']:
+                    if item == "tasks":
+                        for i in analyze["tasks"]:
                             tasks.append(i)
 
-        if (raw.get("pictures", "") != ""):
-            if (raw.get("pictures", "").get("primary", "") != ""):
-                if (raw.get("pictures", "").get("primary", "").get(
-                        "url", "") != ""):
-
-                    profile_item = {'photos': [{
-                        "picture": raw.get("pictures", "").get(
-                            "primary", "").get("url", ""),
-                        "title": "Keybase"}]}
-                    profile.append(profile_item)
-
-                    graph_item = {"name-node": "KeyAvatar", "title": "Avatar",
-                                "picture": raw.get("pictures", "").get(
-                                    "primary", "").get("url", ""),
-                                "subtitle": "",
-                                "link": link_graph}
-                    graph.append(graph_item)
-
-        if (raw.get("basics", "") != ""):
-            if (raw.get("basics", "").get("ctime", "") != ""):
-                ctime = time.strftime('%Y/%m/%d %H:%M:%S',
-                                      time.gmtime(raw.get("basics", "")
-                                                  .get("ctime")))
-                timeline_item = {"action": "Keybase: Create Account",
-                                 "date": ctime, "icon": "fas fa-key"}
+        if (
+            raw.get("pictures", "") != ""
+            and raw.get("pictures", "").get("primary", "") != ""
+            and raw.get("pictures", "").get("primary", "").get("url", "") != ""
+        ):
+            profile_item = {
+                "photos": [
+                    {
+                        "picture": raw.get("pictures", "")
+                        .get("primary", "")
+                        .get("url", ""),
+                        "title": "Keybase",
+                    }
+                ]
+            }
+            profile.append(profile_item)
+
+            graph_item = {
+                "name-node": "KeyAvatar",
+                "title": "Avatar",
+                "picture": raw.get("pictures", "").get("primary", "").get("url", ""),
+                "subtitle": "",
+                "link": link_graph,
+            }
+            graph.append(graph_item)
+
+        if raw.get("basics", "") != "":
+            if raw.get("basics", "").get("ctime", "") != "":
+                ctime = time.strftime(
+                    "%Y/%m/%d %H:%M:%S", time.gmtime(raw.get("basics", "").get("ctime"))
+                )
+                timeline_item = {
+                    "action": "Keybase: Create Account",
+                    "date": ctime,
+                    "icon": "fas fa-key",
+                }
                 timeline.append(timeline_item)
 
-                graph_item = {"name-node": "GraphJoin", 
-                                "title": "Join Date",
-                                "subtitle": ctime,
-                                "icon": "fas fa-calendar-check",
-                                "link": link_graph}
+                graph_item = {
+                    "name-node": "GraphJoin",
+                    "title": "Join Date",
+                    "subtitle": ctime,
+                    "icon": "fas fa-calendar-check",
+                    "link": link_graph,
+                }
                 graph.append(graph_item)
 
-            if (raw.get("basics", "").get("mtime", "") != ""):
-                mtime = time.strftime('%Y/%m/%d %H:%M:%S',
-                                      time.gmtime(raw.get("basics", "")
-                                                  .get("mtime")))
-                timeline_item = {"action": "Keybase : Update Account",
-                                 "date": mtime, "icon": "fas fa-key"}
+            if raw.get("basics", "").get("mtime", "") != "":
+                mtime = time.strftime(
+                    "%Y/%m/%d %H:%M:%S", time.gmtime(raw.get("basics", "").get("mtime"))
+                )
+                timeline_item = {
+                    "action": "Keybase : Update Account",
+                    "date": mtime,
+                    "icon": "fas fa-key",
+                }
                 timeline.append(timeline_item)
 
         for dev in raw.get("devices", ""):
-
             # print(dev)
             # print(" Type ", raw.get("devices").get(dev).get("type", ""))
-            fa_icon = search_icon_5(raw.get("devices").get(dev).get("type", ""),
-                                  font_list)
-            if (fa_icon is None):
-                fa_icon = search_icon_5("question", font_list)
-
-            device_item = {"name-node": raw.get("devices").get(dev)
-                           .get("type", ""),
-                           "title": raw.get("devices").get(dev)
-                           .get("type", ""),
-                           "subtitle": "Name : " + raw.get("devices").get(dev)
-                           .get("name", ""),
-                           "icon": fa_icon,
-                           "link": link_device}
+            fa_icon = search_icon_5(raw.get("devices").get(dev).get("type", ""))
+            if fa_icon is None:
+                fa_icon = search_icon_5("question")
+
+            device_item = {
+                "name-node": raw.get("devices").get(dev).get("type", ""),
+                "title": raw.get("devices").get(dev).get("type", ""),
+                "subtitle": "Name : " + raw.get("devices").get(dev).get("name", ""),
+                "icon": fa_icon,
+                "link": link_device,
+            }
             devices.append(device_item)
 
-        if (raw.get("proofs_summary", "") != ""):
+        if raw.get("proofs_summary", "") != "":
             for soc in raw.get("proofs_summary", "").get("all"):
-                fa_icon = search_icon_5(soc.get("proof_type"), font_list)
-                if (fa_icon is None):
-                    fa_icon = search_icon_5("question", font_list)
-
-                social_item = {"name-node": "keybase" +
-                               soc.get("proof_type", ""),
-                               "title": soc.get("proof_type", ""),
-                               "subtitle": soc.get("nametag", ""),
-                               "icon": fa_icon,
-                               "link": link_social}
+                fa_icon = search_icon_5(soc.get("proof_type"))
+                if fa_icon is None:
+                    fa_icon = search_icon_5("question")
+
+                social_item = {
+                    "name-node": "keybase" + soc.get("proof_type", ""),
+                    "title": soc.get("proof_type", ""),
+                    "subtitle": soc.get("nametag", ""),
+                    "icon": fa_icon,
+                    "link": link_social,
+                }
                 social.append(social_item)
 
-                social_profile_item = {"name": soc.get("proof_type"),
-                                       "username": soc.get("nametag"),
-                                       "Source": "Keybase",
-                                       "icon": fa_icon,
-                                       "url": soc.get("service_url")}
+                social_profile_item = {
+                    "name": soc.get("proof_type"),
+                    "username": soc.get("nametag"),
+                    "Source": "Keybase",
+                    "icon": fa_icon,
+                    "url": soc.get("service_url"),
+                }
                 social_profile.append(social_profile_item)
 
-                tasks.append({"module": soc.get("proof_type", "").lower(),
-                             "param": soc.get("nametag", "")})
+                tasks.append(
+                    {
+                        "module": soc.get("proof_type", "").lower(),
+                        "param": soc.get("nametag", ""),
+                    }
+                )
 
         # Keybase : TODO : Find an example of webs and
         # Keybase : Find an example of cryptocurrency_addresses and
-        if (raw.get("cryptocurrency_addresses", "") != ""):
-            if (raw.get("cryptocurrency_addresses", "").get("bitcoin", "") != ""):
-
-                for address in raw.get("cryptocurrency_addresses").get("bitcoin"):
-                    social_item = {"name-node": "keybaseBTC",
-                                    "title": "Cryptocurrency",
-                                    "subtitle": address.get("address"),
-                                    "icon": "fab fa-btc",
-                                    "link": link_social}
-                    social.append(social_item)
-
-        presence.append({"name": "keybase",
-                        "children": [
-                            {"name": "followers", 
-                            "value": followers_num},
-                            {"name": "following", 
-                            "value": following_num},
-                        ]})
-        profile.append({'presence': presence})
-
-        total.append({'raw': raw_node})
-        if (len(social) > 1):
-            graphic.append({'keysocial': social})
-        if (len(devices) > 1):
-            graphic.append({'devices': devices})
-        if (len(graph) > 1):
-            graphic.append({'keygraph': graph})
-        total.append({'graphic': graphic})
-        if (social_profile != []):
-            profile.append({'social': social_profile})
-        if (profile != []):
-            total.append({'profile': profile})
-        if (timeline != []):
-            total.append({'timeline': timeline})
+        if (
+            raw.get("cryptocurrency_addresses", "") != ""
+            and raw.get("cryptocurrency_addresses", "").get("bitcoin", "") != ""
+        ):
+            for address in raw.get("cryptocurrency_addresses").get("bitcoin"):
+                social_item = {
+                    "name-node": "keybaseBTC",
+                    "title": "Cryptocurrency",
+                    "subtitle": address.get("address"),
+                    "icon": "fab fa-btc",
+                    "link": link_social,
+                }
+                social.append(social_item)
+
+        presence.append(
+            {
+                "name": "keybase",
+                "children": [
+                    {"name": "followers", "value": followers_num},
+                    {"name": "following", "value": following_num},
+                ],
+            }
+        )
+        profile.append({"presence": presence})
+
+        total.append({"raw": raw_node})
+        if len(social) > 1:
+            graphic.append({"keysocial": social})
+        if len(devices) > 1:
+            graphic.append({"devices": devices})
+        if len(graph) > 1:
+            graphic.append({"keygraph": graph})
+        total.append({"graphic": graphic})
+        if social_profile:
+            profile.append({"social": social_profile})
+        if profile:
+            total.append({"profile": profile})
+        if timeline:
+            total.append({"timeline": timeline})
 
         # Keybase : TODO : Before send task,
         # code the validation for duplicate proccess
-        if (tasks != []):
-            total.append({'tasks': tasks})
+        if tasks:
+            total.append({"tasks": tasks})
 
     else:
         total = []
-        total.append({'module': 'keybase'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "keybase"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": "Fail",
-                         "reason": "User not found",
-                         "traceback": "User not found"})
+        raw_node.append(
+            {
+                "status": "Fail",
+                "reason": "User not found",
+                "traceback": "User not found",
+            }
+        )
         total.append({"raw": raw_node})
 
     return total
@@ -351,7 +397,7 @@ def t_keybase(username, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -359,15 +405,19 @@ def t_keybase(username, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'keybase'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "keybase"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/leaklookup/leaklookup_tasks.py b/backend/modules/leaklookup/leaklookup_tasks.py
index 383deecd..b884eb98 100644
--- a/backend/modules/leaklookup/leaklookup_tasks.py
+++ b/backend/modules/leaklookup/leaklookup_tasks.py
@@ -1,93 +1,92 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
+import sys
 import time
-import requests
+
 # import urllib
 import traceback
+from pathlib import Path
+
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
 
 def p_leaklookup(email):
-    """ Task of Celery that get info from leak-lookup.com """
+    """Task of Celery that get info from leak-lookup.com"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-leaklookup.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-leaklookup.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     url = "https://leak-lookup.com/api/search"
-    key = api_keys_search('leaklookup_key')
+    key = api_keys_search("leaklookup_key")
 
-    if (not key):
+    if not key:
         raise Exception("iKy - Missing or invalid Key")
 
     payload = {"key": key, "type": "email_address", "query": email}
-    req = requests.post(url, headers={'User-Agent': 'iKy'}, data=payload,
-                        timeout=30)
+    req = requests.post(url, headers={"User-Agent": "iKy"}, data=payload, timeout=30)
     email_response = req.json()
 
     leak_email = []
-    if (email_response['error'] == 'false'):
-        if (len(email_response['message']) == 0):
+    if email_response["error"] == "false":
+        if len(email_response["message"]) == 0:
             raise Exception("iKy - No leak found")
-        for leak in email_response['message']:
-            if (len(email_response['message'][leak]) > 0):
-                for details in email_response['message'][leak]:
+        for leak in email_response["message"]:
+            if len(email_response["message"][leak]) > 0:
+                for details in email_response["message"][leak]:
                     detail = []
                     for d in details:
                         detail.append({"name": d, "value": details[d]})
-                    leak_email.append({"name": leak,
-                                       "value": detail})
+                    leak_email.append({"name": leak, "value": detail})
 
             else:
-                leak_email.append({"name": leak,
-                                   "value": [{"name": "API",
-                                              "value":
-                                              "Public, try Private"}]})
+                leak_email.append(
+                    {
+                        "name": leak,
+                        "value": [{"name": "API", "value": "Public, try Private"}],
+                    }
+                )
     else:
         raise Exception("iKy - Leaklookup API Error")
-        
 
     # TODO: Add user request
     # Total
     total = []
-    total.append({'module': 'leaklookup'})
-    total.append({'param': email})
-    total.append({'validation': 'hard'})
+    total.append({"module": "leaklookup"})
+    total.append({"param": email})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -98,11 +97,11 @@ def p_leaklookup(email):
     # Timeline Array
     timeline = []
 
-    total.append({'raw': email_response})
-    graphic.append({'email': leak_email})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": email_response})
+    graphic.append({"email": leak_email})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -116,7 +115,7 @@ def t_leaklookup(email):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -124,15 +123,19 @@ def t_leaklookup(email):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'leaklookup'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "leaklookup"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/leaks/leaks_tasks.py b/backend/modules/leaks/leaks_tasks.py
index b428a4cf..0ea2ece4 100644
--- a/backend/modules/leaks/leaks_tasks.py
+++ b/backend/modules/leaks/leaks_tasks.py
@@ -1,92 +1,88 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
-# import urllib
-import cfscrape
+import sys
 import time
 import traceback
+from pathlib import Path
+
+# import urllib
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
-# Compatibility code
-# try:
-#     # Python 2: "unicode" is built-in
-#     unicode
-# except NameError:
-#     unicode = str
 
 def p_leaks(email):
-    """ Task of Celery that get info from Have I Been Pwned """
+    """Task of Celery that get info from Have I Been Pwned"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-leaks.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-leaks.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     key = ""
-    url = 'https://haveibeenpwned.com/api/v3/breachedaccount/{}'.format(email)
-    key = api_keys_search('haveibeenpwned_key')
+    url = f"https://haveibeenpwned.com/api/v3/breachedaccount/{email}"
+    key = api_keys_search("haveibeenpwned_key")
 
-    if (not key):
+    if not key:
         raise Exception("iKy - Missing or invalid Key")
 
     # For the future
-    # scraper = cfscrape.create_scraper()
+    # scraper = cloudscraper.create_scraper()
     # req = scraper.get(url)
 
-    req = requests.get(url, headers={'User-Agent': 'iKy', 'hibp-api-key': key},
-            params={'truncateResponse': 'false'}, timeout=10)
+    req = requests.get(
+        url,
+        headers={"User-Agent": "iKy", "hibp-api-key": key},
+        params={"truncateResponse": "false"},
+        timeout=10,
+    )
 
     # Raw Array
-    if (req.status_code == 200):
-        raw_node = json.loads(unicode(req.text))
-    elif (req.status_code == 403):
+    if req.status_code == 200:
+        raw_node = json.loads(req.text)
+    elif req.status_code == 403:
         raise Exception("iKy - Missing or invalid Key")
-    elif (req.status_code == 404):
+    elif req.status_code == 404:
         raise Exception("iKy - No leak found")
-    elif (req.status_code == 503):
+    elif req.status_code == 503:
         raise Exception("iKy - Service blocked")
     else:
         raise Exception("iKy - API Error")
 
     # Total
     total = []
-    total.append({'module': 'leaks'})
-    total.append({'param': email})
-    total.append({'validation': 'hard'})
+    total.append({"module": "leaks"})
+    total.append({"param": email})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -100,48 +96,48 @@ def p_leaks(email):
     # Gather Array
     gather = []
 
-    if (raw_node[0].get("title", "") == "NOLEAK") or (
-            raw_node[0].get("title", "") == "BLOCKED") or (
-            raw_node[0].get("title", "") == "KEY") or (
-            raw_node[0].get("title", "") == "ERROR"):
-        link = "Leaks"
-        gather_item = {"name-node": "Leaks", "title": "Leaks",
-                       "subtitle": "", "icon": "fas fa-unlock-alt",
-                       "link": link}
-        gather.append(gather_item)
-
-    else:
-        link = "Leaks"
-        gather_item = {"name-node": "Leaks", "title": "Leaks",
-                       "subtitle": "", "icon": "fas fa-unlock-alt",
-                       "link": link}
-        gather.append(gather_item)
-
+    link = "Leaks"
+    gather_item = {
+        "name-node": "Leaks",
+        "title": "Leaks",
+        "subtitle": "",
+        "icon": "fas fa-unlock-alt",
+        "link": link,
+    }
+    gather.append(gather_item)
+
+    skip_titles = {"NOLEAK", "BLOCKED", "KEY", "ERROR"}
+    if raw_node[0].get("title", "") not in skip_titles:
         for leak in raw_node:
-            gather_item = {"name-node": leak.get("Title", ""),
-                           "title": leak.get("Title", ""),
-                           "subtitle": "Breach Date: " + leak.get(
-                               "BreachDate", ""),
-                           "picture": leak.get("LogoPath", ""),
-                           # "picture": "https://haveibeenpwned.com/Content/" +
-                           #"Images/PwnedLogos/" + leak.get("Name", "") + "." +
-                           # leak.get("LogoType", ""),
-                           "link": link}
+            gather_item = {
+                "name-node": leak.get("Title", ""),
+                "title": leak.get("Title", ""),
+                "subtitle": "Breach Date: " + leak.get("BreachDate", ""),
+                "picture": leak.get("LogoPath", ""),
+                # "picture": "https://haveibeenpwned.com/Content/" +
+                # "Images/PwnedLogos/" + leak.get("Name", "") + "." +
+                # leak.get("LogoType", ""),
+                "link": link,
+            }
             gather.append(gather_item)
-            timeline.append({"action": "Leak : " + leak.get("Title", ""),
-                             "date": leak.get("BreachDate", ""),
-                             "icon": "fa-exclamation-circle",
-                             "desc": leak.get("Description", "")})
+            timeline.append(
+                {
+                    "action": "Leak : " + leak.get("Title", ""),
+                    "date": leak.get("BreachDate", ""),
+                    "icon": "fa-exclamation-circle",
+                    "desc": leak.get("Description", ""),
+                }
+            )
 
     # Please, respect the order of items in the total array
     # Because the frontend depend of that (By now)
-    total.append({'raw': raw_node})
+    total.append({"raw": raw_node})
     # if (len(gather) != 1):
     #     graphic.append({'leaks': gather})
-    graphic.append({'leaks': gather})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    graphic.append({"leaks": gather})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -155,7 +151,7 @@ def t_leaks(email):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -163,15 +159,19 @@ def t_leaks(email):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'leaks'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "leaks"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/linkedin/linkedin_tasks.py b/backend/modules/linkedin/linkedin_tasks.py
index 953c82f5..edfcc3d9 100644
--- a/backend/modules/linkedin/linkedin_tasks.py
+++ b/backend/modules/linkedin/linkedin_tasks.py
@@ -1,128 +1,129 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
+import re
+import sys
 import time
 import traceback
 from collections import Counter
-import browser_cookie3
+from pathlib import Path
 
-import re
-from bs4 import BeautifulSoup
+import browser_cookie3
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
 
 def date_convert(date):
     date_conv = str(date.get("year", ""))
-    if (date.get("month")):
-        date_conv = "%s-%02d" % (date_conv, int(date.get("month")))
+    if date.get("month"):
+        date_conv = f"{date_conv}-{int(date.get('month')):02d}"
     return date_conv
 
 
 def p_linkedin(user):
-    """ Task of Celery that get info from psbdmp """
+    """Task of Celery that get info from psbdmp"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-linkedin.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-linkedin.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     s = requests.Session()
-    headers = {'User-Agent': 
-               'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3) ' + 
-               'AppleWebKit/537.75.14 (KHTML, like Gecko) Version/7.0.3 ' +
-               'Safari/7046A194A'}
+    headers = {
+        "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3) "
+        + "AppleWebKit/537.75.14 (KHTML, like Gecko) Version/7.0.3 "
+        + "Safari/7046A194A"
+    }
 
     # Try to get cookie from browser
     ref = ["chromium", "opera", "edge", "firefox", "chrome", "brave"]
-    index = 0
     json_cookie = {}
     found = False
-    for cookie_fn in [
-        browser_cookie3.chromium,
-        browser_cookie3.opera,
-        browser_cookie3.edge,
-        browser_cookie3.firefox,
-        browser_cookie3.chrome,
-        browser_cookie3.brave,
-    ]:
+    for index, cookie_fn in enumerate(
+        [
+            browser_cookie3.chromium,
+            browser_cookie3.opera,
+            browser_cookie3.edge,
+            browser_cookie3.firefox,
+            browser_cookie3.chrome,
+            browser_cookie3.brave,
+        ]
+    ):
         try:
             for cookie in cookie_fn(domain_name=""):
-                if ('linkedin' in cookie.domain):
-                    if ((cookie.name == 'li_at' or 
-                         cookie.name == 'JSESSIONID') and 
-                            (not cookie.is_expired())):
-                        json_cookie['browser'] = ref[index]
-                        json_cookie[cookie.name] = cookie.value
-                        json_cookie[cookie.name + '_expires'] = cookie.expires
+                if (
+                    "linkedin" in cookie.domain
+                    and (cookie.name == "li_at" or cookie.name == "JSESSIONID")
+                    and not cookie.is_expired()
+                ):
+                    json_cookie["browser"] = ref[index]
+                    json_cookie[cookie.name] = cookie.value
+                    json_cookie[cookie.name + "_expires"] = cookie.expires
 
                 # Check
-                if((json_cookie.get("li_at", "") != "") and
-                   (json_cookie.get("JSESSIONID", "") != "")):
+                if (json_cookie.get("li_at", "") != "") and (
+                    json_cookie.get("JSESSIONID", "") != ""
+                ):
                     found = True
                     break
         except Exception as e:
             print(e)
 
-        index += 1
-
-        if(found):
+        if found:
             break
 
-    if(found):
-        s.cookies['li_at'] = json_cookie['li_at']
-        s.cookies['JSESSIONID'] = json_cookie['JSESSIONID']
+    if found:
+        s.cookies["li_at"] = json_cookie["li_at"]
+        s.cookies["JSESSIONID"] = json_cookie["JSESSIONID"]
         s.headers = headers
         s.headers["csrf-token"] = s.cookies["JSESSIONID"].strip('"')
     else:
-        v_li_at = api_keys_search('linkedin_li_at')
-        v_JSESSIONID = api_keys_search('linkedin_JSESSIONID')
-        if (v_li_at == '' or v_JSESSIONID == ''):
-            raise Exception('iKy - iKy can\'t detect cookies!!! \n' + 
-                               'You will have to load them manually, by ' +
-                               'extracting the cookies named \'li_at\' and ' + 
-                               '\'JSESSIONID\' from the browser and loading ' +
-                               'them in \'linkedin_li_at\' and ' +
-                               '\'linkedin_JSESSIONID\' accordingly.'
-                               '\nPlease refer to ' +
-                               'https://gitlab.com/kennbroorg/iKy/-/wikis/' +
-                               'APIs/ApiKeys-get#linkedin \n')
-            # raise RuntimeError('iKy can\'t detect cookies!!! \n' + 
+        v_li_at = api_keys_search("linkedin_li_at")
+        v_JSESSIONID = api_keys_search("linkedin_JSESSIONID")
+        if v_li_at == "" or v_JSESSIONID == "":
+            raise Exception(
+                "iKy - iKy can't detect cookies!!! \n"
+                + "You will have to load them manually, by "
+                + "extracting the cookies named 'li_at' and "
+                + "'JSESSIONID' from the browser and loading "
+                + "them in 'linkedin_li_at' and "
+                + "'linkedin_JSESSIONID' accordingly."
+                "\nPlease refer to "
+                + "https://gitlab.com/kennbroorg/iKy/-/wikis/"
+                + "APIs/ApiKeys-get#linkedin \n"
+            )
+            # raise RuntimeError('iKy can\'t detect cookies!!! \n' +
             #                    'You will have to load them manually, by ' +
-            #                    'extracting the cookies named \'li_at\' and ' + 
+            #                    'extracting the cookies named \'li_at\' and ' +
             #                    '\'JSESSIONID\' from the browser and loading ' +
             #                    'them in \'linkedin_li_at\' and ' +
             #                    '\'linkedin_JSESSIONID\' accordingly.'
@@ -130,46 +131,51 @@ def p_linkedin(user):
             #                    'https://gitlab.com/kennbroorg/iKy/-/wikis/' +
             #                    'APIs/ApiKeys-get#linkedin \n')
         else:
-            s.cookies['li_at'] = v_li_at
-            s.cookies['JSESSIONID'] = v_JSESSIONID
+            s.cookies["li_at"] = v_li_at
+            s.cookies["JSESSIONID"] = v_JSESSIONID
             s.headers = headers
             s.headers["csrf-token"] = s.cookies["JSESSIONID"].strip('"')
 
-    url = 'https://www.linkedin.com/voyager/api/identity/profiles/' + \
-        user + '/profileView'
+    url = (
+        "https://www.linkedin.com/voyager/api/identity/profiles/"
+        + user
+        + "/profileView"
+    )
 
     req = s.get(url)
 
     # Get ID
     ids = []
-    match = re.search(r'\"profileId\":\"([a-zA-Z0-9_\-\.]+)\"', req.text)
-    if (match):
+    match = re.search(r"\"profileId\":\"([a-zA-Z0-9_\-\.]+)\"", req.text)
+    if match:
         ids = match.groups()[0].strip()
-    elif ('This profile can\'t be accessed' in req.text):
-        raise Exception('iKy - Linkedin user don\'t exist')  # TODO
+    elif "This profile can't be accessed" in req.text:
+        raise Exception("iKy - Linkedin user don't exist")  # TODO
     else:
-        raise Exception('iKy - The cookies in apikeys are wrong or expired\n' +
-                           'Reload them in apikeys section or file and ' +
-                           'try again ')
+        raise Exception(
+            "iKy - The cookies in apikeys are wrong or expired\n"
+            + "Reload them in apikeys section or file and "
+            + "try again "
+        )
 
     # Total
     total = []
-    total.append({'module': 'linkedin'})
-    total.append({'param': user})
+    total.append({"module": "linkedin"})
+    total.append({"param": user})
 
     found = False
     # Get profile from username
-    if ("http" in user):
-        total.append({'validation': 'hard'})
+    if "http" in user:
+        total.append({"validation": "hard"})
         url = user
         found = True
-        raise Exception('iKy - Linkedin don\'t work with url')
+        raise Exception("iKy - Linkedin don't work with url")
     # Get profile from email
-    elif ("@" in user):
-        raise Exception('iKy - Linkedin don\'t work with email')
+    elif "@" in user:
+        raise Exception("iKy - Linkedin don't work with email")
     else:
-        total.append({'validation': 'hard'})
-        url = "https://www.linkedin.com/in/%s/" % user
+        total.append({"validation": "hard"})
+        url = f"https://www.linkedin.com/in/{user}/"
         found = True
     # Get profile from http
 
@@ -179,21 +185,27 @@ def p_linkedin(user):
 
         req = s.get(url, headers=headers)
 
-        id = Counter([ids]).most_common(1)  # This is for compatibility code
+        user_id = Counter([ids]).most_common(1)  # This is for compatibility code
+
+        url = (
+            "https://www.linkedin.com/voyager/api/identity/profiles/"
+            + user_id[0][0]
+            + "/following?q=followedEntities&count=17"
+        )
 
-        url = "https://www.linkedin.com/voyager/api/identity/profiles/" + \
-            id[0][0] + "/following?q=followedEntities&count=17"
-        
         req = s.get(url, headers=headers)
 
         # Following
         following_view = json.loads(req.text)
 
-        url = "https://www.linkedin.com/voyager/api/identity/profiles/" + \
-            id[0][0] + "/skillCategory?includeHiddenEndorsers=true"
+        url = (
+            "https://www.linkedin.com/voyager/api/identity/profiles/"
+            + user_id[0][0]
+            + "/skillCategory?includeHiddenEndorsers=true"
+        )
         # s.headers.update({'csrf-token': csrfToken[0].replace('"', '')})
         req = s.get(url, headers=headers)
-        content = re.sub("\. ?\n", ",\n", req.text)
+        content = re.sub("\\. ?\n", ",\n", req.text)
         content = re.sub(" = ", " : ", content)
         # Skill Category
         skill_category = json.loads(content)
@@ -206,27 +218,35 @@ def p_linkedin(user):
         # x = json.loads(req.text)
 
         # TODO : KKK : For person relationship
-        url = "https://www.linkedin.com/voyager/api/identity/profiles/" + \
-            id[0][0] + \
-            "/recommendations?q=received&recommendationStatuses=List(VISIBLE)"
+        url = (
+            "https://www.linkedin.com/voyager/api/identity/profiles/"
+            + user_id[0][0]
+            + "/recommendations?q=received&recommendationStatuses=List(VISIBLE)"
+        )
         # s.headers.update({'csrf-token': csrfToken[0].replace('"', '')})
         req = s.get(url, headers=headers)
         # Recomendaciones 1
         recommend_received = json.loads(req.text)
 
         # TODO : KKK : For person relationship
-        url = "https://www.linkedin.com/voyager/api/identity/profiles/" + \
-            id[0][0] + "/recommendations?q=given"
+        url = (
+            "https://www.linkedin.com/voyager/api/identity/profiles/"
+            + user_id[0][0]
+            + "/recommendations?q=given"
+        )
         # s.headers.update({'csrf-token': csrfToken[0].replace('"', '')})
         req = s.get(url, headers=headers)
         # Recomendaciones 2
         recommend_given = json.loads(req.text)
 
-        url = "https://www.linkedin.com/voyager/api/identity/profiles/" + \
-            id[0][0] + "/profileView"
+        url = (
+            "https://www.linkedin.com/voyager/api/identity/profiles/"
+            + user_id[0][0]
+            + "/profileView"
+        )
         # s.headers.update({'csrf-token': csrfToken[0].replace('"', '')})
         req = s.get(url, headers=headers)
-        content = re.sub("\. ?\n", ",\n", req.text)
+        content = re.sub("\\. ?\n", ",\n", req.text)
         content = re.sub(" = ", " : ", content)
         # Profile
         profile_view = json.loads(content)
@@ -238,11 +258,14 @@ def p_linkedin(user):
         # MemberBadget
         # x = json.loads(req.text)
 
-        url = "https://www.linkedin.com/voyager/api/identity/profiles/" + \
-            id[0][0] + "/networkinfo"
+        url = (
+            "https://www.linkedin.com/voyager/api/identity/profiles/"
+            + user_id[0][0]
+            + "/networkinfo"
+        )
         # s.headers.update({'csrf-token': csrfToken[0].replace('"', '')})
         req = s.get(url, headers=headers)
-        content = re.sub("\. ?\n", ",\n", req.text)
+        content = re.sub("\\. ?\n", ",\n", req.text)
         content = re.sub(" = ", " : ", content)
         # NetworkInfo
         network_info = json.loads(content)
@@ -290,286 +313,369 @@ def p_linkedin(user):
 
         socialp = []
         link_social = "Linkedin"
-        social_item = {"name-node": "Linkedin", "title": "Linkedin",
-                       "subtitle": "", "icon": "fab fa-linkedin-in",
-                       "link": link_social}
+        social_item = {
+            "name-node": "Linkedin",
+            "title": "Linkedin",
+            "subtitle": "",
+            "icon": "fab fa-linkedin-in",
+            "link": link_social,
+        }
         socialp.append(social_item)
 
         # ProfileView
         certificationView = []
         profile_keys = profile_view.keys()
         for key in profile_keys:
-            if (key == 'certificationView'):
+            if key == "certificationView":
                 for certificate in profile_view.get(key).get("elements", ""):
-                    if (certificate.get("company", "") != ""):
+                    if certificate.get("company", "") != "":
                         try:
-                            rootUrl = certificate.get("company").get(
-                                "logo", "").get("com.linkedin.common.VectorImage",
-                                                "").get("rootUrl", "")
-                            shrink = certificate.get("company").get(
-                                "logo", "").get("com.linkedin.common.VectorImage",
-                                                "").get("artifacts", "")[1].get(
-                                            "fileIdentifyingUrlPathSegment", "")
+                            rootUrl = (
+                                certificate.get("company")
+                                .get("logo", "")
+                                .get("com.linkedin.common.VectorImage", "")
+                                .get("rootUrl", "")
+                            )
+                            shrink = (
+                                certificate.get("company")
+                                .get("logo", "")
+                                .get("com.linkedin.common.VectorImage", "")
+                                .get("artifacts", "")[1]
+                                .get("fileIdentifyingUrlPathSegment", "")
+                            )
                             picture = str(rootUrl) + str(shrink)
-                        except:
+                        except Exception:
                             picture = "assets/img/app/university.png"
 
                     else:
                         picture = "assets/img/app/university.png"
 
-                    certificationView.append({'name': 'Cetificate : ' +
-                                              certificate.get("name", ""),
-                                              'desc': certificate.get(
-                                                  "authority", ""),
-                                              'picture': picture})
-                    if (certificate.get("timePeriod", "") != "" and
-                        certificate.get("timePeriod", "").get(
-                            "endDate", "") != ""):
-                        timeline.append({'action': 'Start : ' +
-                                         certificate.get("name", ""),
-                                        'desc': certificate.get(
-                                            "authority", ""),
-                                         'icon': 'fas fa-certificate',
-                                         'date': date_convert(certificate.get(
-                                            "timePeriod", "").get(
-                                                "startDate", ""))})
-                    if (certificate.get("timePeriod", "") != "" and
-                        certificate.get("timePeriod", "").get(
-                            "endDate", "") != ""):
-                        timeline.append({'action': 'End : ' +
-                                         certificate.get("name", ""),
-                                         'desc': certificate.get(
-                                             "authority", ""),
-                                         'icon': 'fas fa-certificate',
-                                         'date': date_convert(certificate.get(
-                                             "timePeriod", "").get(
-                                                "endDate", ""))})
-
-            if (key == 'educationView'):
+                    certificationView.append(
+                        {
+                            "name": "Cetificate : " + certificate.get("name", ""),
+                            "desc": certificate.get("authority", ""),
+                            "picture": picture,
+                        }
+                    )
+                    if (
+                        certificate.get("timePeriod", "") != ""
+                        and certificate.get("timePeriod", "").get("endDate", "") != ""
+                    ):
+                        timeline.append(
+                            {
+                                "action": "Start : " + certificate.get("name", ""),
+                                "desc": certificate.get("authority", ""),
+                                "icon": "fas fa-certificate",
+                                "date": date_convert(
+                                    certificate.get("timePeriod", "").get(
+                                        "startDate", ""
+                                    )
+                                ),
+                            }
+                        )
+                    if (
+                        certificate.get("timePeriod", "") != ""
+                        and certificate.get("timePeriod", "").get("endDate", "") != ""
+                    ):
+                        timeline.append(
+                            {
+                                "action": "End : " + certificate.get("name", ""),
+                                "desc": certificate.get("authority", ""),
+                                "icon": "fas fa-certificate",
+                                "date": date_convert(
+                                    certificate.get("timePeriod", "").get("endDate", "")
+                                ),
+                            }
+                        )
+
+            if key == "educationView":
                 # educationView = []
                 for education in profile_view.get(key).get("elements", ""):
-                    if (education.get("company", "") != ""):
-                        rootUrl = education.get("company").get(
-                            "logo", "").get("com.linkedin.common.VectorImage",
-                                            "").get("rootUrl", "")
-                        shrink = education.get("company").get(
-                            "logo", "").get("com.linkedin.common.VectorImage",
-                                            "").get("artifacts", "")[1].get(
-                                           "fileIdentifyingUrlPathSegment", "")
+                    if education.get("company", "") != "":
+                        rootUrl = (
+                            education.get("company")
+                            .get("logo", "")
+                            .get("com.linkedin.common.VectorImage", "")
+                            .get("rootUrl", "")
+                        )
+                        shrink = (
+                            education.get("company")
+                            .get("logo", "")
+                            .get("com.linkedin.common.VectorImage", "")
+                            .get("artifacts", "")[1]
+                            .get("fileIdentifyingUrlPathSegment", "")
+                        )
 
                         picture = str(rootUrl) + str(shrink)
                     else:
                         picture = "assets/img/app/university.png"
 
-                    certificationView.append({'name': 'Education : ' +
-                                              education.get("degreeName", ""),
-                                              'desc': education.get(
-                                                  "schoolName") + ' - ' +
-                                              education.get("fieldOfStudy",
-                                                            "") + ' ' +
-                                              education.get("description",
-                                                            ""),
-                                              'picture': picture})
-                    if (education.get("timePeriod", "") != "" and
-                        education.get("timePeriod", "").get("startDate",
-                                                            "") != ""):
-                        timeline.append({'action': 'Start : ' + education.get(
-                            "degreeName", ""),
-                            'desc': education.get("schoolName") + ' - ' +
-                            education.get("fieldOfStudy", "") + ' - ' +
-                            education.get("description", ""),
-                            'icon': 'fas fa-university',
-                            'date': date_convert(education.get(
-                                "timePeriod", "").get(
-                                    "startDate", ""))})
-                    if (education.get("timePeriod", "") != "" and
-                        education.get("timePeriod", "").get("endDate",
-                                                            "") != ""):
-                        timeline.append({'action': 'End : ' +
-                                         education.get("degreeName", ""),
-                                        'desc': education.get("schoolName") +
-                                         ' - ' +
-                                         education.get("fieldOfStudy", "") +
-                                         ' ' +
-                                         education.get("description", ""),
-                                         'icon': 'fas fa-university',
-                                         'date': date_convert(
-                                             education.get(
-                                                 "timePeriod", "").get(
-                                                     "endDate", ""))})
+                    certificationView.append(
+                        {
+                            "name": "Education : " + education.get("degreeName", ""),
+                            "desc": education.get("schoolName")
+                            + " - "
+                            + education.get("fieldOfStudy", "")
+                            + " "
+                            + education.get("description", ""),
+                            "picture": picture,
+                        }
+                    )
+                    if (
+                        education.get("timePeriod", "") != ""
+                        and education.get("timePeriod", "").get("startDate", "") != ""
+                    ):
+                        timeline.append(
+                            {
+                                "action": "Start : " + education.get("degreeName", ""),
+                                "desc": education.get("schoolName")
+                                + " - "
+                                + education.get("fieldOfStudy", "")
+                                + " - "
+                                + education.get("description", ""),
+                                "icon": "fas fa-university",
+                                "date": date_convert(
+                                    education.get("timePeriod", "").get("startDate", "")
+                                ),
+                            }
+                        )
+                    if (
+                        education.get("timePeriod", "") != ""
+                        and education.get("timePeriod", "").get("endDate", "") != ""
+                    ):
+                        timeline.append(
+                            {
+                                "action": "End : " + education.get("degreeName", ""),
+                                "desc": education.get("schoolName")
+                                + " - "
+                                + education.get("fieldOfStudy", "")
+                                + " "
+                                + education.get("description", ""),
+                                "icon": "fas fa-university",
+                                "date": date_convert(
+                                    education.get("timePeriod", "").get("endDate", "")
+                                ),
+                            }
+                        )
 
             # if (key == 'publicationView'):  # TODO : KKK : ???
 
-            if (key == 'positionGroupView'):
+            if key == "positionGroupView":
                 positionGroupView = []
                 for positionGroup in profile_view.get(key).get("elements", ""):
                     # positionGroupView.append({'name': positionGroup.get(
                     #     "name", ""),
                     #     'desc': positionGroup.get("positions")[0].get(
                     #     "title", "")})
-                    positionGroupView.append({'label': positionGroup.get(
-                        "name", "") + ' - ' + positionGroup.get(
-                            "positions")[0].get("title", "")})
-                    if (positionGroup.get("timePeriod", "") != "" and
-                        positionGroup.get("timePeriod", "").get("startDate",
-                                                                "") != ""):
-                        timeline.append({'action': 'Start : ' +
-                                         positionGroup.get("name", ""),
-                                         'desc': positionGroup.get(
-                                             "positions")[0].get("title", ""),
-                                         'icon': 'fas fa-briefcase',
-                                         'date': date_convert(
-                                             positionGroup.get(
-                                                 "timePeriod", "").get(
-                                                     "startDate", ""))})
-                    if (positionGroup.get("timePeriod", "") != "" and
-                        positionGroup.get("timePeriod", "").get("endDate",
-                                                                "") != ""):
-                        timeline.append({'action': 'End : ' +
-                                         positionGroup.get("name", ""),
-                                         'desc': positionGroup.get(
-                                             "positions")[0].get("title", ""),
-                                         'icon': 'fas fa-briefcase',
-                                         'date': date_convert(
-                                             positionGroup.get(
-                                                 "timePeriod", "").get(
-                                                     "endDate", ""))})
-
-            if (key == 'profile'):
+                    positionGroupView.append(
+                        {
+                            "label": positionGroup.get("name", "")
+                            + " - "
+                            + positionGroup.get("positions")[0].get("title", "")
+                        }
+                    )
+                    if (
+                        positionGroup.get("timePeriod", "") != ""
+                        and positionGroup.get("timePeriod", "").get("startDate", "")
+                        != ""
+                    ):
+                        timeline.append(
+                            {
+                                "action": "Start : " + positionGroup.get("name", ""),
+                                "desc": positionGroup.get("positions")[0].get(
+                                    "title", ""
+                                ),
+                                "icon": "fas fa-briefcase",
+                                "date": date_convert(
+                                    positionGroup.get("timePeriod", "").get(
+                                        "startDate", ""
+                                    )
+                                ),
+                            }
+                        )
+                    if (
+                        positionGroup.get("timePeriod", "") != ""
+                        and positionGroup.get("timePeriod", "").get("endDate", "") != ""
+                    ):
+                        timeline.append(
+                            {
+                                "action": "End : " + positionGroup.get("name", ""),
+                                "desc": positionGroup.get("positions")[0].get(
+                                    "title", ""
+                                ),
+                                "icon": "fas fa-briefcase",
+                                "date": date_convert(
+                                    positionGroup.get("timePeriod", "").get(
+                                        "endDate", ""
+                                    )
+                                ),
+                            }
+                        )
+
+            if key == "profile":
                 profile = []
-                profile.append({'firstName': profile_view.get(key).get(
-                    "firstName", "")})
-                profile.append({'lastName': profile_view.get(key).get(
-                    "lastName", "")})
-                profile.append({'organization': profile_view.get(key).get(
-                    "headline", "")})
-                profile.append({'location': profile_view.get(key).get(
-                    "locationName", "")})
-
-                if (profile_view.get(key).get("miniProfile", "") != "" and
-                    profile_view.get(key).get("miniProfile", "").get(
-                    "picture", "") != ""):
-                    rootUrl = profile_view.get(key).get("miniProfile", "").get(
-                        "picture", "").get(
-                        "com.linkedin.common.VectorImage", "").get("rootUrl",
-                                                                   "")
-                    shrink = profile_view.get(key).get("miniProfile", "").get(
-                        "picture", "").get("com.linkedin.common.VectorImage",
-                                        "").get("artifacts", "")[3].get(
-                            "fileIdentifyingUrlPathSegment", "")
-
-                    photo_item = {"name-node": "Linkedin",
-                                "title": "Linkedin",
-                                "subtitle": "",
-                                "picture": rootUrl + shrink,
-                                "link": "Photos"}
-                    profile.append({'photos': [photo_item]})
-
-                social_item = {"name-node": "Name",
-                               "title": "Name",
-                               "subtitle": profile_view.get(key).get(
-                                   "firstName", "") + " " +
-                               profile_view.get(key).get("lastName", ""),
-                               "icon": "fas fa-user-circle",
-                               "link": link_social}
+                profile.append(
+                    {"firstName": profile_view.get(key).get("firstName", "")}
+                )
+                profile.append({"lastName": profile_view.get(key).get("lastName", "")})
+                profile.append(
+                    {"organization": profile_view.get(key).get("headline", "")}
+                )
+                profile.append(
+                    {"location": profile_view.get(key).get("locationName", "")}
+                )
+
+                if (
+                    profile_view.get(key).get("miniProfile", "") != ""
+                    and profile_view.get(key).get("miniProfile", "").get("picture", "")
+                    != ""
+                ):
+                    rootUrl = (
+                        profile_view.get(key)
+                        .get("miniProfile", "")
+                        .get("picture", "")
+                        .get("com.linkedin.common.VectorImage", "")
+                        .get("rootUrl", "")
+                    )
+                    shrink = (
+                        profile_view.get(key)
+                        .get("miniProfile", "")
+                        .get("picture", "")
+                        .get("com.linkedin.common.VectorImage", "")
+                        .get("artifacts", "")[3]
+                        .get("fileIdentifyingUrlPathSegment", "")
+                    )
+
+                    photo_item = {
+                        "name-node": "Linkedin",
+                        "title": "Linkedin",
+                        "subtitle": "",
+                        "picture": rootUrl + shrink,
+                        "link": "Photos",
+                    }
+                    profile.append({"photos": [photo_item]})
+
+                social_item = {
+                    "name-node": "Name",
+                    "title": "Name",
+                    "subtitle": profile_view.get(key).get("firstName", "")
+                    + " "
+                    + profile_view.get(key).get("lastName", ""),
+                    "icon": "fas fa-user-circle",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
-                social_item = {"name-node": "Headline",
-                               "title": "Headline",
-                               "subtitle": profile_view.get(key).get(
-                                   "headline", ""),
-                               "icon": "fas fa-building",
-                               "link": link_social}
+                social_item = {
+                    "name-node": "Headline",
+                    "title": "Headline",
+                    "subtitle": profile_view.get(key).get("headline", ""),
+                    "icon": "fas fa-building",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
-                social_item = {"name-node": "Location",
-                               "title": "Location",
-                               "subtitle": profile_view.get(key).get(
-                                   "locationName", ""),
-                               "icon": "fas fa-map-marker-alt",
-                               "link": link_social}
+                social_item = {
+                    "name-node": "Location",
+                    "title": "Location",
+                    "subtitle": profile_view.get(key).get("locationName", ""),
+                    "icon": "fas fa-map-marker-alt",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
                 # NetworkInfo - Followers
-                social_item = {"name-node": "Followers",
-                               "title": "Followers",
-                               "subtitle": network_info.get("followersCount",
-                                                            ""),
-                               "icon": "fas fa-users",
-                               "link": link_social}
+                social_item = {
+                    "name-node": "Followers",
+                    "title": "Followers",
+                    "subtitle": network_info.get("followersCount", ""),
+                    "icon": "fas fa-users",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
                 # FollowingView - Following
-                social_item = {"name-node": "Following",
-                               "title": "Following",
-                               "subtitle": following_view.get("paging",
-                                                              "").get(
-                                                                  "total", ""),
-                               "icon": "fas fa-users",
-                               "link": link_social}
+                social_item = {
+                    "name-node": "Following",
+                    "title": "Following",
+                    "subtitle": following_view.get("paging", "").get("total", ""),
+                    "icon": "fas fa-users",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
                 # RecommendReceived
-                social_item = {"name-node": "Received",
-                               "title": "Received",
-                               "subtitle": recommend_received.get("paging",
-                                                                  "").get(
-                                                                  "total", ""),
-                               "icon": "fas fa-thumbs-up",
-                               "link": link_social}
+                social_item = {
+                    "name-node": "Received",
+                    "title": "Received",
+                    "subtitle": recommend_received.get("paging", "").get("total", ""),
+                    "icon": "fas fa-thumbs-up",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
                 # RecommendGiven
-                social_item = {"name-node": "Given",
-                               "title": "Given",
-                               "subtitle": recommend_given.get("paging",
-                                                               "").get(
-                                                               "total", ""),
-                               "icon": "fas fa-thumbs-up",
-                               "link": link_social}
+                social_item = {
+                    "name-node": "Given",
+                    "title": "Given",
+                    "subtitle": recommend_given.get("paging", "").get("total", ""),
+                    "icon": "fas fa-thumbs-up",
+                    "link": link_social,
+                }
                 socialp.append(social_item)
 
         # SkillCategory
         skills = []
         for skilles in skill_category.get("elements", ""):
             for s in skilles.get("endorsedSkills", ""):
-                skills.append({"name": s.get("skill", "").get("name", ""),
-                               "count": s.get("endorsementCount", ""),
-                               "value": s.get("endorsementCount", "")})
+                skills.append(
+                    {
+                        "name": s.get("skill", "").get("name", ""),
+                        "count": s.get("endorsementCount", ""),
+                        "value": s.get("endorsementCount", ""),
+                    }
+                )
         skill_tmp = {"name": "", "value": 100, "children": skills}
 
         # Raw with status
         raw = []
         raw.append({"code": 0})
-        raw.append({'profile_view': profile_view})
-        raw.append({'network_info': network_info})
-        raw.append({'recommend_received': recommend_received})
-        raw.append({'recommend_given': recommend_given})
-        raw.append({'following_view': following_view})
-        raw.append({'skill_category': skill_category})
-
-        total.append({'raw': raw})
-        graphic.append({'social': socialp})
+        raw.append({"profile_view": profile_view})
+        raw.append({"network_info": network_info})
+        raw.append({"recommend_received": recommend_received})
+        raw.append({"recommend_given": recommend_given})
+        raw.append({"following_view": following_view})
+        raw.append({"skill_category": skill_category})
+
+        total.append({"raw": raw})
+        graphic.append({"social": socialp})
         # graphic.append({'skills': skills})
-        graphic.append({'skills': skill_tmp})
+        graphic.append({"skills": skill_tmp})
         try:
-            graphic.append({'certificationView': certificationView})
+            graphic.append({"certificationView": certificationView})
         except NameError:
-            graphic.append({'certificationView': []})
+            graphic.append({"certificationView": []})
         try:
-            graphic.append({'positionGroupView': positionGroupView})
+            graphic.append({"positionGroupView": positionGroupView})
         except NameError:
-            graphic.append({'positionGroupView': []})
+            graphic.append({"positionGroupView": []})
         # graphic.append({'educationView': educationView})
-        total.append({'graphic': graphic})
-
-        presence.append({"name": "Linkedin",
-                         "children": [
-                             {"name": "followers", 
-                              "value": network_info.get("followersCount", "")},
-                             {"name": "following", 
-                              "value": following_view.get("paging", "").get(
-                                                          "total", "")}
-                         ]})
-
-        profile.append({'presence': presence})
-
-        total.append({'profile': profile})
-        total.append({'timeline': timeline})
+        total.append({"graphic": graphic})
+
+        presence.append(
+            {
+                "name": "Linkedin",
+                "children": [
+                    {
+                        "name": "followers",
+                        "value": network_info.get("followersCount", ""),
+                    },
+                    {
+                        "name": "following",
+                        "value": following_view.get("paging", "").get("total", ""),
+                    },
+                ],
+            }
+        )
+
+        profile.append({"presence": presence})
+
+        total.append({"profile": profile})
+        total.append({"timeline": timeline})
 
     return total
 
@@ -583,7 +689,7 @@ def t_linkedin(user, from_m):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -591,15 +697,19 @@ def t_linkedin(user, from_m):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'linkedin'})
-        total.append({'param': user})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "linkedin"})
+        total.append({"param": user})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/mastodon/mastodon_tasks.py b/backend/modules/mastodon/mastodon_tasks.py
index 6d374d8d..13937b4d 100644
--- a/backend/modules/mastodon/mastodon_tasks.py
+++ b/backend/modules/mastodon/mastodon_tasks.py
@@ -1,50 +1,48 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
+import re
+import sys
 import time
 import traceback
-import re
+from pathlib import Path
+
+import requests
 from bs4 import BeautifulSoup
 from w3lib.html import remove_tags
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    # from factories.fontcheat import fontawesome_cheat, search_icon
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    # from factories.fontcheat import fontawesome_cheat, search_icon
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
 
 def username_search(username):
     url = f"https://mastodon.social/api/v2/search?q={username}"
-    response = requests.request("GET", url)
+    response = requests.get(url, timeout=30)
     data = json.loads(response.text)
 
     if response.text == ('{"accounts":[],"statuses":[],"hashtags":[]}'):
-        raise Exception(f'iKy - Username: {username} NOT found using the Mastodon API!')
+        raise Exception(f"iKy - Username: {username} NOT found using the Mastodon API!")
 
     data = filter(
         lambda x: x.get("username").lower() == username.lower(), data["accounts"]
@@ -55,37 +53,34 @@ def username_search(username):
 
 
 def p_mastodon(username, from_m):
-    """ Task of Celery that get info from mastodon """
+    """Task of Celery that get info from mastodon"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-mastodon.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-mastodon.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     # Evaluate param
-    match = re.search(r'[@]?(\w+)[@]?([a-zA-Z0-9_\-\.]+)?', username)
-    if (match):
+    match = re.search(r"[@]?(\w+)[@]?([a-zA-Z0-9_\-\.]+)?", username)
+    if match:
         try:
             user = match.groups()[0]
         except Exception:
-            raise Exception('iKy - Invalid input parameters')
+            raise Exception("iKy - Invalid input parameters") from None
         try:
             server = match.groups()[1]
         except Exception:
-            server = ''
+            server = ""
     else:
-        raise Exception('iKy - Invalid input parameters')
+        raise Exception("iKy - Invalid input parameters")
 
     print(f"User : {user}")
     print(f"Server : {server}")
@@ -93,40 +88,41 @@ def p_mastodon(username, from_m):
     total = []
     user_data = []
     # Only username
-    if (server == '' or server == None):
+    if server == "" or server is None:
         user_data = username_search(user)
-        if (len(user_data) == 1):
-        # - One user
+        if len(user_data) == 1:
+            # - One user
             total = one_user(user, user_data)
         else:
             # - Several users
             total = several_user(user, user_data, server)
-    else: 
-    # Username and server
+    else:
+        # Username and server
         found = False
         user_data = username_search(user)
         for info in user_data:
-            match = re.search(r'[@]?(\w+)[@]?([a-zA-Z0-9_\-\.]+)?', info['acct'])
-            if (match):
+            match = re.search(r"[@]?(\w+)[@]?([a-zA-Z0-9_\-\.]+)?", info["acct"])
+            if match:
                 user_masto = match.groups()[0]
                 try:
                     server_masto = match.groups()[1]
                 except Exception:
-                    server_masto = ''
+                    server_masto = ""
             else:
-                user_masto = server_masto = ''
+                user_masto = server_masto = ""
             # Search user
-            if (user == user_masto and server == server_masto):
+            if user == user_masto and server == server_masto:
                 found = True
                 break
-        
-        if (found):
+
+        if found:
             total = one_user(username, [info])
         else:
-            raise Exception(f'iKy - Username: {user} NOT found using the Mastodon API!')
+            raise Exception(f"iKy - Username: {user} NOT found using the Mastodon API!")
 
     return total
 
+
 def several_user(username, user_data, server):
     total = []
     graphic = []
@@ -135,56 +131,54 @@ def several_user(username, user_data, server):
     # print(user_data)
 
     for info in user_data:
-        match = re.search(r'[@]?(\w+)[@]?([a-zA-Z0-9_\-\.]+)?', info['acct'])
-        if (match):
+        match = re.search(r"[@]?(\w+)[@]?([a-zA-Z0-9_\-\.]+)?", info["acct"])
+        if match:
             user_masto = match.groups()[0]
             try:
                 server_masto = match.groups()[1]
             except Exception:
-                server_masto = ''
+                server_masto = ""
         else:
-            user_masto = server_masto = ''
+            user_masto = server_masto = ""
         list_user.append(
             {
-                "account": info['acct'],
+                "account": info["acct"],
                 "username": user_masto,
                 "server": server_masto,
-                "avatar": info['avatar'],
-                "followers": info['followers_count'],
-                "following": info['following_count'],
-                "toots": info['statuses_count'],
-                "bios": remove_tags(info['note']),
+                "avatar": info["avatar"],
+                "followers": info["followers_count"],
+                "following": info["following_count"],
+                "toots": info["statuses_count"],
+                "bios": remove_tags(info["note"]),
             }
         )
 
-    total.append({'module': 'mastodon'})
-    total.append({'param': username})
-    total.append({'validation': 'no'})
-    total.append({'raw': user_data})
-    graphic.append({'user': []})
-    graphic.append({'social': []})
-    graphic.append({'list': list_user})
+    total.append({"module": "mastodon"})
+    total.append({"param": username})
+    total.append({"validation": "no"})
+    total.append({"raw": user_data})
+    graphic.append({"user": []})
+    graphic.append({"social": []})
+    graphic.append({"list": list_user})
 
-    total.append({'graphic': graphic})
+    total.append({"graphic": graphic})
 
-    total.append({'profile': []})
-    total.append({'timeline': []})
-    total.append({'tasks': []})
+    total.append({"profile": []})
+    total.append({"timeline": []})
+    total.append({"tasks": []})
 
     return total
 
-def one_user(username, user_data, server=''):
 
+def one_user(username, user_data, server=""):
     info = user_data[0]
     print(f"INFO: {info}")
 
-    # Icons
-    font_list = fontawesome_cheat_5()
     # Total
     total = []
-    total.append({'module': 'mastodon'})
-    total.append({'param': username})
-    total.append({'validation': 'no'})
+    total.append({"module": "mastodon"})
+    total.append({"param": username})
+    total.append({"validation": "no"})
 
     # Graphic Array
     graphic = []
@@ -209,122 +203,166 @@ def one_user(username, user_data, server=''):
     presence = []
 
     link_graph = "MastodonGraph"
-    graph_item = {"name-node": "MastodonGraph", "title": "MastodonGraphs",
-                    "subtitle": "", "icon": "fab fa-mastodon", "link": link_graph}
+    graph_item = {
+        "name-node": "MastodonGraph",
+        "title": "MastodonGraphs",
+        "subtitle": "",
+        "icon": "fab fa-mastodon",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
     link_social = "MastodonSocial"
-    social_item = {"name-node": "MastodonSocial", "title": "MastodonSocial",
-                    "subtitle": "", "icon": "fas fa-child", "link": link_social}
+    social_item = {
+        "name-node": "MastodonSocial",
+        "title": "MastodonSocial",
+        "subtitle": "",
+        "icon": "fas fa-child",
+        "link": link_social,
+    }
     social.append(social_item)
 
-    graph_item = {"name-node": "GraphUsername",
-                    "title": "Username",
-                    "subtitle": username,
-                    "icon": "fas fa-user",
-                    "link": link_graph}
+    graph_item = {
+        "name-node": "GraphUsername",
+        "title": "Username",
+        "subtitle": username,
+        "icon": "fas fa-user",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
-    graph_item = {"name-node": "GraphFollowers",
-                    "title": "Followers",
-                    "subtitle": info['followers_count'],
-                    "icon": "fas fa-users",
-                    "link": link_graph}
+    graph_item = {
+        "name-node": "GraphFollowers",
+        "title": "Followers",
+        "subtitle": info["followers_count"],
+        "icon": "fas fa-users",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
-    graph_item = {"name-node": "GraphFollowing",
-                    "title": "Following",
-                    "subtitle": info['following_count'],
-                    "icon": "fas fa-users",
-                    "link": link_graph}
+    graph_item = {
+        "name-node": "GraphFollowing",
+        "title": "Following",
+        "subtitle": info["following_count"],
+        "icon": "fas fa-users",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
-    graph_item = {"name-node": "GraphPosts",
-                    "title": "Toots",
-                    "subtitle": info['statuses_count'],
-                    "icon": "fas fa-tooth",
-                    "link": link_graph}
+    graph_item = {
+        "name-node": "GraphPosts",
+        "title": "Toots",
+        "subtitle": info["statuses_count"],
+        "icon": "fas fa-tooth",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
-    profile_item = {'name': info['display_name']}
+    profile_item = {"name": info["display_name"]}
     profile.append(profile_item)
 
-    graph_item = {"name-node": "GraphName", 
-                    "title": "Name",
-                    "subtitle": info['display_name'],
-                    "icon": "fas fa-signature",
-                    "link": link_graph}
+    graph_item = {
+        "name-node": "GraphName",
+        "title": "Name",
+        "subtitle": info["display_name"],
+        "icon": "fas fa-signature",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
-    if (info["locked"]):
-        gather_item = {"name-node": "MastoLocked", "title": "Locked?",
-                    "subtitle": "User Locked",
-                    "icon": "fab fa-lock",
-                    "link": link_graph}
+    if info["locked"]:
+        gather_item = {
+            "name-node": "MastoLocked",
+            "title": "Locked?",
+            "subtitle": "User Locked",
+            "icon": "fab fa-lock",
+            "link": link_graph,
+        }
     else:
-        gather_item = {"name-node": "MastoLocked", "title": "Locked?",
-                    "subtitle": "User NOT Locked",
-                    "icon": "fas fa-lock-open",
-                    "link": link_graph}
+        gather_item = {
+            "name-node": "MastoLocked",
+            "title": "Locked?",
+            "subtitle": "User NOT Locked",
+            "icon": "fas fa-lock-open",
+            "link": link_graph,
+        }
     graph.append(gather_item)
 
-    if (info['group']):
-        gather_item = {"name-node": "MastoLocked", "title": "User Type",
-                    "subtitle": "Robot",
-                    "icon": "fas fa-robot",
-                    "link": link_graph}
+    if info["group"]:
+        gather_item = {
+            "name-node": "MastoLocked",
+            "title": "User Type",
+            "subtitle": "Robot",
+            "icon": "fas fa-robot",
+            "link": link_graph,
+        }
     else:
-        if (not info["bot"]):
-            gather_item = {"name-node": "MastoBot", "title": "User Type",
-                        "subtitle": "Human",
-                        "icon": "fas fa-user",
-                        "link": link_graph}
+        if not info["bot"]:
+            gather_item = {
+                "name-node": "MastoBot",
+                "title": "User Type",
+                "subtitle": "Human",
+                "icon": "fas fa-user",
+                "link": link_graph,
+            }
         else:
-            gather_item = {"name-node": "MastoGroup", "title": "User Type",
-                        "subtitle": "Group",
-                        "icon": "fas fa-users",
-                        "link": link_graph}
+            gather_item = {
+                "name-node": "MastoGroup",
+                "title": "User Type",
+                "subtitle": "Group",
+                "icon": "fas fa-users",
+                "link": link_graph,
+            }
     graph.append(gather_item)
 
-    profile_item = {'bio': remove_tags(info['note'])}
+    profile_item = {"bio": remove_tags(info["note"])}
     profile.append(profile_item)
 
-    analyze = analize_rrss(info['note'])
+    analyze = analize_rrss(info["note"])
     for item in analyze:
-        if(item == 'url'):
-            for i in analyze['url']:
+        if item == "url":
+            for i in analyze["url"]:
                 profile.append(i)
-        if(item == 'tasks'):
-            for i in analyze['tasks']:
+        if item == "tasks":
+            for i in analyze["tasks"]:
                 tasks.append(i)
 
-    profile_item = {'photos': [{
-        "picture": info['avatar'],
-        "title": "Mastodon"}]}
+    profile_item = {"photos": [{"picture": info["avatar"], "title": "Mastodon"}]}
     profile.append(profile_item)
 
-    graph_item = {"name-node": "MastodonAvatar", "title": "Avatar",
-                "picture": info['avatar'],
-                "subtitle": "",
-                "link": link_graph}
+    graph_item = {
+        "name-node": "MastodonAvatar",
+        "title": "Avatar",
+        "picture": info["avatar"],
+        "subtitle": "",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
-    timeline_item = {"action": "Mastodon: Create Account",
-                        "date": info['created_at'][:10], "icon": "fab fa-mastodon"}
+    timeline_item = {
+        "action": "Mastodon: Create Account",
+        "date": info["created_at"][:10],
+        "icon": "fab fa-mastodon",
+    }
     timeline.append(timeline_item)
 
-    graph_item = {"name-node": "GraphJoin", 
-                    "title": "Join Date",
-                    "subtitle": info['created_at'][:10],
-                    "icon": "fas fa-calendar-check",
-                    "link": link_graph}
+    graph_item = {
+        "name-node": "GraphJoin",
+        "title": "Join Date",
+        "subtitle": info["created_at"][:10],
+        "icon": "fas fa-calendar-check",
+        "link": link_graph,
+    }
     graph.append(graph_item)
 
     #             mtime = time.strftime('%Y/%m/%d %H:%M:%S',
     #                                   time.gmtime(raw.get("basics", "")
     #                                               .get("mtime")))
-    timeline_item = {"action": "Mastodon : Last toot",
-                        "date": info['last_status_at'], "icon": "fab fa-mastodon"}
+    timeline_item = {
+        "action": "Mastodon : Last toot",
+        "date": info["last_status_at"],
+        "icon": "fab fa-mastodon",
+    }
     timeline.append(timeline_item)
 
     fields = []
@@ -333,70 +371,84 @@ def one_user(username, user_data, server=''):
         value = field.get("value")
         print(f"Name: {name} - Value: {value}")
 
-        if value and '</' not in value:
-            continue                                                 
+        if not value:
+            continue
 
-        soup = BeautifulSoup(value, "html.parser")
-        a = soup.find("a")
-        if a:
-            fields.append({name: a.get("href")})
-            analyze = analize_rrss(a.get("href"))
+        # Extract URL: parse HTML fields for <a> href, use plain text as-is
+        if "</" in value:
+            soup = BeautifulSoup(value, "html.parser")
+            a = soup.find("a")
+            url = a.get("href") if a else None
+        else:
+            url = value
+
+        if url:
+            fields.append({name: url})
+            analyze = analize_rrss(url)
             for item in analyze:
-                if(item == 'url'):
-                    for i in analyze['url']:
+                if item == "url":
+                    for i in analyze["url"]:
                         profile.append(i)
-                if(item == 'tasks'):
-                    for i in analyze['tasks']:
+                if item == "tasks":
+                    for i in analyze["tasks"]:
                         tasks.append(i)
 
-                        fa_icon = search_icon_5(i['module'], font_list)
-                        if (fa_icon is None):
-                            fa_icon = search_icon_5("question", font_list)
-
-                        social_item = {"name-node": "MastoSocial" + name, 
-                                    "title": name,
-                                    "subtitle": i['param'], 
-                                    "icon": fa_icon,
-                                    "link": link_social}
+                        fa_icon = search_icon_5(i["module"])
+                        if fa_icon is None:
+                            fa_icon = search_icon_5("question")
+
+                        social_item = {
+                            "name-node": "MastoSocial" + name,
+                            "title": name,
+                            "subtitle": i["param"],
+                            "icon": fa_icon,
+                            "link": link_social,
+                        }
                         social.append(social_item)
 
-                        social_profile_item = {"name": name,
-                                                "username": i['param'],
-                                                "Source": "Mastodon",
-                                                "icon": fa_icon,
-                                                "url": a.get("href")}
+                        social_profile_item = {
+                            "name": name,
+                            "username": i["param"],
+                            "Source": "Mastodon",
+                            "icon": fa_icon,
+                            "url": url,
+                        }
                         social_profile.append(social_profile_item)
         else:
             continue
 
-    social_profile_item = {"name": "mastodon",
-                            "username": username,
-                            "Source": "Mastodon",
-                            "icon": "fab fa-mastodon",
-                            "url": info['url']}
+    social_profile_item = {
+        "name": "mastodon",
+        "username": username,
+        "Source": "Mastodon",
+        "icon": "fab fa-mastodon",
+        "url": info["url"],
+    }
     social_profile.append(social_profile_item)
 
-    profile.append({'social': social_profile})
-    
-    presence.append({"name": "mastodon",
-                    "children": [
-                        {"name": "followers", 
-                        "value": info['followers_count']},
-                        {"name": "following", 
-                        "value": info['following_count']},
-                    ]})
-    profile.append({'presence': presence})
+    profile.append({"social": social_profile})
+
+    presence.append(
+        {
+            "name": "mastodon",
+            "children": [
+                {"name": "followers", "value": info["followers_count"]},
+                {"name": "following", "value": info["following_count"]},
+            ],
+        }
+    )
+    profile.append({"presence": presence})
 
-    total.append({'raw': info})
-    graphic.append({'user': graph})
-    graphic.append({'social': social})
-    graphic.append({'list': []})
+    total.append({"raw": info})
+    graphic.append({"user": graph})
+    graphic.append({"social": social})
+    graphic.append({"list": []})
 
-    total.append({'graphic': graphic})
+    total.append({"graphic": graphic})
 
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
@@ -410,7 +462,7 @@ def t_mastodon(username, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -418,15 +470,19 @@ def t_mastodon(username, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'mastodon'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "mastodon"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/peopledatalabs/peopledatalabs_tasks.py b/backend/modules/peopledatalabs/peopledatalabs_tasks.py
index 5e76d12c..d5b416fd 100644
--- a/backend/modules/peopledatalabs/peopledatalabs_tasks.py
+++ b/backend/modules/peopledatalabs/peopledatalabs_tasks.py
@@ -1,62 +1,58 @@
-#!/usr/bin/env json.dump(raw_node, f)
-# -*- encoding: utf-8 -*-
+#!/usr/bin/env python
 
-import os
-import sys
 import json
+import sys
 import time
-import requests
-import random
-from peopledatalabs import PDLPY
 import traceback
+from pathlib import Path
 
+from peopledatalabs import PDLPY
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
+    from factories.fontcheat import search_icon_5
     from factories.iKy_functions import location_geo
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
+    from factories.fontcheat import search_icon_5
     from factories.iKy_functions import location_geo
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def p_peopledatalabs(email):
-    """ Task of Celery that get info from peopledatalabs """
+    """Task of Celery that get info from peopledatalabs"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-peopledatalabs.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-peopledatalabs.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     raw_node = []
 
-    key = api_keys_search('peopledatalabs_key')
+    key = api_keys_search("peopledatalabs_key")
 
-    if (not key):
+    if not key:
         raise Exception("iKy - Missing or invalid Key")
 
     # Create a client, specifying your API key
@@ -65,18 +61,18 @@ def p_peopledatalabs(email):
     )
 
     # Create a parameters JSON object
-    PARAMS = {
-        "email": [email] 
-    }
+    PARAMS = {"email": [email]}
 
     # Pass the parameters object to the Person Enrichment API
     json_response = CLIENT.person.enrichment(**PARAMS).json()
 
     # Check for successful response
     if json_response["status"] != 200:
-        raise Exception(f"iKy - Enrichment unsuccessful. See error and try again. Desc: {json_response}")
+        raise Exception(
+            f"iKy - Enrichment unsuccessful. See error and try again. Desc: {json_response}"
+        )
 
-    raw_node = json_response['data']
+    raw_node = json_response["data"]
 
     # Save enrichment data to JSON file
     # with open("my_pdl_enrichment.jsonl", "w") as out:
@@ -84,12 +80,9 @@ def p_peopledatalabs(email):
 
     # Total
     total = []
-    total.append({'module': 'peopledatalabs'})
-    total.append({'param': email})
-    total.append({'validation': 'hard'})
-
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
+    total.append({"module": "peopledatalabs"})
+    total.append({"param": email})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -113,157 +106,196 @@ def p_peopledatalabs(email):
     company = []
 
     link_social = "Social"
-    social_item = {"name-node": "Social", "title": "Social",
-                   "subtitle": "", "icon": "fas fa-user",
-                   "link": link_social}
+    social_item = {
+        "name-node": "Social",
+        "title": "Social",
+        "subtitle": "",
+        "icon": "fas fa-user",
+        "link": link_social,
+    }
     socialp.append(social_item)
 
     link_data = "DataLab"
-    data_item = {"name-node": "DataLab", "title": "DataLab",
-                 "subtitle": "",
-                 "icon": "fas fa-info-circle",
-                 "link": link_data}
+    data_item = {
+        "name-node": "DataLab",
+        "title": "DataLab",
+        "subtitle": "",
+        "icon": "fas fa-info-circle",
+        "link": link_data,
+    }
     datalabs.append(data_item)
 
     data = raw_node
-    if (data.get("job_company_name", "") != "") and (data.get("job_company_name", "") != None):
-
-        data_item = {"name-node": "DataCompany",
-                     "title": "Company",
-                     "subtitle": data.get("job_company_name", "").capitalize(),
-                     "icon": "fas fa-people-carry",
-                     "link": link_data}
+    if (data.get("job_company_name", "") != "") and (
+        data.get("job_company_name", "") is not None
+    ):
+        data_item = {
+            "name-node": "DataCompany",
+            "title": "Company",
+            "subtitle": data.get("job_company_name", "").capitalize(),
+            "icon": "fas fa-people-carry",
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
         # Profile
-        company_item = {'name': data.get("job_company_name", "").capitalize(),
-                        'title': data.get("job_title", "").capitalize(),
-                        'start': data.get("job_start_date", ""),
-                        'end': data.get("job_last_update", "")}
+        company_item = {
+            "name": data.get("job_company_name", "").capitalize(),
+            "title": data.get("job_title", "").capitalize(),
+            "start": data.get("job_start_date", ""),
+            "end": data.get("job_last_update", ""),
+        }
         company.append(company_item)
-        profile_item = {'location': data.get(
-            "job_company_location_name", "")}
+        profile_item = {"location": data.get("job_company_location_name", "")}
         profile.append(profile_item)
 
         # Geolocalization
-        geo_item = location_geo(data.get("job_company_location_name", ""), 
-                                data.get("job_last_updated", ""))
-        if(geo_item):
-            profile.append({'geo': geo_item})
+        geo_item = location_geo(
+            data.get("job_company_location_name", ""), data.get("job_last_updated", "")
+        )
+        if geo_item:
+            profile.append({"geo": geo_item})
 
         # Timeline
-        if (data.get("job_start_date", "")):
-            timeline.append({'action': 'Start : ' + data.get("job_company_name", "").capitalize(),
-                             'date': data.get("job_start_date", "")
-                             .replace("-", "/"),
-                             # 'icon': 'fa-building',
-                             'desc': str(data.get("job_title", "")).capitalize() + " - Source PDL",
-                             })
-        if (data.get("end_date", "")):
-            timeline.append({'action': 'End : ' + data.get("job_company_name", "").capitalize(),
-                             'date': data.get("job_last_updated", "")
-                             .replace("-", "/"),
-                             # 'icon': 'fa-ban',
-                             'desc': str(data.get("job_title", "")).capitalize() + " - Source PDL"})
+        if data.get("job_start_date", ""):
+            timeline.append(
+                {
+                    "action": "Start : "
+                    + data.get("job_company_name", "").capitalize(),
+                    "date": data.get("job_start_date", "").replace("-", "/"),
+                    # 'icon': 'fa-building',
+                    "desc": str(data.get("job_title", "")).capitalize()
+                    + " - Source PDL",
+                }
+            )
+        if data.get("end_date", ""):
+            timeline.append(
+                {
+                    "action": "End : " + data.get("job_company_name", "").capitalize(),
+                    "date": data.get("job_last_updated", "").replace("-", "/"),
+                    # 'icon': 'fa-ban',
+                    "desc": str(data.get("job_title", "")).capitalize()
+                    + " - Source PDL",
+                }
+            )
 
     # Primary location
-    if (data.get("location_name", "") != "") and (data.get("location_name", "") != None):
-
-        data_item = {"name-node": "DataLocation",
-                     "title": "Location",
-                     "subtitle": data.get("location_name", ""),
-                     "icon": "fas fa-globe-americas",
-                     "link": link_data}
+    if (data.get("location_name", "") != "") and (
+        data.get("location_name", "") is not None
+    ):
+        data_item = {
+            "name-node": "DataLocation",
+            "title": "Location",
+            "subtitle": data.get("location_name", ""),
+            "icon": "fas fa-globe-americas",
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
         # Profile
-        profile_item = {'location': data.get(
-            "location_name", "")}
+        profile_item = {"location": data.get("location_name", "")}
         profile.append(profile_item)
 
         # Geolocalization
-        geo_item = location_geo(data.get("location_name", "").capitalize(), 
-                                data.get("location_last_updated", ""))
-        if(geo_item):
-            profile.append({'geo': geo_item})
+        geo_item = location_geo(
+            data.get("location_name", "").capitalize(),
+            data.get("location_last_updated", ""),
+        )
+        if geo_item:
+            profile.append({"geo": geo_item})
 
     # Primary name
-    if (data.get("full_name", "") != "") and (data.get("full_name", "") != None):
-
+    if (data.get("full_name", "") != "") and (data.get("full_name", "") is not None):
         try:
-            name_complete = data.get("first_name", "").capitalize() + " " + \
-                            data.get("middle_name", "").capitalize() + " " + \
-                            data.get("last_name", "").capitalize()
+            name_complete = (
+                data.get("first_name", "").capitalize()
+                + " "
+                + data.get("middle_name", "").capitalize()
+                + " "
+                + data.get("last_name", "").capitalize()
+            )
         except Exception:
-            name_complete = data.get("first_name", "").capitalize() + " " + \
-                            data.get("last_name", "").capitalize()
-
-        data_item = {"name-node": "DataName",
-                     "title": "Name",
-                     "subtitle": name_complete,
-                     "icon": "fas fa-signature",
-                     "link": link_data}
+            name_complete = (
+                data.get("first_name", "").capitalize()
+                + " "
+                + data.get("last_name", "").capitalize()
+            )
+
+        data_item = {
+            "name-node": "DataName",
+            "title": "Name",
+            "subtitle": name_complete,
+            "icon": "fas fa-signature",
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
         # Profile
-        profile_item = {'name': name_complete}
+        profile_item = {"name": name_complete}
         profile.append(profile_item)
 
     # Primary industry
-    if (data.get("industry", "") and (data.get("industry", "") != None)):
-        data_item = {"name-node": "DataInsdustry",
-                     "title": "Industry",
-                     "subtitle": str(data.get("industry")).capitalize(),
-                     "icon": "fas fa-briefcase",
-                     "link": link_data}
+    if data.get("industry", "") and (data.get("industry", "") is not None):
+        data_item = {
+            "name-node": "DataInsdustry",
+            "title": "Industry",
+            "subtitle": str(data.get("industry")).capitalize(),
+            "icon": "fas fa-briefcase",
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
     # Primary birthdate
-    if (data.get("birth_date", "") != "") and (data.get("birth_date", "") != None):
-
-        data_item = {"name-node": "DataBirth",
-                     "title": "Birthday",
-                     "subtitle": data.get("birth_date", ""),
-                     "icon": "fas fa-birthday-cake",
-                     "link": link_data}
+    if (data.get("birth_date", "") != "") and (data.get("birth_date", "") is not None):
+        data_item = {
+            "name-node": "DataBirth",
+            "title": "Birthday",
+            "subtitle": data.get("birth_date", ""),
+            "icon": "fas fa-birthday-cake",
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
-        timeline.append({'action': 'BirthDay : ' + data.get("birth_date", "")})
-
-    elif (data.get("birth_year", "") != "") and (data.get("birth_year", "") != None):
-
-        data_item = {"name-node": "DataBirth",
-                     "title": "BirthYear",
-                     "subtitle": data.get("birth_year", ""),
-                     "icon": "fas fa-birthday-cake",
-                     "link": link_data}
+        timeline.append({"action": "BirthDay : " + data.get("birth_date", "")})
+
+    elif (data.get("birth_year", "") != "") and (
+        data.get("birth_year", "") is not None
+    ):
+        data_item = {
+            "name-node": "DataBirth",
+            "title": "BirthYear",
+            "subtitle": data.get("birth_year", ""),
+            "icon": "fas fa-birthday-cake",
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
-        timeline.append({'action': 'BirthYear : ' + data.get("birth_year", "")})
+        timeline.append({"action": "BirthYear : " + data.get("birth_year", "")})
 
     # Gender
-    if (data.get("gender", "") != "") and (data.get("gender", "") != None):
-
+    if (data.get("gender", "") != "") and (data.get("gender", "") is not None):
         temp = data.get("gender", "")
 
-        if (temp == "male"):
+        if temp == "male":
             icon = "fas fa-mars"
-        elif (temp == "female"):
+        elif temp == "female":
             icon = "fas fa-venus"
         else:
             icon = "fas fa-genderless"
 
-        data_item = {"name-node": "DataGener",
-                     "title": "Gender",
-                     "subtitle": temp,
-                     "icon": icon,
-                     "link": link_data}
+        data_item = {
+            "name-node": "DataGener",
+            "title": "Gender",
+            "subtitle": temp,
+            "icon": icon,
+            "link": link_data,
+        }
         datalabs.append(data_item)
 
     # Emails profile
-    if (data.get("emails", "") != "") and (data.get("emails", "") != None):
+    if (data.get("emails", "") != "") and (data.get("emails", "") is not None):
         for mail in data.get("emails", ""):
-            profile_item = {'email': mail['address']}
+            profile_item = {"email": mail["address"]}
             profile.append(profile_item)
             # data_item = {"name-node": "DataWEmail" + str(e),
             #              "title": mail.get("type"),
@@ -273,64 +305,75 @@ def p_peopledatalabs(email):
             # datalabs.append(data_item)
 
     # Profiles RRSS
-    if (data.get("profiles", "") != "") and (data.get("profiles", "") != None):
+    if (data.get("profiles", "") != "") and (data.get("profiles", "") is not None):
         for social in data.get("profiles", ""):
-            if (social.get("username", "")):
+            if social.get("username", ""):
                 subtitle = social.get("username", "")
             else:
                 subtitle = "Not identified"
 
-            fa_icon = search_icon_5(social.get("network", ""), font_list)
-            if (fa_icon is None):
-                # fa_icon = search_icon_5("question", font_list)
+            fa_icon = search_icon_5(social.get("network", ""))
+            if fa_icon is None:
+                # fa_icon = search_icon_5("question")
                 fa_icon = "far fa-user"
 
-            social_item = {"name-node": social.get("network", ""),
-                           "title": social.get("network", ""),
-                           "subtitle": subtitle,
-                           "icon": fa_icon,
-                           "link": link_social}
+            social_item = {
+                "name-node": social.get("network", ""),
+                "title": social.get("network", ""),
+                "subtitle": subtitle,
+                "icon": fa_icon,
+                "link": link_social,
+            }
             socialp.append(social_item)
             social_profile_item = {
-                                   "name": social.get("network"),
-                                   "icon": fa_icon,
-                                   "source": "PeopleDataLabs",
-                                   "username": social.get("username"),
-                                   "url": social.get("url")}
+                "name": social.get("network"),
+                "icon": fa_icon,
+                "source": "PeopleDataLabs",
+                "username": social.get("username"),
+                "url": social.get("url"),
+            }
             social_profile.append(social_profile_item)
 
-            tasks.append({"module": social.get("network", "").lower(),
-                         "param": social.get("username", "")})
+            tasks.append(
+                {
+                    "module": social.get("network", "").lower(),
+                    "param": social.get("username", ""),
+                }
+            )
 
-        profile.append({'social': social_profile})
+        profile.append({"social": social_profile})
 
     # Profiles phones
-    if (data.get("phone_numbers", "") != "") and (data.get("phone_numbers", "") != None):
+    if (data.get("phone_numbers", "") != "") and (
+        data.get("phone_numbers", "") is not None
+    ):
         for phone in data.get("phone_numbers", ""):
-            profile_item = {'phone': phone}
+            profile_item = {"phone": phone}
             profile.append(profile_item)
 
     # Profiles location
-    if (data.get("location_names", "") != "") and (data.get("location_names", "") != None):
+    if (data.get("location_names", "") != "") and (
+        data.get("location_names", "") is not None
+    ):
         for location in data.get("location_names", ""):
-            profile_item = {'location': location.capitalize()}
+            profile_item = {"location": location.capitalize()}
             profile.append(profile_item)
 
             # Geolocalization
             geo_item = location_geo(location)
-            if(geo_item):
-                profile.append({'geo': geo_item})
-
-    total.append({'raw': raw_node})
-    graphic.append({'data': datalabs})
-    graphic.append({'social': socialp})
-    total.append({'graphic': graphic})
-    if (profile != []):
-        total.append({'profile': profile})
-    if (timeline != []):
-        total.append({'timeline': timeline})
-    if (tasks != []):
-        total.append({'tasks': tasks})
+            if geo_item:
+                profile.append({"geo": geo_item})
+
+    total.append({"raw": raw_node})
+    graphic.append({"data": datalabs})
+    graphic.append({"social": socialp})
+    total.append({"graphic": graphic})
+    if profile:
+        total.append({"profile": profile})
+    if timeline:
+        total.append({"timeline": timeline})
+    if tasks:
+        total.append({"tasks": tasks})
 
     return total
 
@@ -344,7 +387,7 @@ def t_peopledatalabs(email, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -352,15 +395,19 @@ def t_peopledatalabs(email, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'peopledatalabs'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "peopledatalabs"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/psbdmp/psbdmp_tasks.py b/backend/modules/psbdmp/psbdmp_tasks.py
index 22c88a2c..2ae6b11e 100644
--- a/backend/modules/psbdmp/psbdmp_tasks.py
+++ b/backend/modules/psbdmp/psbdmp_tasks.py
@@ -1,25 +1,27 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
 import re
-import traceback
+import sys
 import time
+import traceback
+from pathlib import Path
+
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     # from factories.iKy_functions import analize_rrss
     # from factories.iKy_functions import location_geo
     celery = create_celery(create_application())
@@ -28,56 +30,51 @@
 
 
 def p_psbdmp(email, from_m="Initial"):
-    """ Task of Celery that get info from psbdmp """
+    """Task of Celery that get info from psbdmp"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-psbdmp.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-psbdmp.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.info(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    if ("@" in email):
-        username = email.split("@")[0]
-    else:
-        username = email
+    username = email.split("@")[0] if "@" in email else email
 
-    req = requests.get("https://psbdmp.ws/api/v3/search/%s" % username)
+    req = requests.get(f"https://psbdmp.ws/api/v3/search/{username}", timeout=30)
 
-    if (req.json() == []):
+    if not req.json():
         raise Exception("iKy - Pastebin Dump not found")
 
     dump_list = []
     dump_word = []
     for dump in req.json():
-        response = requests.get("https://psbdmp.ws/api/v3/dump/%s" % dump['id'])
-        dump_list.append({'id': dump['id'], 
-                          'tags': dump['tags'], 
-                          'time': dump['time']})
-        dump_text = response.json()['content']
-        regex = rf"(.*(?:{username}).*)\r?\n?"
+        response = requests.get(
+            "https://psbdmp.ws/api/v3/dump/{}".format(dump["id"]),
+            timeout=30,
+        )
+        dump_list.append({"id": dump["id"], "tags": dump["tags"], "time": dump["time"]})
+        dump_text = response.json()["content"]
+        regex = rf"(.*(?:{re.escape(username)}).*)\r?\n?"
         matches = re.findall(regex, dump_text, re.IGNORECASE)
         for match in matches:
             dump_word.append({"label": match.strip(), "value": 1})
 
     # Total
     total = []
-    total.append({'module': 'psbdmp'})
-    total.append({'param': email})
+    total.append({"module": "psbdmp"})
+    total.append({"param": email})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     # Graphic Array
     graphic = []
@@ -92,18 +89,20 @@ def p_psbdmp(email, from_m="Initial"):
     tasks = []
 
     for dump_time in dump_list:
-        timeline_item = {'date': dump_time['time'],
+        timeline_item = {
+            "date": dump_time["time"],
             "action": "Pastebin : Dump",
-            "icon": "fa-bars"}
+            "icon": "fa-bars",
+        }
         timeline.append(timeline_item)
 
-    total.append({'raw': ''})
-    graphic.append({'dlist': dump_list})
-    graphic.append({'dword': dump_word})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    total.append({"raw": ""})
+    graphic.append({"dlist": dump_list})
+    graphic.append({"dword": dump_word})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
@@ -117,7 +116,7 @@ def t_psbdmp(email, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -125,15 +124,19 @@ def t_psbdmp(email, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'psbdmp'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "psbdmp"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/reddit/reddit_tasks.py b/backend/modules/reddit/reddit_tasks.py
index ea2860fc..72884f14 100644
--- a/backend/modules/reddit/reddit_tasks.py
+++ b/backend/modules/reddit/reddit_tasks.py
@@ -1,91 +1,92 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
-from datetime import datetime
-from collections import Counter
-import time
 import random
+import sys
+import time
 import traceback
+from collections import Counter
+from datetime import datetime
+from pathlib import Path
+
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
-def p_reddit(username, from_m='Initial'):
-    """ Task of Celery that get info from reddit """
+def p_reddit(username, from_m="Initial"):
+    """Task of Celery that get info from reddit"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-reddit.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-reddit.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     user_agents = [
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)',
-        'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)',
-        'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)'
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+        "Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)",
+        "Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)",
+        "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)",
+        "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)",
     ]
 
     lastaction = 0
-    headers = {'User-Agent': random.choice(user_agents)}
-    curts = int(time.time())
+    headers = {"User-Agent": random.choice(user_agents)}
     commentdata = []
     linkdata = []
     timelist = []
     hourseconds = 3600
     houroffset = -7
-    offset = hourseconds*houroffset
+    offset = hourseconds * houroffset
     raw_node = []
 
     # Profile
-    req = requests.get('https://www.reddit.com/user/'+username+'/about.json',
-                      headers=headers)
+    req = requests.get(
+        "https://www.reddit.com/user/" + username + "/about.json",
+        headers=headers,
+        timeout=30,
+    )
     user_status = req.status_code
 
     userdata = {}
@@ -93,59 +94,37 @@ def p_reddit(username, from_m='Initial'):
     hourset = []
     weekset = []
     topics_bubble = []
-    if (user_status == 200):
-        userdata = req.json()['data']
+    if user_status == 200:
+        userdata = req.json()["data"]
         raw_node.append({"profile": userdata})
 
-        # Comments
-        while True:
-            comurl = 'https://api.pushshift.io/reddit/search/comment/?author='+username+'&size=500&before='+str(curts)
-            req = requests.get(comurl, headers=headers)
-
-            tempdata = req.json()['data']
-            commentdata += tempdata
-            try:
-                if tempdata[499]:
-                    curts = tempdata[499]['created_utc']
-            except: break
-
+        # NOTE: Pushshift API was decommissioned in April 2023.
+        # Comment/post history via Pushshift is no longer available.
+        # The subreddit analysis, hour/week charts, and last-activity
+        # features that depended on it will be empty until a replacement
+        # data source is integrated.
+        postdata = []
         raw_node.append({"comments": commentdata})
-        curts = int(time.time())
-
-        # Posts/Submissions
-        while True:
-            linkurl = 'https://api.pushshift.io/reddit/search/submission/?author='+username+'&size=500&before='+str(curts)
-            req = requests.get(linkurl, headers=headers)
-            postdata = req.json()['data']
-            linkdata += postdata
-            try:
-                if postdata[499]:
-                    curts = postdata[499]['created_utc']
-            except: break
-
         raw_node.append({"posts": linkdata})
 
-        if (commentdata):
+        if commentdata:
             # Last activity
-            lastcomment = commentdata[0]['created_utc']
-            lastpost = postdata[0]['created_utc']
-
-            if lastcomment > lastpost:
-                lastaction = lastcomment
-            else: lastaction = lastpost
+            lastcomment = commentdata[0]["created_utc"]
+            lastpost = postdata[0]["created_utc"] if postdata else 0
 
+            lastaction = lastcomment if lastcomment > lastpost else lastpost
 
             # Add all subreddits to a list
             # Add all timed activities to a list
             subList = []
             for x in commentdata:
-                subList.append(x['subreddit'].lower())
-                timelist.append(x['created_utc'])
+                subList.append(x["subreddit"].lower())
+                timelist.append(x["created_utc"])
 
-        if (postdata):
+        if postdata:
             for x in postdata:
-                subList.append(x['subreddit'].lower())
-                timelist.append(x['created_utc'])
+                subList.append(x["subreddit"].lower())
+                timelist.append(x["created_utc"])
 
             # Adjust time for offset
             timelist = [x + offset for x in timelist]
@@ -153,11 +132,11 @@ def p_reddit(username, from_m='Initial'):
             # And create a set for comparison purposes
             sublistset = set(subList)
 
-            location_file = os.path.join(os.path.dirname(
-                os.path.realpath(__file__)), "all-locations.txt")
+            location_file = Path(__file__).resolve().parent / "all-locations.txt"
 
             # Load subreddits from file and check them against comments
-            locList = [line.rstrip('\n').lower() for line in open(location_file)]
+            with open(location_file) as f:
+                locList = [line.rstrip("\n").lower() for line in f]
             loclistset = set(locList)
 
             counter = Counter(subList)
@@ -166,18 +145,17 @@ def p_reddit(username, from_m='Initial'):
             topics = []
             for i in gdata:
                 topics.append({"name": i[0], "count": i[1], "value": i[1]})
-            topics_bubble = {"name": "", "value": 100,
-                                "children": topics}
+            topics_bubble = {"name": "", "value": 100, "children": topics}
 
             newtl = []  # hour list
-            wdlist = [] # weekday list
+            wdlist = []  # weekday list
 
             # fill newtl with HOURs
             for x in timelist:
                 newtl.append(datetime.fromtimestamp(int(x)).hour)
 
             # create hour name list
-            hournames = '00:00 01:00 02:00 03:00 04:00 05:00 06:00 07:00 08:00 09:00 10:00 11:00 12:00 13:00 14:00 15:00 16:00 17:00 18:00 19:00 20:00 21:00 22:00 23:00'.split()
+            hournames = "00:00 01:00 02:00 03:00 04:00 05:00 06:00 07:00 08:00 09:00 10:00 11:00 12:00 13:00 14:00 15:00 16:00 17:00 18:00 19:00 20:00 21:00 22:00 23:00".split()
 
             # deal with HOUR counting
             tgCounter = Counter(newtl)
@@ -186,19 +164,19 @@ def p_reddit(username, from_m='Initial'):
             tgdata = sorted(tgdata)
 
             d = []
-            e = 0
-            for g in hournames:
+            for e, g in enumerate(hournames):
                 try:
                     hourset.append({"name": g, "value": int(tgdata[e][1])})
-                    d.append(tuple([g, tgdata[e][1]]))
-                except:
+                    d.append((g, tgdata[e][1]))
+                except Exception:
                     hourset.append({"name": g, "value": 0})
-                    d.append(tuple([g, 0]))
-                e+=1
+                    d.append((g, 0))
             tgdata = d
 
             # estabish weekday list (0 is Monday in Python-land)
-            weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
+            weekdays = (
+                "Monday Tuesday Wednesday Thursday Friday Saturday Sunday".split()
+            )
             for x in timelist:
                 wdlist.append(datetime.fromtimestamp(int(x)).weekday())
 
@@ -208,15 +186,13 @@ def p_reddit(username, from_m='Initial'):
 
             # change tuple weekday numbers to weekday names
             y = []
-            c = 0
-            for z in weekdays:
+            for c, z in enumerate(weekdays):
                 try:
                     weekset.append({"name": z, "value": int(wddata[c][1])})
-                    y.append(tuple([z, wddata[c][1]]))
-                except:
+                    y.append((z, wddata[c][1]))
+                except Exception:
                     weekset.append({"name": z, "value": 0})
-                    y.append(tuple([z, 0]))
-                c+=1
+                    y.append((z, 0))
             wddata = y
 
     else:
@@ -224,13 +200,13 @@ def p_reddit(username, from_m='Initial'):
 
     # Total
     total = []
-    total.append({'module': 'reddit'})
-    total.append({'param': username})
+    total.append({"module": "reddit"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     # Profile Array
     profile = []
@@ -240,120 +216,155 @@ def p_reddit(username, from_m='Initial'):
 
     gather = []
     link_social = "Reddit"
-    gather_item = {"name-node": "Reddit", "title": "Reddit",
-                   "subtitle": "", "icon": "fab fa-reddit-alien",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Reddit",
+        "title": "Reddit",
+        "subtitle": "",
+        "icon": "fab fa-reddit-alien",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
     # import pdb;pdb.set_trace()
-    if (userdata.get("name", "") != ""):
-        gather_item = {"name-node": "RedditName",
-                        "title": "Name",
-                        "subtitle": userdata.get("name", ""),
-                        "icon": "fas fa-user-circle",
-                        "link": link_social}
+    if userdata.get("name", "") != "":
+        gather_item = {
+            "name-node": "RedditName",
+            "title": "Name",
+            "subtitle": userdata.get("name", ""),
+            "icon": "fas fa-user-circle",
+            "link": link_social,
+        }
         gather.append(gather_item)
-        profile_item = {'name': userdata.get("name", "")}
+        profile_item = {"name": userdata.get("name", "")}
         profile.append(profile_item)
 
-    if (userdata.get("icon_img", "") != ""):
-        gather_item = {"name-node": "Redditphoto",
-                        "title": "Reddit",
-                        "subtitle": "",
-                        "picture": userdata.get("icon_img", ""),
-                        "link": link_social}
+    if userdata.get("icon_img", "") != "":
+        gather_item = {
+            "name-node": "Redditphoto",
+            "title": "Reddit",
+            "subtitle": "",
+            "picture": userdata.get("icon_img", ""),
+            "link": link_social,
+        }
         gather.append(gather_item)
-        photo_item = {"name-node": "Reddit",
-                    "title": "Reddit",
-                    "subtitle": "",
-                    "picture": userdata.get("icon_img", ""),
-                    "link": "Photos"}
-        profile.append({'photos': [photo_item]})
+        photo_item = {
+            "name-node": "Reddit",
+            "title": "Reddit",
+            "subtitle": "",
+            "picture": userdata.get("icon_img", ""),
+            "link": "Photos",
+        }
+        profile.append({"photos": [photo_item]})
 
     # if (sublistset.intersection(loclistset)):
-    if (loclistset):
-        gather_item = {"name-node": "RedditLocation",
-                        "title": "Location",
-                        "subtitle": str(sublistset.intersection(
-                            loclistset)),
-                        "icon": "fas fa-map-marker-alt",
-                        "link": link_social}
+    if loclistset:
+        gather_item = {
+            "name-node": "RedditLocation",
+            "title": "Location",
+            "subtitle": str(sublistset.intersection(loclistset)),
+            "icon": "fas fa-map-marker-alt",
+            "link": link_social,
+        }
         gather.append(gather_item)
-        profile_item = {'location': str(sublistset.intersection(loclistset))}
+        profile_item = {"location": str(sublistset.intersection(loclistset))}
         profile.append(profile_item)
 
-    if (userdata.get("comment_karma", "") != ""):
-        gather_item = {"name-node": "Redditcommentkarma",
-                        "title": "Comment Karma",
-                        "subtitle": userdata.get("comment_karma", ""),
-                        "icon": "fas fa-comments",
-                        "link": link_social}
+    if userdata.get("comment_karma", "") != "":
+        gather_item = {
+            "name-node": "Redditcommentkarma",
+            "title": "Comment Karma",
+            "subtitle": userdata.get("comment_karma", ""),
+            "icon": "fas fa-comments",
+            "link": link_social,
+        }
         gather.append(gather_item)
 
-    if (len(commentdata)):
-        gather_item = {"name-node": "Redditcomment",
-                        "title": "Comments",
-                        "subtitle": str(len(commentdata)),
-                        "icon": "far fa-comments",
-                        "link": link_social}
+    if len(commentdata):
+        gather_item = {
+            "name-node": "Redditcomment",
+            "title": "Comments",
+            "subtitle": str(len(commentdata)),
+            "icon": "far fa-comments",
+            "link": link_social,
+        }
         gather.append(gather_item)
 
-    if (userdata.get("link_karma", "") != ""):
-        gather_item = {"name-node": "Redditlinkkarma",
-                        "title": "Link Karma",
-                        "subtitle": userdata.get("link_karma", ""),
-                        "icon": "fas fa-link",
-                        "link": link_social}
+    if userdata.get("link_karma", "") != "":
+        gather_item = {
+            "name-node": "Redditlinkkarma",
+            "title": "Link Karma",
+            "subtitle": userdata.get("link_karma", ""),
+            "icon": "fas fa-link",
+            "link": link_social,
+        }
         gather.append(gather_item)
 
-    if (len(commentdata)):
-        gather_item = {"name-node": "Redditlink",
-                        "title": "Links",
-                        "subtitle": str(len(linkdata)),
-                        "icon": "fas fa-link",
-                        "link": link_social}
+    if len(commentdata):
+        gather_item = {
+            "name-node": "Redditlink",
+            "title": "Links",
+            "subtitle": str(len(linkdata)),
+            "icon": "fas fa-link",
+            "link": link_social,
+        }
         gather.append(gather_item)
 
-    if (userdata.get("has_verified_email", "") != ""):
-        gather_item = {"name-node": "RedditEmail",
-                        "title": "Verified Email",
-                        "subtitle": userdata.get("has_verified_email", ""),
-                        "icon": "fas fa-at",
-                        "link": link_social}
+    if userdata.get("has_verified_email", "") != "":
+        gather_item = {
+            "name-node": "RedditEmail",
+            "title": "Verified Email",
+            "subtitle": userdata.get("has_verified_email", ""),
+            "icon": "fas fa-at",
+            "link": link_social,
+        }
         gather.append(gather_item)
 
-    if (userdata.get("subreddit", "") != "" and userdata.get("subreddit", "").get("public_description", "") != ""):
-        gather_item = {"name-node": "RedditBio",
-                        "title": "Bio",
-                        "subtitle": userdata.get("subreddit", "").
-                            get("public_description", ""),
-                        "icon": "fas fa-heartbeat",
-                        "link": link_social}
+    if (
+        userdata.get("subreddit", "") != ""
+        and userdata.get("subreddit", "").get("public_description", "") != ""
+    ):
+        gather_item = {
+            "name-node": "RedditBio",
+            "title": "Bio",
+            "subtitle": userdata.get("subreddit", "").get("public_description", ""),
+            "icon": "fas fa-heartbeat",
+            "link": link_social,
+        }
         gather.append(gather_item)
 
-    if (userdata.get("created_utc", "") != ""):
-        gather_item = {"name-node": "RedditCreate",
-                        "title": "Created",
-                        "subtitle": str(datetime.fromtimestamp(
-                            userdata.get("created_utc", ""))),
-                        "icon": "fas fa-calendar-alt",
-                        "link": link_social}
+    if userdata.get("created_utc", "") != "":
+        gather_item = {
+            "name-node": "RedditCreate",
+            "title": "Created",
+            "subtitle": str(datetime.fromtimestamp(userdata.get("created_utc", ""))),
+            "icon": "fas fa-calendar-alt",
+            "link": link_social,
+        }
         gather.append(gather_item)
-        timeline.append({'action': 'Reddit',
-                        'date': str(datetime.fromtimestamp(
-                            userdata['created_utc'])),
-                        'desc': 'Reddit creation account date'})
-
-    if (lastaction):
-        gather_item = {"name-node": "RedditLast",
-                        "title": "Last",
-                        "subtitle": str(datetime.fromtimestamp(lastaction)),
-                        "icon": "far fa-calendar-alt",
-                        "link": link_social}
+        timeline.append(
+            {
+                "action": "Reddit",
+                "date": str(datetime.fromtimestamp(userdata["created_utc"])),
+                "desc": "Reddit creation account date",
+            }
+        )
+
+    if lastaction:
+        gather_item = {
+            "name-node": "RedditLast",
+            "title": "Last",
+            "subtitle": str(datetime.fromtimestamp(lastaction)),
+            "icon": "far fa-calendar-alt",
+            "link": link_social,
+        }
         gather.append(gather_item)
-        timeline.append({'action': 'Reddit',
-                        'date': str(datetime.fromtimestamp(lastaction)),
-                        'desc': 'Reddit last action'})
+        timeline.append(
+            {
+                "action": "Reddit",
+                "date": str(datetime.fromtimestamp(lastaction)),
+                "desc": "Reddit last action",
+            }
+        )
 
     # Graphic Array
     graphic = []
@@ -361,20 +372,20 @@ def p_reddit(username, from_m='Initial'):
     # Bios Array
     # bios = []
 
-    total.append({'raw': raw_node})
-    graphic.append({'social': gather})
-    graphic.append({'hour': hourset})
-    graphic.append({'week': weekset})
-    graphic.append({'topics': topics_bubble})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw_node})
+    graphic.append({"social": gather})
+    graphic.append({"hour": hourset})
+    graphic.append({"week": weekset})
+    graphic.append({"topics": topics_bubble})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
 
 @celery.task
-def t_reddit(user, from_m='Initial'):
+def t_reddit(user, from_m="Initial"):
     total = []
     tic = time.perf_counter()
     try:
@@ -382,7 +393,7 @@ def t_reddit(user, from_m='Initial'):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -392,13 +403,17 @@ def t_reddit(user, from_m='Initial'):
         traceback_text = traceback.format_exc()
         total.append({"module": "reddit"})
         total.append({"param": user})
-        total.append({'validation': 'not_used'})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/search/search_tasks.py b/backend/modules/search/search_tasks.py
index c6d2c738..1a4627da 100644
--- a/backend/modules/search/search_tasks.py
+++ b/backend/modules/search/search_tasks.py
@@ -1,42 +1,44 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
+import collections
+import contextlib
 import json
-import requests
+import re
+import sys
 import traceback
+from pathlib import Path
 from shutil import rmtree
+from time import time
+
+from search_engine_parser.core.engines.baidu import Search as BaiduSearch
+
 # from search_engine_parser import YahooSearch, GoogleSearch, BingSearch
 from search_engine_parser.core.engines.bing import Search as BingSearch
+from search_engine_parser.core.engines.duckduckgo import Search as DuckDuckGoSearch
 from search_engine_parser.core.engines.google import Search as GoogleSearch
 from search_engine_parser.core.engines.yahoo import Search as YahooSearch
-from search_engine_parser.core.engines.duckduckgo import Search as DuckDuckGoSearch
 from search_engine_parser.core.engines.yandex import Search as YandexSearch
-from search_engine_parser.core.engines.baidu import Search as BaiduSearch
-import re
-import urllib.parse
-import collections
-from fuzzywuzzy import process
-from time import gmtime, strftime, time
+from thefuzz import process
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
@@ -47,10 +49,7 @@ def name_match(names, data):
     for name in names:
         if name in data:
             matchs = matchs + 1
-    if matchs >= min_matching:
-        return True
-    else:
-        return False
+    return matchs >= min_matching
 
 
 def simple_analysis(source, type_s, username, data, output):
@@ -58,20 +57,20 @@ def simple_analysis(source, type_s, username, data, output):
     # https://www.facebook.com/public/Jezer-Ferreira
     # https://www.instagram.com/p/BtRNU3vlf1I/ (Descartar)
     # Initialize
-    urls = [] if ('urls' not in output) else output['urls']
-    usernames = [] if ('usernames' not in output) else output['usernames']
-    names = [] if ('names' not in output) else output['names']
-    social = [] if ('social' not in output) else output['social']
-    users = [] if ('users' not in output) else output['users']
-    hashtags = [] if ('hashtags' not in output) else output['hashtags']
-    emails = [] if ('emails' not in output) else output['emails']
+    urls = output.get("urls", [])
+    usernames = output.get("usernames", [])
+    names = output.get("names", [])
+    social = output.get("social", [])
+    users = output.get("users", [])
+    hashtags = output.get("hashtags", [])
+    emails = output.get("emails", [])
 
     # Decode URL
     print("+++++++++++++++++++++++++++++++++++++++++++")
     print(source)
     print("+++++++++++++++++++++++++++++++++++++++++++")
-    print("Data 0 :\n{}".format(data[0]))
-    print("Data 1 :\n{}".format(data[1]))
+    print(f"Data 0 :\n{data[0]}")
+    print(f"Data 1 :\n{data[1]}")
     # match_decode = re.match("(https?)(.*)(https?[^/]*)(.*)$", data[1])
     # if (match_decode):
     #     data[1] = urllib.parse.unquote_plus(match_decode.groups()[2])
@@ -83,290 +82,407 @@ def simple_analysis(source, type_s, username, data, output):
     #                          "?[a-z0-9\.]*?(twitter+)\.[a-z]{2,5}(:[0-9]" +
     #                          "{1,5})?\/(.*?)(%3|\/|&)(.*)", data[1])
     # New REGEX with w+
-    match_twitter = re.match("^(https:\/\/www.google.com\/url\?q=|)(http:\/" +
-                             "\/www\.|https:\/\/www\.|http:\/\/|https:\/\/)" +
-                             "?[a-z0-9\.]*?(twitter+)\.[a-z]{2,5}(:[0-9]" +
-                             "{1,5})?\/(\w+)", data[1])
-    if (match_twitter):
+    match_twitter = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)(http:\/"
+        + r"\/www\.|https:\/\/www\.|http:\/\/|https:\/\/)"
+        + r"?[a-z0-9\.]*?(twitter+)\.[a-z]{2,5}(:[0-9]"
+        + r"{1,5})?\/(\w+)",
+        data[1],
+    )
+    if match_twitter:
         twitter_user = ""
-        if ('/' in match_twitter.groups()[4]):
-            twitter_user = match_twitter.groups()[4].split('/')[0]
+        if "/" in match_twitter.groups()[4]:
+            twitter_user = match_twitter.groups()[4].split("/")[0]
         else:
             twitter_user = match_twitter.groups()[4]
-        if ('?' in twitter_user):
-            twitter_user = twitter_user.split('?')[0]
-        if ('%40' in twitter_user):
-            twitter_user = twitter_user.replace('%40', '')
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": twitter_user,
-                          "rrss": "twitter"})
+        if "?" in twitter_user:
+            twitter_user = twitter_user.split("?")[0]
+        if "%40" in twitter_user:
+            twitter_user = twitter_user.replace("%40", "")
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": twitter_user,
+                "rrss": "twitter",
+            }
+        )
         twitter_name = ""
-        match_name = re.match("^(Media Tweets by )?(.*)\(@(.*)\) \| Twitter",
-                              data[0])
-        if (match_name):
+        match_name = re.match(r"^(Media Tweets by )?(.*)\(@(.*)\) \| Twitter", data[0])
+        if match_name:
             twitter_name = match_name.groups()[1].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": twitter_name,
-                          "rrss": "twitter"})
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": twitter_name,
+                    "rrss": "twitter",
+                }
+            )
         match_name_o = re.match("^(.*) on Twitter: (.*)$", data[0])
-        if (match_name_o):
+        if match_name_o:
             twitter_name = match_name_o.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": twitter_name,
-                          "rrss": "twitter"})
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": twitter_name,
+                    "rrss": "twitter",
+                }
+            )
             # ^(.*) on Twitter: (.*)$
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": twitter_name,
-                       "user": twitter_user,
-                       "rrss": "twitter"})
-
-    match_github = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                            "(http:\/\/www\.|https:\/\/www\.|http:\/\/|http" +
-                            "s:\/\/)?[a-z0-9\.]*?(github+)\.[a-z]{2,5}(:[0-9" +
-                            "]{1,5})?\/(.*?)(%3|\/|&)(.*)", data[1])
-    if (match_github):
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": twitter_name,
+                "user": twitter_user,
+                "rrss": "twitter",
+            }
+        )
+
+    match_github = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|http"
+        + r"s:\/\/)?[a-z0-9\.]*?(github+)\.[a-z]{2,5}(:[0-9"
+        + r"]{1,5})?\/(.*?)(%3|\/|&)(.*)",
+        data[1],
+    )
+    if match_github:
         github_user = ""
-        if ('/' in match_github.groups()[4]):
-            github_user = match_github.groups()[4].split('/')[0]
+        if "/" in match_github.groups()[4]:
+            github_user = match_github.groups()[4].split("/")[0]
         else:
             github_user = match_github.groups()[4]
-        if ('?' in github_user):
-            github_user = github_user.split('?')[0]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": github_user,
-                          "rrss": "github"})
-        match_name = re.match("(.*)\((.*)\) · GitHub", data[0])
+        if "?" in github_user:
+            github_user = github_user.split("?")[0]
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": github_user,
+                "rrss": "github",
+            }
+        )
+        match_name = re.match(r"(.*)\((.*)\) · GitHub", data[0])
         github_name = ""
-        if (match_name):
+        if match_name:
             github_name = match_name.groups()[1].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": github_name,
-                          "rrss": "github"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": github_name,
-                       "user": github_user,
-                       "rrss": "github"})
-
-    match_instagram = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                               "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                               "https:\/\/)?[a-z0-9\.]*?(instagram+)\.[a-z]" +
-                               "{2,5}(:[0-9]{1,5})?\/([^p].*?)(%3|\/)(.*)"
-                               , data[1])
-    if (match_instagram):
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": github_name,
+                    "rrss": "github",
+                }
+            )
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": github_name,
+                "user": github_user,
+                "rrss": "github",
+            }
+        )
+
+    match_instagram = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|"
+        + r"https:\/\/)?[a-z0-9\.]*?(instagram+)\.[a-z]"
+        + r"{2,5}(:[0-9]{1,5})?\/([^p].*?)(%3|\/)(.*)",
+        data[1],
+    )
+    if match_instagram:
         instagram_user = ""
-        if ('/' in match_instagram.groups()[4]):
-            instagram_user = match_instagram.groups()[4].split('/')[0]
+        if "/" in match_instagram.groups()[4]:
+            instagram_user = match_instagram.groups()[4].split("/")[0]
         else:
             instagram_user = match_instagram.groups()[4]
-        if ('?' in instagram_user):
-            instagram_user = instagram_user.split('?')[0]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": instagram_user,
-                          "rrss": "instagram"})
-        match_name = re.match("(.*)\((.*)\)(.*)?Instagram(.*)?", data[0])
+        if "?" in instagram_user:
+            instagram_user = instagram_user.split("?")[0]
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": instagram_user,
+                "rrss": "instagram",
+            }
+        )
+        match_name = re.match(r"(.*)\((.*)\)(.*)?Instagram(.*)?", data[0])
         instagram_name = ""
-        if (match_name):
+        if match_name:
             instagram_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": instagram_name,
-                          "rrss": "instagram"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": instagram_name,
-                       "user": instagram_user,
-                       "rrss": "instagram"})
-
-    match_keybase = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                             "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                             "https:\/\/)?[a-z0-9\.]*?(keybase+)\.[a-z]" +
-                             "{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)", data[1])
-    if (match_keybase):
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": instagram_name,
+                    "rrss": "instagram",
+                }
+            )
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": instagram_name,
+                "user": instagram_user,
+                "rrss": "instagram",
+            }
+        )
+
+    match_keybase = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|"
+        + r"https:\/\/)?[a-z0-9\.]*?(keybase+)\.[a-z]"
+        + r"{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)",
+        data[1],
+    )
+    if match_keybase:
         keybase_user = ""
-        if ('/' in match_keybase.groups()[4]):
-            keybase_user = match_keybase.groups()[4].split('/')[0]
+        if "/" in match_keybase.groups()[4]:
+            keybase_user = match_keybase.groups()[4].split("/")[0]
         else:
             keybase_user = match_keybase.groups()[4]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": keybase_user,
-                          "rrss": "keybase"})
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": keybase_user,
+                "rrss": "keybase",
+            }
+        )
         keybase_name = ""
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": keybase_name,
-                       "user": keybase_user,
-                       "rrss": "keybase"})
-
-    match_linkedin = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                              "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                              "https:\/\/)?[a-z0-9\.]*?(linkedin+)\.[a-z]" +
-                              "{2,5}(:[0-9]{1,5})?\/in\/(.*?)(%3|\/|&)(.*)"
-                              , data[1])
-    if (match_linkedin):
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": keybase_name,
+                "user": keybase_user,
+                "rrss": "keybase",
+            }
+        )
+
+    match_linkedin = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|"
+        + r"https:\/\/)?[a-z0-9\.]*?(linkedin+)\.[a-z]"
+        + r"{2,5}(:[0-9]{1,5})?\/in\/(.*?)(%3|\/|&)(.*)",
+        data[1],
+    )
+    if match_linkedin:
         linkedin_user = ""
-        if ('/' in match_linkedin.groups()[4]):
-            linkedin_user = match_linkedin.groups()[4].split('/')[0]
+        if "/" in match_linkedin.groups()[4]:
+            linkedin_user = match_linkedin.groups()[4].split("/")[0]
         else:
             linkedin_user = match_linkedin.groups()[4]
-        if ('?' in linkedin_user):
-            linkedin_user = linkedin_user.split('?')[0]
-        if (linkedin_user.count("-") < 2):
-            usernames.append({"source": source,
-                              "type": type_s,
-                              "usernames": linkedin_user,
-                              "rrss": "linkedin"})
-            match_name = re.match("^(.*?) \- (.*)", data[0])
+        if "?" in linkedin_user:
+            linkedin_user = linkedin_user.split("?")[0]
+        if linkedin_user.count("-") < 2:
+            usernames.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "usernames": linkedin_user,
+                    "rrss": "linkedin",
+                }
+            )
+            match_name = re.match(r"^(.*?) \- (.*)", data[0])
             linkedin_name = ""
-            if (match_name):
+            if match_name:
                 linkedin_name = match_name.groups()[0].strip()
-                names.append({"source": source,
-                              "type": type_s,
-                              "name": linkedin_name,
-                              "rrss": "linkedin"})
-            social.append({"source": source,
-                           "type": type_s,
-                           "name": linkedin_name,
-                           "user": linkedin_user,
-                           "rrss": "linkedin"})
-
-    match_facebook = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                              "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                              "https:\/\/)?[a-z0-9\.]*?(facebook+)\.[a-z]" +
-                              "{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)"
-                              , data[1])
-    if (match_facebook):
+                names.append(
+                    {
+                        "source": source,
+                        "type": type_s,
+                        "name": linkedin_name,
+                        "rrss": "linkedin",
+                    }
+                )
+            social.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": linkedin_name,
+                    "user": linkedin_user,
+                    "rrss": "linkedin",
+                }
+            )
+
+    match_facebook = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|"
+        + r"https:\/\/)?[a-z0-9\.]*?(facebook+)\.[a-z]"
+        + r"{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)",
+        data[1],
+    )
+    if match_facebook:
         facebook_user = ""
-        if ('public' in match_facebook.groups()[4]):
+        if "public" in match_facebook.groups()[4]:
             facebook_user = match_facebook.groups()[6]
-        elif ('/' in match_facebook.groups()[4]):
-            facebook_user = match_facebook.groups()[4].split('/')[0]
+        elif "/" in match_facebook.groups()[4]:
+            facebook_user = match_facebook.groups()[4].split("/")[0]
         else:
             facebook_user = match_facebook.groups()[4]
-        if ('?' in facebook_user):
-            facebook_user = facebook_user.split('?')[0]
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": facebook_user,
-                          "rrss": "facebook"})
+        if "?" in facebook_user:
+            facebook_user = facebook_user.split("?")[0]
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": facebook_user,
+                "rrss": "facebook",
+            }
+        )
         # match_name = re.match("^(.*?) \| (.*)", data[0])
-        match_name = re.match("^(.*?)( News - Home)? \| (.*)", data[0])
+        match_name = re.match(r"^(.*?)( News - Home)? \| (.*)", data[0])
         facebook_name = ""
-        if (match_name):
+        if match_name:
             facebook_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": facebook_name,
-                          "rrss": "facebook"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": facebook_name,
-                       "user": facebook_user,
-                       "rrss": "facebook"})
-
-    match_pinterest = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                               "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                               "https:\/\/)?[a-z0-9\.]*?(pinterest+)\.[a-z]" +
-                               "{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)"
-                              , data[1])
-    if (match_pinterest):
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": facebook_name,
+                    "rrss": "facebook",
+                }
+            )
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": facebook_name,
+                "user": facebook_user,
+                "rrss": "facebook",
+            }
+        )
+
+    match_pinterest = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|"
+        + r"https:\/\/)?[a-z0-9\.]*?(pinterest+)\.[a-z]"
+        + r"{2,5}(:[0-9]{1,5})?\/(.*?)(%3|\/|&)(.*)",
+        data[1],
+    )
+    if match_pinterest:
         pinterest_user = ""
-        if ('/' in match_pinterest.groups()[4].strip("/")):
-            pinterest_user = match_pinterest.groups()[4].split('/')[0]
-        elif ("/pin/" not in match_pinterest.groups()[4].strip('/')):
-            pinterest_user = match_pinterest.groups()[4].strip('/')
-
-        if ('?' in pinterest_user):
-            pinterest_user = pinterest_user.split('?')[0]
-
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": pinterest_user,
-                          "rrss": "pinterest"})
-        match_name = re.match("^(.*?) \((.*)\)(.*)?Pinterest(.*)?$", data[0])
+        if "/" in match_pinterest.groups()[4].strip("/"):
+            pinterest_user = match_pinterest.groups()[4].split("/")[0]
+        elif "/pin/" not in match_pinterest.groups()[4].strip("/"):
+            pinterest_user = match_pinterest.groups()[4].strip("/")
+
+        if "?" in pinterest_user:
+            pinterest_user = pinterest_user.split("?")[0]
+
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": pinterest_user,
+                "rrss": "pinterest",
+            }
+        )
+        match_name = re.match(r"^(.*?) \((.*)\)(.*)?Pinterest(.*)?$", data[0])
         pinterest_name = ""
-        if (match_name):
+        if match_name:
             pinterest_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": pinterest_name,
-                          "rrss": "pinterest"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": pinterest_name,
-                       "user": pinterest_user,
-                       "rrss": "pinterest"})
-
-    match_tiktok = re.match("^(https:\/\/www.google.com\/url\?q=|)" +
-                            "(http:\/\/www\.|https:\/\/www\.|http:\/\/|" +
-                            "https:\/\/)?[a-z0-9\.]*?(tiktok+)\.[a-z]" +
-                            "{2,5}(:[0-9]{1,5})?\/%40(\w+)"
-                            , data[1])
-    if (match_tiktok):
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": pinterest_name,
+                    "rrss": "pinterest",
+                }
+            )
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": pinterest_name,
+                "user": pinterest_user,
+                "rrss": "pinterest",
+            }
+        )
+
+    match_tiktok = re.match(
+        r"^(https:\/\/www.google.com\/url\?q=|)"
+        + r"(http:\/\/www\.|https:\/\/www\.|http:\/\/|"
+        + r"https:\/\/)?[a-z0-9\.]*?(tiktok+)\.[a-z]"
+        + r"{2,5}(:[0-9]{1,5})?\/%40(\w+)",
+        data[1],
+    )
+    if match_tiktok:
         tiktok_user = ""
-        if ('/' in match_tiktok.groups()[4].strip("/")):
-            tiktok_user = match_tiktok.groups()[4].split('/')[0]
-        elif ("/pin/" not in match_tiktok.groups()[4].strip('/')):
-            tiktok_user = match_tiktok.groups()[4].strip('/')
-
-        if ('?' in tiktok_user):
-            tiktok_user = tiktok_user.split('?')[0]
-
-        usernames.append({"source": source,
-                          "type": type_s,
-                          "usernames": tiktok_user,
-                          "rrss": "tiktok"})
-        match_name = re.match("^(.*) \(@(\w+)\) Official TikTok .*"
-                              , data[0])
+        if "/" in match_tiktok.groups()[4].strip("/"):
+            tiktok_user = match_tiktok.groups()[4].split("/")[0]
+        elif "/pin/" not in match_tiktok.groups()[4].strip("/"):
+            tiktok_user = match_tiktok.groups()[4].strip("/")
+
+        if "?" in tiktok_user:
+            tiktok_user = tiktok_user.split("?")[0]
+
+        usernames.append(
+            {
+                "source": source,
+                "type": type_s,
+                "usernames": tiktok_user,
+                "rrss": "tiktok",
+            }
+        )
+        match_name = re.match(r"^(.*) \(@(\w+)\) Official TikTok .*", data[0])
         tiktok_name = ""
-        if (match_name):
+        if match_name:
             tiktok_name = match_name.groups()[0].strip()
-            names.append({"source": source,
-                          "type": type_s,
-                          "name": tiktok_name,
-                          "rrss": "tiktok"})
-        social.append({"source": source,
-                       "type": type_s,
-                       "name": tiktok_name,
-                       "user": tiktok_user,
-                       "rrss": "tiktok"})
-
-    if (username in data[1]):
+            names.append(
+                {
+                    "source": source,
+                    "type": type_s,
+                    "name": tiktok_name,
+                    "rrss": "tiktok",
+                }
+            )
+        social.append(
+            {
+                "source": source,
+                "type": type_s,
+                "name": tiktok_name,
+                "user": tiktok_user,
+                "rrss": "tiktok",
+            }
+        )
+
+    if username in data[1]:
         urls.append(data[1])
 
     # Hashtags and emails
-    s_tags = re.findall(r'(?:\#+[\w_]+[\w\'_\-]*[\w_]+)', data[0])
-    s_tags = s_tags + re.findall(r'(?:\#+[\w_]+[\w\'_\-]*[\w_]+)', data[2])
-    s_email = re.findall(r'^([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})$', data[0])
-    s_email = s_email + re.findall(r'^([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})$', data[2])
-    s_user = re.findall(r'(\@[\w\-]+)', data[0])
-    s_user = s_user + re.findall(r'(\@[\w\-]+)', data[2])
-
-    if (s_tags):
+    s_tags = re.findall(r"(?:\#+[\w_]+[\w\'_\-]*[\w_]+)", data[0])
+    s_tags = s_tags + re.findall(r"(?:\#+[\w_]+[\w\'_\-]*[\w_]+)", data[2])
+    s_email = re.findall(
+        r"^([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})$", data[0]
+    )
+    s_email = s_email + re.findall(
+        r"^([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})$", data[2]
+    )
+    s_user = re.findall(r"(\@[\w\-]+)", data[0])
+    s_user = s_user + re.findall(r"(\@[\w\-]+)", data[2])
+
+    if s_tags:
         for h in s_tags:
             hashtags.append({"label": h})
-    if (s_email):
+    if s_email:
         for e in s_email:
             emails.append({"label": e})
-    if (s_user):
+    if s_user:
         for u in s_user:
             users.append({"label": u})
 
-    output['urls'] = urls
-    output['usernames'] = usernames
-    output['names'] = names
-    output['social'] = social
-    output['users'] = users
-    output['emails'] = emails
-    output['hashtags'] = hashtags
+    output["urls"] = urls
+    output["usernames"] = usernames
+    output["names"] = names
+    output["social"] = social
+    output["users"] = users
+    output["emails"] = emails
+    output["hashtags"] = hashtags
 
     return output
 
@@ -378,45 +494,40 @@ def deep_analysis(names, usernames, searcher, data, output):
     #     data[1] = urllib.parse.unquote_plus(match_decode.groups()[2])
 
     # Initialize
-    urls = [] if ('urls' not in output) else output['urls']
-    search = [] if ('search' not in output) else output['search']
-    rawresult = [] if ('rawresult' not in output) else output['rawresult']
+    urls = output.get("urls", [])
+    search = output.get("search", [])
+    rawresult = output.get("rawresult", [])
 
-    if (searcher == "google"):
+    if searcher == "google":
         icon = "fab fa-google"
-    elif (searcher == "yahoo"):
+    elif searcher == "yahoo":
         icon = "fab fa-yahoo"
-    elif (searcher == "bing"):
+    elif searcher == "bing":
         icon = "fab fa-windows"
-    elif (searcher == "duckduckgo"):
+    elif searcher == "duckduckgo":
         icon = "fas fa-kiwi-bird"
-    elif (searcher == "yandex"):
+    elif searcher == "yandex":
         icon = "fab fa-yandex-international"
-    elif (searcher == "baidu"):
+    elif searcher == "baidu":
         icon = "fas fa-paw"
     else:
         icon = "fas fa-search"
 
-    if searcher == 'google':
-        end = ' '
-    elif searcher == 'yahoo':
-        end = '  '
-    elif searcher == 'bing':
-        end = '   '
-    elif searcher == 'duckduckgo':
-        end = '    '
-    elif searcher == 'yandex':
-        end = '     '
-    elif searcher == 'baidu':
-        end = '      '
-
-    rawresult_item = {"name-node": "References", "title": data[0] + end,
-                      "subtitle": "",
-                      "icon": icon,
-                      "simple": data[0],
-                      "url": data[1],
-                      "desc": data[2],
-                      "link": searcher}
+    # Build a unique title that includes the searcher name, so that
+    # the d3 graph (which uses title as a cache key) keeps separate
+    # nodes for the same headline coming from different search engines.
+    unique_title = f"{data[0]} [{searcher}]"
+
+    rawresult_item = {
+        "name-node": "References",
+        "title": unique_title,
+        "subtitle": "",
+        "icon": icon,
+        "simple": data[0],
+        "url": data[1],
+        "desc": data[2],
+        "link": searcher,
+    }
     rawresult.append(rawresult_item)
 
     search_included = False
@@ -425,84 +536,105 @@ def deep_analysis(names, usernames, searcher, data, output):
         if user in data[1]:
             if data[1] not in urls:
                 urls.append(data[1])
-                output['urls'] = urls
+                output["urls"] = urls
 
             search_included = True
-            search_item = {"name-node": "References", "title": data[0] + end,
-                           "subtitle": "",
-                           "icon": icon,
-                           "help": "Title : " + data[0] + "\nURL : " +
-                           data[1] + "\nDesc : " + data[2],
-                           "simple": data[0],
-                           "url": data[1],
-                           "desc": data[2],
-                           "link": searcher}
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": "",
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
             search.append(search_item)
 
     # Evaluate names in urls
     if not search_included:
         # Title
-        if (name_match(names, data[0])):
+        if name_match(names, data[0]):
             search_included = True
-            search_item = {"name-node": "References", "title": data[0] + end,
-                           "subtitle": "",
-                           "icon": icon,
-                           "help": "Title : " + data[0] + "\nURL : " +
-                           data[1] + "\nDesc : " + data[2],
-                           "simple": data[0],
-                           "url": data[1],
-                           "desc": data[2],
-                           "link": searcher}
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": "",
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
             search.append(search_item)
         # Url (This makes no sense)
-        if not search_included:
-            if (name_match(names, data[1])):
-                search_included = True
-                search_item = {"name-node": "References", "title": data[0] +
-                               end,
-                               "subtitle": "",
-                               "icon": icon,
-                               "help": "Title : " + data[0] + "\nURL : " +
-                               data[1] + "\nDesc : " + data[2],
-                               "simple": data[0],
-                               "url": data[1],
-                               "desc": data[2],
-                               "link": searcher}
-                search.append(search_item)
+        if not search_included and name_match(names, data[1]):
+            search_included = True
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": "",
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
+            search.append(search_item)
         # Desc
-        if not search_included:
-            if (name_match(names, data[2])):
-                search_included = True
-                search_item = {"name-node": "References", "title": data[0] +
-                               end,
-                               "subtitle": data[1],
-                               "icon": icon,
-                               "help": "Title : " + data[0] + "\nURL : " +
-                               data[1] + "\nDesc : " + data[2],
-                               "simple": data[0],
-                               "url": data[1],
-                               "desc": data[2],
-                               "link": searcher}
-                search.append(search_item)
-
-    output['rawresult'] = rawresult
-    output['search'] = search
+        if not search_included and name_match(names, data[2]):
+            search_included = True
+            search_item = {
+                "name-node": "References",
+                "title": unique_title,
+                "subtitle": data[1],
+                "icon": icon,
+                "help": "Title : "
+                + data[0]
+                + "\nURL : "
+                + data[1]
+                + "\nDesc : "
+                + data[2],
+                "simple": data[0],
+                "url": data[1],
+                "desc": data[2],
+                "link": searcher,
+            }
+            search.append(search_item)
+
+    output["rawresult"] = rawresult
+    output["search"] = search
     return output
 
 
 def p_search(username, from_m="Initial"):
-    """ Task of Celery that get info from searchers """
+    """Task of Celery that get info from searchers"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-search.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-search.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.info(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
@@ -512,13 +644,8 @@ def p_search(username, from_m="Initial"):
     output = {}
 
     # Fix : eliminate cache directory
-    try:
+    with contextlib.suppress(Exception):
         rmtree("cache")
-    except Exception:
-        pass
-
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
 
     search_args = (username, 1)
 
@@ -566,88 +693,129 @@ def p_search(username, from_m="Initial"):
         "Bing": bresults,
         "Yandex": aresults,
         "Baidu": uresults,
-        "DuckDuckGo": dresults}
+        "DuckDuckGo": dresults,
+    }
 
     print(raw_node)
-    if (raw_node['Google'] != []):
-        for i in range(len(raw_node['Google']['titles'])):
+    if raw_node["Google"]:
+        for i in range(len(raw_node["Google"]["titles"])):
             try:
-                output = simple_analysis("google", "username", username,
-                                [raw_node['Google']['titles'][i],
-                                raw_node['Google']['links'][i],
-                                raw_node['Google']['descriptions'][i],
-                                ], output)
+                output = simple_analysis(
+                    "google",
+                    "username",
+                    username,
+                    [
+                        raw_node["Google"]["titles"][i],
+                        raw_node["Google"]["links"][i],
+                        raw_node["Google"]["descriptions"][i],
+                    ],
+                    output,
+                )
             except Exception:
                 continue
-    if (raw_node['Yahoo'] != []):
-        for i in range(len(raw_node['Yahoo']['titles'])):
+    if raw_node["Yahoo"]:
+        for i in range(len(raw_node["Yahoo"]["titles"])):
             try:
-                output = simple_analysis("yahoo", "username", username,
-                                         [raw_node['Yahoo']['titles'][i],
-                                         raw_node['Yahoo']['links'][i],
-                                         raw_node['Yahoo']['descriptions'][i]
-                                         ], output)
+                output = simple_analysis(
+                    "yahoo",
+                    "username",
+                    username,
+                    [
+                        raw_node["Yahoo"]["titles"][i],
+                        raw_node["Yahoo"]["links"][i],
+                        raw_node["Yahoo"]["descriptions"][i],
+                    ],
+                    output,
+                )
             except Exception:
                 continue
-    if (raw_node['Bing'] != []):
-        for i in range(len(raw_node['Bing']['titles'])):
+    if raw_node["Bing"]:
+        for i in range(len(raw_node["Bing"]["titles"])):
             try:
-                output = simple_analysis("bing", "username", username,
-                                [raw_node['Bing']['titles'][i],
-                                raw_node['Bing']['links'][i],
-                                raw_node['Bing']['descriptions'][i]
-                                ], output)
+                output = simple_analysis(
+                    "bing",
+                    "username",
+                    username,
+                    [
+                        raw_node["Bing"]["titles"][i],
+                        raw_node["Bing"]["links"][i],
+                        raw_node["Bing"]["descriptions"][i],
+                    ],
+                    output,
+                )
             except Exception:
                 continue
-    if (raw_node['DuckDuckGo'] != []):
-        for i in range(len(raw_node['DuckDuckGo']['titles'])):
+    if raw_node["DuckDuckGo"]:
+        for i in range(len(raw_node["DuckDuckGo"]["titles"])):
             try:
-                output = simple_analysis("duckduckgo", "username", username,
-                                [raw_node['DuckDuckGo']['titles'][i],
-                                raw_node['DuckDuckGo']['links'][i],
-                                raw_node['DuckDuckGo']['descriptions'][i]
-                                ], output)
+                output = simple_analysis(
+                    "duckduckgo",
+                    "username",
+                    username,
+                    [
+                        raw_node["DuckDuckGo"]["titles"][i],
+                        raw_node["DuckDuckGo"]["links"][i],
+                        raw_node["DuckDuckGo"]["descriptions"][i],
+                    ],
+                    output,
+                )
             except Exception:
                 continue
-    if (raw_node['Yandex'] != []):
-        for i in range(len(raw_node['Yandex']['titles'])):
+    if raw_node["Yandex"]:
+        for i in range(len(raw_node["Yandex"]["titles"])):
             try:
-                output = simple_analysis("yandex", "username", username,
-                                [raw_node['Yandex']['titles'][i],
-                                raw_node['Yandex']['links'][i],
-                                raw_node['Yandex']['descriptions'][i]
-                                ], output)
+                output = simple_analysis(
+                    "yandex",
+                    "username",
+                    username,
+                    [
+                        raw_node["Yandex"]["titles"][i],
+                        raw_node["Yandex"]["links"][i],
+                        raw_node["Yandex"]["descriptions"][i],
+                    ],
+                    output,
+                )
             except Exception:
                 continue
-    if (raw_node['Baidu'] != []):
-        for i in range(len(raw_node['Baidu']['titles'])):
+    if raw_node["Baidu"]:
+        for i in range(len(raw_node["Baidu"]["titles"])):
             try:
-                output = simple_analysis("baidu", "username", username,
-                                [raw_node['Baidu']['titles'][i],
-                                raw_node['Baidu']['links'][i],
-                                raw_node['Baidu']['descriptions'][i]
-                                ], output)
+                output = simple_analysis(
+                    "baidu",
+                    "username",
+                    username,
+                    [
+                        raw_node["Baidu"]["titles"][i],
+                        raw_node["Baidu"]["links"][i],
+                        raw_node["Baidu"]["descriptions"][i],
+                    ],
+                    output,
+                )
             except Exception:
                 continue
 
     print("Output", output)
     # Different usernames
     try:
-        users = [item['usernames'].strip() for item in output['usernames']]
-    except:
+        users = [item["usernames"].strip() for item in output["usernames"]]
+    except Exception:
         users = []
 
     # Different name
     try:
-        names = [item['name'].strip() for item in output['names']]
-        names_refined = collections.Counter(names)
-    except:
+        names = [item["name"].strip() for item in output["names"]]
+        collections.Counter(names)
+    except Exception:
         names = []
-        names_refined = []
 
     try:
-        best_match = process.extractBests(collections.Counter(names).most_common(2)[0][0], names, limit=len(names), score_cutoff=80)
-    except:
+        best_match = process.extractBests(
+            collections.Counter(names).most_common(2)[0][0],
+            names,
+            limit=len(names),
+            score_cutoff=80,
+        )
+    except Exception:
         best_match = []
 
     # Tokenize
@@ -660,198 +828,241 @@ def p_search(username, from_m="Initial"):
     name_complete = name_complete.join(name_tokens)
 
     # Search Real Social
-    social = sorted(output['social'], key=lambda k: k['rrss'])
+    social = sorted(output["social"], key=lambda k: k["rrss"])
     social_count = {}
     # To Convert Keys
     social_raw = []
     link_social = "Social"
-    social_item = {"name-node": "Social", "title": "Social",
-                   "subtitle": "", "icon": search_icon_5(
-                       "child", font_list),
-                   "link": link_social}
+    social_item = {
+        "name-node": "Social",
+        "title": "Social",
+        "subtitle": "",
+        "icon": search_icon_5("child"),
+        "link": link_social,
+    }
     social_raw.append(social_item)
     title_count = 0
-    nounce = ''
-    prev = ''
+    nounce = ""
+    prev = ""
     for s in social:
-        if (s['rrss'] + '-|-' + s['user'] + '-|-' + s['name'] not in social_count):
-            social_count[s['rrss'] + '-|-' + s['user'] + '-|-' + s['name']] = 1
+        if s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"] not in social_count:
+            social_count[s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"]] = 1
         else:
-            social_count[s['rrss'] + '-|-' + s['user'] + '-|-' + s['name']] = social_count[s['rrss'] + '-|-' + s['user'] + '-|-' + s['name']] + 1
+            social_count[s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"]] = (
+                social_count[s["rrss"] + "-|-" + s["user"] + "-|-" + s["name"]] + 1
+            )
 
         # Convert keys
-        social_item = {"name-node": "Social" + s['rrss'] + str(title_count),
-                       "title": s['rrss'] + " (" + s['source'] + ")" + nounce,
-                       "subtitle": s['user'],
-                       "icon": search_icon_5(s['rrss'], font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social" + s["rrss"] + str(title_count),
+            "title": s["rrss"] + " (" + s["source"] + ")" + nounce,
+            "subtitle": s["user"],
+            "icon": search_icon_5(s["rrss"]),
+            "link": link_social,
+        }
         social_raw.append(social_item)
-        if (s['rrss'] + s['source'] == prev):
-            nounce = nounce + ' '
-        prev = s['rrss'] + s['source']
+        if s["rrss"] + s["source"] == prev:
+            nounce = nounce + " "
+        prev = s["rrss"] + s["source"]
         title_count = title_count + 1
 
-
     socialp = []
-    rrss = ''
+    rrss = ""
     social_refined = []
     a = -1
     for s_c in social_count:
-        if (s_c.split("-|-")[0] != rrss):
+        if s_c.split("-|-")[0] != rrss:
             a = a + 1
             social_refined.append(s_c)
             rrss = s_c.split("-|-")[0]
             count = social_count[s_c]
 
-        elif (count < social_count[s_c]):
-            social_refined[a] = s_c
-            rrss = s_c.split("-|-")[0]
-            count = social_count[s_c]
-
-        elif (count >= social_count[s_c] and name_match(
-                name_tokens, s_c.split("-|-")[2])):
+        elif (count < social_count[s_c]) or (
+            count >= social_count[s_c] and name_match(name_tokens, s_c.split("-|-")[2])
+        ):
             social_refined[a] = s_c
             rrss = s_c.split("-|-")[0]
             count = social_count[s_c]
 
     username_refined = []
-    if (len(social_refined) > 0):
+    if len(social_refined) > 0:
         link_social = "Social"
-        social_item = {"name-node": "Social", "title": "Social",
-                       "subtitle": "", "icon": search_icon_5(
-                           "child", font_list),
-                       "link": link_social}
+        social_item = {
+            "name-node": "Social",
+            "title": "Social",
+            "subtitle": "",
+            "icon": search_icon_5("child"),
+            "link": link_social,
+        }
         socialp.append(social_item)
 
         for social in social_refined:
             if (social.split("-|-")[1] not in username_refined) and (
-                    social.split("-|-")[1] != ''):
+                social.split("-|-")[1] != ""
+            ):
                 username_refined.append(social.split("-|-")[1])
-            social_item = {"name-node": social.split("-|-")[0],
-                           "title": social.split("-|-")[0],
-                           "subtitle": social.split("-|-")[1],
-                           "icon": search_icon_5(
-                               social.split("-|-")[0], font_list),
-                           "link": link_social}
+            social_item = {
+                "name-node": social.split("-|-")[0],
+                "title": social.split("-|-")[0],
+                "subtitle": social.split("-|-")[1],
+                "icon": search_icon_5(social.split("-|-")[0]),
+                "link": link_social,
+            }
             socialp.append(social_item)
 
-    if (raw_node['Google'] != []):
-        for i in range(len(raw_node['Google']['titles'])):
-            try:
-                output = deep_analysis(name_tokens, username_refined, 'google',
-                                [raw_node['Google']['titles'][i],
-                                raw_node['Google']['links'][i],
-                                raw_node['Google']['descriptions'][i],
-                                ], output)
-            except Exception:
-                pass
-    if (raw_node['Yahoo'] != []):
-        for i in range(len(raw_node['Yahoo']['titles'])):
-            try:
-                output = deep_analysis(name_tokens, username_refined, 'yahoo',
-                                [raw_node['Yahoo']['titles'][i],
-                                raw_node['Yahoo']['links'][i],
-                                raw_node['Yahoo']['descriptions'][i],
-                                ], output)
-            except Exception:
-                pass
-    if (raw_node['Bing'] != []):
-        for i in range(len(raw_node['Bing']['titles'])):
-            try:
-                output = deep_analysis(name_tokens, username_refined, 'bing',
-                                [raw_node['Bing']['titles'][i],
-                                raw_node['Bing']['links'][i],
-                                raw_node['Bing']['descriptions'][i],
-                                ], output)
-            except Exception:
-                pass
-    if (raw_node['DuckDuckGo'] != []):
-        for i in range(len(raw_node['DuckDuckGo']['titles'])):
-            try:
-                output = deep_analysis(name_tokens, username_refined, 'duckduckgo',
-                                [raw_node['DuckDuckGo']['titles'][i],
-                                raw_node['DuckDuckGo']['links'][i],
-                                raw_node['DuckDuckGo']['descriptions'][i],
-                                ], output)
-            except Exception:
-                pass
-    if (raw_node['Yandex'] != []):
-        for i in range(len(raw_node['Yandex']['titles'])):
-            try:
-                output = deep_analysis(name_tokens, username_refined, 'yandex',
-                                [raw_node['Yandex']['titles'][i],
-                                raw_node['Yandex']['links'][i],
-                                raw_node['Yandex']['descriptions'][i],
-                                ], output)
-            except Exception:
-                pass
-    if (raw_node['Baidu'] != []):
-        for i in range(len(raw_node['Baidu']['titles'])):
-            try:
-                output = deep_analysis(name_tokens, username_refined, 'baidu',
-                                [raw_node['Baidu']['titles'][i],
-                                raw_node['Baidu']['links'][i],
-                                raw_node['Baidu']['descriptions'][i],
-                                ], output)
-            except Exception:
-                pass
+    if raw_node["Google"]:
+        for i in range(len(raw_node["Google"]["titles"])):
+            with contextlib.suppress(Exception):
+                output = deep_analysis(
+                    name_tokens,
+                    username_refined,
+                    "google",
+                    [
+                        raw_node["Google"]["titles"][i],
+                        raw_node["Google"]["links"][i],
+                        raw_node["Google"]["descriptions"][i],
+                    ],
+                    output,
+                )
+    if raw_node["Yahoo"]:
+        for i in range(len(raw_node["Yahoo"]["titles"])):
+            with contextlib.suppress(Exception):
+                output = deep_analysis(
+                    name_tokens,
+                    username_refined,
+                    "yahoo",
+                    [
+                        raw_node["Yahoo"]["titles"][i],
+                        raw_node["Yahoo"]["links"][i],
+                        raw_node["Yahoo"]["descriptions"][i],
+                    ],
+                    output,
+                )
+    if raw_node["Bing"]:
+        for i in range(len(raw_node["Bing"]["titles"])):
+            with contextlib.suppress(Exception):
+                output = deep_analysis(
+                    name_tokens,
+                    username_refined,
+                    "bing",
+                    [
+                        raw_node["Bing"]["titles"][i],
+                        raw_node["Bing"]["links"][i],
+                        raw_node["Bing"]["descriptions"][i],
+                    ],
+                    output,
+                )
+    if raw_node["DuckDuckGo"]:
+        for i in range(len(raw_node["DuckDuckGo"]["titles"])):
+            with contextlib.suppress(Exception):
+                output = deep_analysis(
+                    name_tokens,
+                    username_refined,
+                    "duckduckgo",
+                    [
+                        raw_node["DuckDuckGo"]["titles"][i],
+                        raw_node["DuckDuckGo"]["links"][i],
+                        raw_node["DuckDuckGo"]["descriptions"][i],
+                    ],
+                    output,
+                )
+    if raw_node["Yandex"]:
+        for i in range(len(raw_node["Yandex"]["titles"])):
+            with contextlib.suppress(Exception):
+                output = deep_analysis(
+                    name_tokens,
+                    username_refined,
+                    "yandex",
+                    [
+                        raw_node["Yandex"]["titles"][i],
+                        raw_node["Yandex"]["links"][i],
+                        raw_node["Yandex"]["descriptions"][i],
+                    ],
+                    output,
+                )
+    if raw_node["Baidu"]:
+        for i in range(len(raw_node["Baidu"]["titles"])):
+            with contextlib.suppress(Exception):
+                output = deep_analysis(
+                    name_tokens,
+                    username_refined,
+                    "baidu",
+                    [
+                        raw_node["Baidu"]["titles"][i],
+                        raw_node["Baidu"]["links"][i],
+                        raw_node["Baidu"]["descriptions"][i],
+                    ],
+                    output,
+                )
 
     # Check ENGINE FAILURE
-    if (raw_node['Google'] == []):
-        search_item = {"name-node": "Engine_failure Google",
-                    "title": "Detected and flagged as unusual traffic (Google)",
-                    "subtitle": "",
-                    "icon": "fab fa-google",
-                    "link": "google"}
+    if not raw_node["Google"]:
+        search_item = {
+            "name-node": "Engine_failure Google",
+            "title": "Detected and flagged as unusual traffic (Google)",
+            "subtitle": "",
+            "icon": "fab fa-google",
+            "link": "google",
+        }
         output["rawresult"].append(search_item)
         output["search"].append(search_item)
-    if (raw_node['Bing'] == []):
-        search_item = {"name-node": "Engine_failure Bing",
-                    "title": "Detected and flagged as unusual traffic (Bing)",
-                    "subtitle": "",
-                    "icon": "fab fa-windows",
-                    "link": "bing"}
+    if not raw_node["Bing"]:
+        search_item = {
+            "name-node": "Engine_failure Bing",
+            "title": "Detected and flagged as unusual traffic (Bing)",
+            "subtitle": "",
+            "icon": "fab fa-windows",
+            "link": "bing",
+        }
         output["rawresult"].append(search_item)
         output["search"].append(search_item)
-    if (raw_node['Yahoo'] == []):
-        search_item = {"name-node": "Engine_failure yahoo",
-                    "title": "Detected and flagged as unusual traffic (Yahoo)",
-                    "subtitle": "",
-                    "icon": "fab fa-yahoo",
-                    "link": "yahoo"}
+    if not raw_node["Yahoo"]:
+        search_item = {
+            "name-node": "Engine_failure yahoo",
+            "title": "Detected and flagged as unusual traffic (Yahoo)",
+            "subtitle": "",
+            "icon": "fab fa-yahoo",
+            "link": "yahoo",
+        }
         output["rawresult"].append(search_item)
         output["search"].append(search_item)
-    if (raw_node['Yandex'] == []):
-        search_item = {"name-node": "Engine_failure yandex",
-                    "title": "Detected and flagged as unusual traffic (Yandex)",
-                    "subtitle": "",
-                    "icon": "fab fa-yandex",
-                    "link": "yandex"}
+    if not raw_node["Yandex"]:
+        search_item = {
+            "name-node": "Engine_failure yandex",
+            "title": "Detected and flagged as unusual traffic (Yandex)",
+            "subtitle": "",
+            "icon": "fab fa-yandex",
+            "link": "yandex",
+        }
         output["rawresult"].append(search_item)
         output["search"].append(search_item)
-    if (raw_node['DuckDuckGo'] == []):
-        search_item = {"name-node": "Engine_failure duckduckgo",
-                    "title": "Detected and flagged as unusual traffic (duckduckgo)",
-                    "subtitle": "",
-                    "icon": "fas fa-kiwi-bird",
-                    "link": "duckduckgo"}
+    if not raw_node["DuckDuckGo"]:
+        search_item = {
+            "name-node": "Engine_failure duckduckgo",
+            "title": "Detected and flagged as unusual traffic (duckduckgo)",
+            "subtitle": "",
+            "icon": "fas fa-kiwi-bird",
+            "link": "duckduckgo",
+        }
         output["rawresult"].append(search_item)
         output["search"].append(search_item)
-    if (raw_node['Baidu'] == []):
-        search_item = {"name-node": "Engine_failure baidu",
-                    "title": "Detected and flagged as unusual traffic (Baidu)",
-                    "subtitle": "",
-                    "icon": "fas fa-paw",
-                    "link": "baidu"}
+    if not raw_node["Baidu"]:
+        search_item = {
+            "name-node": "Engine_failure baidu",
+            "title": "Detected and flagged as unusual traffic (Baidu)",
+            "subtitle": "",
+            "icon": "fas fa-paw",
+            "link": "baidu",
+        }
         output["rawresult"].append(search_item)
         output["search"].append(search_item)
 
     # Total
     total = []
-    total.append({'module': 'search'})
-    total.append({'param': username})
+    total.append({"module": "search"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    total.append({'validation': 'no'})
+    total.append({"validation": "no"})
 
     # Graphic Array
     graphic = []
@@ -863,16 +1074,14 @@ def p_search(username, from_m="Initial"):
     timeline = []
 
     # Gather Array
-    gather = []
 
     # Tasks Array
     tasks = []
 
     # Prepare other tasks
     for soc in socialp:
-        if (soc["subtitle"] != ""):
-            tasks.append({"module": soc["title"],
-                         "param": soc["subtitle"]})
+        if soc["subtitle"] != "":
+            tasks.append({"module": soc["title"], "param": soc["subtitle"]})
 
     name_cloud = []
     for name in names:
@@ -883,52 +1092,87 @@ def p_search(username, from_m="Initial"):
 
     profile.append({"name": name_complete})
 
-    analized_results = output['search']
-    output['search'].append({"name-node": "searcher", "title": "searcher",
-                            "subtitle": "",
-                            "icon": "fas fa-search",
-                            "link": "searcher"})
-    output['search'].append({"name-node": "google", "title": "Searcher",
-                            "subtitle": "",
-                            "icon": "fab fa-google",
-                            "link": "google"})
-    output['search'].append({"name-node": "bing", "title": "Searcher",
-                            "subtitle": "",
-                            "icon": "fab fa-windows",
-                            "link": "bing"})
-    output['search'].append({"name-node": "yahoo", "title": "Searcher",
-                            "subtitle": "",
-                            "icon": "fab fa-yahoo",
-                            "link": "yahoo"})
-    output['search'].append({"name-node": "duckduckgo", "title": "Searcher",
-                            "subtitle": "",
-                            "icon": "fas fa-kiwi-bird",
-                            "link": "duckduckgo"})
-    output['search'].append({"name-node": "yandex", "title": "Searcher",
-                            "subtitle": "",
-                            "icon": "fab fa-yandex",
-                            "link": "yandex"})
-    output['search'].append({"name-node": "baidu", "title": "Searcher",
-                            "subtitle": "",
-                            "icon": "fas fa-paw",
-                            "link": "baidu"})
+    analized_results = output["search"]
+    output["search"].append(
+        {
+            "name-node": "searcher",
+            "title": "searcher",
+            "subtitle": "",
+            "icon": "fas fa-search",
+            "link": "searcher",
+        }
+    )
+    output["search"].append(
+        {
+            "name-node": "google",
+            "title": "Searcher",
+            "subtitle": "",
+            "icon": "fab fa-google",
+            "link": "google",
+        }
+    )
+    output["search"].append(
+        {
+            "name-node": "bing",
+            "title": "Searcher",
+            "subtitle": "",
+            "icon": "fab fa-windows",
+            "link": "bing",
+        }
+    )
+    output["search"].append(
+        {
+            "name-node": "yahoo",
+            "title": "Searcher",
+            "subtitle": "",
+            "icon": "fab fa-yahoo",
+            "link": "yahoo",
+        }
+    )
+    output["search"].append(
+        {
+            "name-node": "duckduckgo",
+            "title": "Searcher",
+            "subtitle": "",
+            "icon": "fas fa-kiwi-bird",
+            "link": "duckduckgo",
+        }
+    )
+    output["search"].append(
+        {
+            "name-node": "yandex",
+            "title": "Searcher",
+            "subtitle": "",
+            "icon": "fab fa-yandex",
+            "link": "yandex",
+        }
+    )
+    output["search"].append(
+        {
+            "name-node": "baidu",
+            "title": "Searcher",
+            "subtitle": "",
+            "icon": "fas fa-paw",
+            "link": "baidu",
+        }
+    )
 
     # TODO : Repair raw-node
-    total.append({'raw': 'raw_node'})
-    graphic.append({'names': name_cloud})
-    graphic.append({'username': username_cloud})
-    graphic.append({'social': social_raw})
+    total.append({"raw": raw_node})
+    graphic.append({"names": name_cloud})
+    graphic.append({"username": username_cloud})
+    graphic.append({"social": social_raw})
     # graphic.append({'social': socialp})
-    graphic.append({'rawresults': output["rawresult"]})
-    graphic.append({'results': analized_results})
-    graphic.append({'searches': output["search"]})
-    graphic.append({'mentions': output["users"]})
-    graphic.append({'hashtags': output["hashtags"]})
-    graphic.append({'emails': output["emails"]})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    graphic.append({"rawresults": output["rawresult"]})
+    graphic.append({"results": analized_results})
+    graphic.append({"searches": output["search"]})
+    graphic.append({"mentions": output["users"]})
+    graphic.append({"hashtags": output["hashtags"]})
+    graphic.append({"emails": output["emails"]})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
@@ -942,7 +1186,7 @@ def t_search(username, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -950,15 +1194,19 @@ def t_search(username, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'search'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "search"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/sherlock/sherlock_tasks.py b/backend/modules/sherlock/sherlock_tasks.py
index 63e80f4d..74f890b3 100644
--- a/backend/modules/sherlock/sherlock_tasks.py
+++ b/backend/modules/sherlock/sherlock_tasks.py
@@ -1,63 +1,61 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
 import re
+import sys
 import time
+import traceback
+from enum import Enum
+from pathlib import Path
 from time import monotonic
+
+import requests
+from colorama import Fore, Style, init
 from requests_futures.sessions import FuturesSession
 from torrequest import TorRequest
-from enum import Enum
-from colorama import Fore, Style, init
-import traceback
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
 
 def p_sherlock(username):
-    """ Task of Celery that get info from differents sites """
+    """Task of Celery that get info from differents sites"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-sherlock.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-sherlock.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    data_file_path = os.path.join(os.path.dirname(
-        os.path.realpath(__file__)), "data_sherlock.json")
+    data_file_path = Path(__file__).resolve().parent / "data_sherlock.json"
 
-    with open(data_file_path, "r", encoding="utf-8") as data_file:
+    with open(data_file_path, encoding="utf-8") as data_file:
         data = json.load(data_file)
 
     # Create notify object for query results.
@@ -65,20 +63,16 @@ def p_sherlock(username):
     #                                 verbose=True,
     #                                 print_all=True,
     #                                 color=not False)
-    query_notify = QueryNotifyPrint(result=None,
-                                    verbose=False,
-                                    print_all=False,
-                                    color=not True)
+    query_notify = QueryNotifyPrint(
+        result=None, verbose=False, print_all=False, color=not True
+    )
     raw_node = sherlock(username, data, query_notify, timeout=10)
 
     # Total
     total = []
-    total.append({'module': 'sherlock'})
-    total.append({'param': username})
-    total.append({'validation': 'hard'})
-
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
+    total.append({"module": "sherlock"})
+    total.append({"param": username})
+    total.append({"validation": "hard"})
 
     # Graphic Array
     graphic = []
@@ -97,61 +91,71 @@ def p_sherlock(username):
     social = []
 
     link = "Sherlock"
-    gather_item = {"name-node": "Sherlock", "title": username,
-                   "subtitle": "", "icon": "fas fa-share-alt",
-                   "link": link}
+    gather_item = {
+        "name-node": "Sherlock",
+        "title": username,
+        "subtitle": "",
+        "icon": "fas fa-share-alt",
+        "link": link,
+    }
     gather.append(gather_item)
 
     for rrss in raw_node:
-        if (raw_node[rrss]["status"].status == QueryStatus.CLAIMED):
+        if raw_node[rrss]["status"].status == QueryStatus.CLAIMED:
             status_resp = "Username Detected"
-        elif (raw_node[rrss]["status"].status == QueryStatus.AVAILABLE):
+        elif raw_node[rrss]["status"].status == QueryStatus.AVAILABLE:
             status_resp = "Username NOT Detected"
-        elif (raw_node[rrss]["status"].status == QueryStatus.ILLEGAL):
+        elif raw_node[rrss]["status"].status == QueryStatus.ILLEGAL:
             status_resp = "Username Not Allowable For This Site"
         else:
             status_resp = "Error Occurred While Trying To Detect Username"
 
-        lists_item = {"title": rrss,
-                      "subtitle": raw_node[rrss]["url_main"],
-                      "status": raw_node[rrss]["http_status"],
-                      "response": status_resp}
+        lists_item = {
+            "title": rrss,
+            "subtitle": raw_node[rrss]["url_main"],
+            "status": raw_node[rrss]["http_status"],
+            "response": status_resp,
+        }
         lists.append(lists_item)
-        if (raw_node[rrss]["status"].status == QueryStatus.CLAIMED):
-            fa_icon = search_icon_5(rrss, font_list)
-            if (fa_icon is None):
-                fa_icon = search_icon_5("dot-circle", font_list)
-
-            gather_item = {"name-node": rrss,
-                           "title": rrss,
-                           "icon": fa_icon,
-                           "help": raw_node[rrss]["url_user"],
-                           "link": link}
+        if raw_node[rrss]["status"].status == QueryStatus.CLAIMED:
+            fa_icon = search_icon_5(rrss)
+            if fa_icon is None:
+                fa_icon = search_icon_5("dot-circle")
+
+            gather_item = {
+                "name-node": rrss,
+                "title": rrss,
+                "icon": fa_icon,
+                "help": raw_node[rrss]["url_user"],
+                "link": link,
+            }
             gather.append(gather_item)
-            social_item = {"name": rrss,
-                           "url": raw_node[rrss]["url_user"],
-                           "icon": fa_icon,
-                           "source": "sherlock",
-                           "username": username}
+            social_item = {
+                "name": rrss,
+                "url": raw_node[rrss]["url_user"],
+                "icon": fa_icon,
+                "source": "sherlock",
+                "username": username,
+            }
             social.append(social_item)
     profile.append({"social": social})
 
     # Please, respect the order of items in the total array
     # Because the frontend depend of that (By now)
-    total.append({'raw': ""})
+    total.append({"raw": ""})
     # total.append({'raw': raw_node})
     # if (len(gather) != 1):
     #     graphic.append({'leaks': gather})
-    graphic.append({'sherlock': gather})
-    graphic.append({'lists': lists})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    graphic.append({"sherlock": gather})
+    graphic.append({"lists": lists})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
 
-class QueryNotify():
+class QueryNotify:
     def __init__(self, result=None):
         self.result = result
         return
@@ -172,8 +176,7 @@ def __str__(self):
 
 
 class QueryNotifyPrint(QueryNotify):
-    def __init__(self, result=None, verbose=False, color=True,
-                 print_all=False):
+    def __init__(self, result=None, verbose=False, color=True, print_all=False):
         # Colorama module's initialization.
         init(autoreset=True)
 
@@ -187,9 +190,19 @@ def __init__(self, result=None, verbose=False, color=True,
     def start(self, message):
         title = "Checking username"
         if self.color:
-            print(Style.BRIGHT + Fore.GREEN + "[" + Fore.YELLOW + "*" +
-                  Fore.GREEN + f"] {title}" + Fore.WHITE + f" {message}" +
-                  Fore.GREEN + " on:")
+            print(
+                Style.BRIGHT
+                + Fore.GREEN
+                + "["
+                + Fore.YELLOW
+                + "*"
+                + Fore.GREEN
+                + f"] {title}"
+                + Fore.WHITE
+                + f" {message}"
+                + Fore.GREEN
+                + " on:"
+            )
         else:
             print(f"[*] {title} {message} on:")
 
@@ -198,7 +211,7 @@ def start(self, message):
     def update(self, result):
         self.result = result
 
-        if self.verbose == False or self.result.query_time is None:
+        if self.verbose is False or self.result.query_time is None:
             response_time_text = ""
         else:
             response_time_text = f" [{round(self.result.query_time * 1000)} ms]"
@@ -206,38 +219,65 @@ def update(self, result):
         # Output to the terminal is desired.
         if result.status == QueryStatus.CLAIMED:
             if self.color:
-                print((Style.BRIGHT + Fore.WHITE + "[" +
-                       Fore.GREEN + "+" +
-                       Fore.WHITE + "]" +
-                       response_time_text +
-                       Fore.GREEN +
-                       f" {self.result.site_name}: " +
-                       Style.RESET_ALL +
-                       f"{self.result.site_url_user}"))
+                print(
+                    Style.BRIGHT
+                    + Fore.WHITE
+                    + "["
+                    + Fore.GREEN
+                    + "+"
+                    + Fore.WHITE
+                    + "]"
+                    + response_time_text
+                    + Fore.GREEN
+                    + f" {self.result.site_name}: "
+                    + Style.RESET_ALL
+                    + f"{self.result.site_url_user}"
+                )
             else:
-                print(f"[+]{response_time_text} {self.result.site_name}: {self.result.site_url_user}")
+                print(
+                    f"[+]{response_time_text} {self.result.site_name}: {self.result.site_url_user}"
+                )
 
         elif result.status == QueryStatus.AVAILABLE:
             if self.print_all:
                 if self.color:
-                    print((Style.BRIGHT + Fore.WHITE + "[" +
-                        Fore.RED + "-" +
-                        Fore.WHITE + "]" +
-                        response_time_text +
-                        Fore.GREEN + f" {self.result.site_name}:" +
-                        Fore.YELLOW + " Not Found!"))
+                    print(
+                        Style.BRIGHT
+                        + Fore.WHITE
+                        + "["
+                        + Fore.RED
+                        + "-"
+                        + Fore.WHITE
+                        + "]"
+                        + response_time_text
+                        + Fore.GREEN
+                        + f" {self.result.site_name}:"
+                        + Fore.YELLOW
+                        + " Not Found!"
+                    )
                 else:
-                    print(f"[-]{response_time_text} {self.result.site_name}: Not Found!")
+                    print(
+                        f"[-]{response_time_text} {self.result.site_name}: Not Found!"
+                    )
 
         elif result.status == QueryStatus.UNKNOWN:
             if self.print_all:
                 if self.color:
-                    print(Style.BRIGHT + Fore.WHITE + "[" +
-                          Fore.RED + "-" +
-                          Fore.WHITE + "]" +
-                          Fore.GREEN + f" {self.result.site_name}:" +
-                          Fore.RED + f" {self.result.context}" +
-                          Fore.YELLOW + f" ")
+                    print(
+                        Style.BRIGHT
+                        + Fore.WHITE
+                        + "["
+                        + Fore.RED
+                        + "-"
+                        + Fore.WHITE
+                        + "]"
+                        + Fore.GREEN
+                        + f" {self.result.site_name}:"
+                        + Fore.RED
+                        + f" {self.result.context}"
+                        + Fore.YELLOW
+                        + " "
+                    )
                 else:
                     print(f"[-] {self.result.site_name}: {self.result.context} ")
 
@@ -245,18 +285,28 @@ def update(self, result):
             if self.print_all:
                 msg = "Illegal Username Format For This Site!"
                 if self.color:
-                    print((Style.BRIGHT + Fore.WHITE + "[" +
-                           Fore.RED + "-" +
-                           Fore.WHITE + "]" +
-                           Fore.GREEN + f" {self.result.site_name}:" +
-                           Fore.YELLOW + f" {msg}"))
+                    print(
+                        Style.BRIGHT
+                        + Fore.WHITE
+                        + "["
+                        + Fore.RED
+                        + "-"
+                        + Fore.WHITE
+                        + "]"
+                        + Fore.GREEN
+                        + f" {self.result.site_name}:"
+                        + Fore.YELLOW
+                        + f" {msg}"
+                    )
                 else:
                     print(f"[-] {self.result.site_name} {msg}")
 
         else:
             # It should be impossible to ever get here...
-            raise ValueError(f"Unknown Query Status '{str(result.status)}' "
-                             f"for site '{self.result.site_name}'")
+            raise ValueError(
+                f"Unknown Query Status '{result.status!s}' "
+                f"for site '{self.result.site_name}'"
+            )
 
         return
 
@@ -266,18 +316,19 @@ def __str__(self):
 
 
 class QueryStatus(Enum):
-    CLAIMED = "Claimed"      # Username Detected
+    CLAIMED = "Claimed"  # Username Detected
     AVAILABLE = "Available"  # Username Not Detected
-    UNKNOWN = "Unknown"      # Error Occurred While Trying To Detect Username
-    ILLEGAL = "Illegal"      # Username Not Allowable For This Site
+    UNKNOWN = "Unknown"  # Error Occurred While Trying To Detect Username
+    ILLEGAL = "Illegal"  # Username Not Allowable For This Site
 
     def __str__(self):
         return self.value
 
 
-class QueryResult():
-    def __init__(self, username, site_name, site_url_user, status,
-                 query_time=None, context=None):
+class QueryResult:
+    def __init__(
+        self, username, site_name, site_url_user, status, query_time=None, context=None
+    ):
         self.username = username
         self.site_name = site_name
         self.site_url_user = site_url_user
@@ -298,9 +349,11 @@ def __str__(self):
 
 
 class SherlockFuturesSession(FuturesSession):
-    def request(self, method, url, hooks={}, *args, **kwargs):
+    def request(self, method, url, hooks=None, *args, **kwargs):
         """Request URL."""
         # Record the start time for the request.
+        if hooks is None:
+            hooks = {}
         start = monotonic()
 
         def response_time(resp, *args, **kwargs):
@@ -313,28 +366,24 @@ def response_time(resp, *args, **kwargs):
         # Make sure that the time measurement hook is first, so we will not
         # track any later hook's execution time.
         try:
-            if isinstance(hooks['response'], list):
-                hooks['response'].insert(0, response_time)
-            elif isinstance(hooks['response'], tuple):
+            if isinstance(hooks["response"], list):
+                hooks["response"].insert(0, response_time)
+            elif isinstance(hooks["response"], tuple):
                 # Convert tuple to list and insert time measurement hook first.
-                hooks['response'] = list(hooks['response'])
-                hooks['response'].insert(0, response_time)
+                hooks["response"] = list(hooks["response"])
+                hooks["response"].insert(0, response_time)
             else:
                 # Must have previously contained a single hook function,
                 # so convert to list.
-                hooks['response'] = [response_time, hooks['response']]
+                hooks["response"] = [response_time, hooks["response"]]
         except KeyError:
             # No response hook was already defined, so install it ourselves.
-            hooks['response'] = [response_time]
+            hooks["response"] = [response_time]
 
-        return super(SherlockFuturesSession, self).request(method,
-                                                           url,
-                                                           hooks=hooks,
-                                                           *args, **kwargs)
+        return super().request(method, url, *args, hooks=hooks, **kwargs)
 
 
 def get_response(request_future, error_type, social_network):
-
     # Default for Response object if some failure occurs.
     response = None
 
@@ -364,9 +413,15 @@ def get_response(request_future, error_type, social_network):
     return response, error_context, expection_text
 
 
-def sherlock(username, site_data, query_notify,
-             tor=False, unique_tor=False,
-             proxy=None, timeout=None):
+def sherlock(
+    username,
+    site_data,
+    query_notify,
+    tor=False,
+    unique_tor=False,
+    proxy=None,
+    timeout=None,
+):
     """Run Sherlock Analysis."""
 
     # Notify caller that we are starting the query.
@@ -384,14 +439,12 @@ def sherlock(username, site_data, query_notify,
 
     # Limit number of workers to 20.
     # This is probably vastly overkill.
-    if len(site_data) >= 20:
-        max_workers = 20
-    else:
-        max_workers = len(site_data)
+    max_workers = 20 if len(site_data) >= 20 else len(site_data)
 
     # Create multi-threaded session for all requests.
-    session = SherlockFuturesSession(max_workers=max_workers,
-                                     session=underlying_session)
+    session = SherlockFuturesSession(
+        max_workers=max_workers, session=underlying_session
+    )
 
     # Results from analysis of all sites
     results_total = {}
@@ -399,19 +452,18 @@ def sherlock(username, site_data, query_notify,
     # First create futures for all requests. This allows for the requests
     # to run in parallel
     for social_network, net_info in site_data.items():
-
         # Results from analysis of this specific site
         results_site = {}
 
         # Record URL of main site
-        results_site['url_main'] = net_info.get("urlMain")
+        results_site["url_main"] = net_info.get("urlMain")
 
         # A user agent is needed because some sites don't return the correct
         # information since they think that we are bots
         # (Which we actually are...)
         headers = {
-            'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.12; ' +
-            'rv:55.0) Gecko/20100101 Firefox/55.0',
+            "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.12; "
+            + "rv:55.0) Gecko/20100101 Firefox/55.0",
         }
 
         if "headers" in net_info:
@@ -425,28 +477,23 @@ def sherlock(username, site_data, query_notify,
         regex_check = net_info.get("regexCheck")
         if regex_check and re.search(regex_check, username) is None:
             # No need to do the check at the site: this user name is not allowed.
-            results_site['status'] = QueryResult(username,
-                                                 social_network,
-                                                 url,
-                                                 QueryStatus.ILLEGAL)
+            results_site["status"] = QueryResult(
+                username, social_network, url, QueryStatus.ILLEGAL
+            )
             results_site["url_user"] = ""
-            results_site['http_status'] = ""
-            results_site['response_text'] = ""
-            query_notify.update(results_site['status'])
+            results_site["http_status"] = ""
+            results_site["response_text"] = ""
+            query_notify.update(results_site["status"])
         else:
             # URL of user on site (if it exists)
             results_site["url_user"] = url
             url_probe = net_info.get("urlProbe")
-            if url_probe is None:
-                # Probe URL is normal one seen by people out on the web.
-                url_probe = url
-            else:
-                # There is a special URL for probing existence separate
-                # from where the user profile normally can be found.
-                url_probe = url_probe.format(username)
+            url_probe = url if url_probe is None else url_probe.format(username)
 
-            if (net_info["errorType"] == 'status_code' and
-                net_info.get("request_head_only", True) == True):
+            if (
+                net_info["errorType"] == "status_code"
+                and net_info.get("request_head_only", True) is True
+            ):
                 # In most cases when we are detecting by status code,
                 # it is not necessary to get the entire body:  we can
                 # detect fine with just the HEAD response.
@@ -457,30 +504,26 @@ def sherlock(username, site_data, query_notify,
                 # not respond properly unless we request the whole page.
                 request_method = session.get
 
-            if net_info["errorType"] == "response_url":
-                # Site forwards request to a different URL if username not
-                # found.  Disallow the redirect so we can capture the
-                # http status from the original URL request.
-                allow_redirects = False
-            else:
-                # Allow whatever redirect that the site wants to do.
-                # The final result of the request will be what is available.
-                allow_redirects = True
+            allow_redirects = net_info["errorType"] != "response_url"
 
             # This future starts running the request in a new thread,
             # doesn't block the main thread
             if proxy is not None:
                 proxies = {"http": proxy, "https": proxy}
-                future = request_method(url=url_probe, headers=headers,
-                                        proxies=proxies,
-                                        allow_redirects=allow_redirects,
-                                        timeout=timeout
-                                        )
+                future = request_method(
+                    url=url_probe,
+                    headers=headers,
+                    proxies=proxies,
+                    allow_redirects=allow_redirects,
+                    timeout=timeout,
+                )
             else:
-                future = request_method(url=url_probe, headers=headers,
-                                        allow_redirects=allow_redirects,
-                                        timeout=timeout
-                                        )
+                future = request_method(
+                    url=url_probe,
+                    headers=headers,
+                    allow_redirects=allow_redirects,
+                    timeout=timeout,
+                )
 
             # Store future in data for access later
             net_info["request_future"] = future
@@ -497,7 +540,6 @@ def sherlock(username, site_data, query_notify,
     # Core logic: If tor requests, make them here. If multi-threaded requests,
     # wait for responses
     for social_network, net_info in site_data.items():
-
         # Retrieve results again
         results_site = results_total.get(social_network)
 
@@ -513,9 +555,9 @@ def sherlock(username, site_data, query_notify,
 
         # Retrieve future and ensure it has finished
         future = net_info["request_future"]
-        r, error_text, expection_text = get_response(request_future=future,
-                                                     error_type=error_type,
-                                                     social_network=social_network)
+        r, error_text, expection_text = get_response(
+            request_future=future, error_type=error_type, social_network=social_network
+        )
 
         # Get response time for response of our request.
         try:
@@ -534,12 +576,14 @@ def sherlock(username, site_data, query_notify,
             response_text = ""
 
         if error_text is not None:
-            result = QueryResult(username,
-                                 social_network,
-                                 url,
-                                 QueryStatus.UNKNOWN,
-                                 query_time=response_time,
-                                 context=error_text)
+            result = QueryResult(
+                username,
+                social_network,
+                url,
+                QueryStatus.UNKNOWN,
+                query_time=response_time,
+                context=error_text,
+            )
         elif error_type == "message":
             # error_flag True denotes no error found in the HTML
             # error_flag False denotes error found in the HTML
@@ -562,31 +606,39 @@ def sherlock(username, site_data, query_notify,
                         error_flag = False
                         break
             if error_flag:
-                result = QueryResult(username,
-                                     social_network,
-                                     url,
-                                     QueryStatus.CLAIMED,
-                                     query_time=response_time)
+                result = QueryResult(
+                    username,
+                    social_network,
+                    url,
+                    QueryStatus.CLAIMED,
+                    query_time=response_time,
+                )
             else:
-                result = QueryResult(username,
-                                     social_network,
-                                     url,
-                                     QueryStatus.AVAILABLE,
-                                     query_time=response_time)
+                result = QueryResult(
+                    username,
+                    social_network,
+                    url,
+                    QueryStatus.AVAILABLE,
+                    query_time=response_time,
+                )
         elif error_type == "status_code":
             # Checks if the status code of the response is 2XX
-            if not r.status_code >= 300 or r.status_code < 200:
-                result = QueryResult(username,
-                                     social_network,
-                                     url,
-                                     QueryStatus.CLAIMED,
-                                     query_time=response_time)
+            if 200 <= r.status_code < 300:
+                result = QueryResult(
+                    username,
+                    social_network,
+                    url,
+                    QueryStatus.CLAIMED,
+                    query_time=response_time,
+                )
             else:
-                result = QueryResult(username,
-                                     social_network,
-                                     url,
-                                     QueryStatus.AVAILABLE,
-                                     query_time=response_time)
+                result = QueryResult(
+                    username,
+                    social_network,
+                    url,
+                    QueryStatus.AVAILABLE,
+                    query_time=response_time,
+                )
         elif error_type == "response_url":
             # For this detection method, we have turned off the redirect.
             # So, there is no need to check the response URL: it will always
@@ -594,31 +646,36 @@ def sherlock(username, site_data, query_notify,
             # code indicates that the request was successful (i.e. no 404, or
             # forward to some odd redirect).
             if 200 <= r.status_code < 300:
-                result = QueryResult(username,
-                                     social_network,
-                                     url,
-                                     QueryStatus.CLAIMED,
-                                     query_time=response_time)
+                result = QueryResult(
+                    username,
+                    social_network,
+                    url,
+                    QueryStatus.CLAIMED,
+                    query_time=response_time,
+                )
             else:
-                result = QueryResult(username,
-                                     social_network,
-                                     url,
-                                     QueryStatus.AVAILABLE,
-                                     query_time=response_time)
+                result = QueryResult(
+                    username,
+                    social_network,
+                    url,
+                    QueryStatus.AVAILABLE,
+                    query_time=response_time,
+                )
         else:
             # It should be impossible to ever get here...
-            raise ValueError("Unknown Error Type '{}' for "
-                             "site '{}'".format(error_type, social_network))
+            raise ValueError(
+                f"Unknown Error Type '{error_type}' for site '{social_network}'"
+            )
 
         # Notify caller about results of query.
         query_notify.update(result)
 
         # Save status of request
-        results_site['status'] = result
+        results_site["status"] = result
 
         # Save results from request
-        results_site['http_status'] = http_status
-        results_site['response_text'] = response_text
+        results_site["http_status"] = http_status
+        results_site["response_text"] = response_text
 
         # Add this site's results into final dictionary with all of the
         # other results.
@@ -639,7 +696,7 @@ def t_sherlock(username):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -647,15 +704,19 @@ def t_sherlock(username):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'sherlock'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "sherlock"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/skype/skype_tasks.py b/backend/modules/skype/skype_tasks.py
index 8ca036b3..91ed0ed7 100644
--- a/backend/modules/skype/skype_tasks.py
+++ b/backend/modules/skype/skype_tasks.py
@@ -1,29 +1,26 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import sys
 import json
+import sys
+
 import requests
 from bs4 import BeautifulSoup
-import random
-
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
+    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
@@ -32,65 +29,46 @@
 def t_skype(email, from_m="Initial"):
     """Task of Celery that get info from skype"""
 
-    user_agents = [
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)',
-        'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)',
-        'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)'
-    ]
-
-    url="https://webresolver.nl/ajax/tools/email2skype"
-    data = {"string": email,"action": "PostData"}
-    headers={'Referer':'https://webresolver.nl/tools/email_to_skype','X-Requested-With':'XMLHttpRequest'}
+    url = "https://webresolver.nl/ajax/tools/email2skype"
+    data = {"string": email, "action": "PostData"}
+    headers = {
+        "Referer": "https://webresolver.nl/tools/email_to_skype",
+        "X-Requested-With": "XMLHttpRequest",
+    }
 
     try:
-        response=requests.get("https://webresolver.nl/tools/email_to_skype")
-        soup = BeautifulSoup(response.content, 'html.parser')
+        response = requests.get(
+            "https://webresolver.nl/tools/email_to_skype", timeout=30
+        )
+        soup = BeautifulSoup(response.content, "html.parser")
 
         cookies = dict(response.cookies)
 
-        r = requests.post(url,data=data,headers=headers,cookies=cookies)
-        soup = BeautifulSoup(r.content, 'html.parser')
+        r = requests.post(url, data=data, headers=headers, cookies=cookies, timeout=30)
+        soup = BeautifulSoup(r.content, "html.parser")
 
-        results = str(soup.div).replace('</div>', '').split('<br/>')[1:]
+        results = str(soup.div).replace("</div>", "").split("<br/>")[1:]
 
-        if(results != ['An error occoured!'] and results !=['There were no Skype usernames found with this email.']):
+        if results != ["An error occoured!"] and results != [
+            "There were no Skype usernames found with this email."
+        ]:
             raw_node = []
             for result in results:
                 raw_node.append({"skype": result})
         else:
-            raw_node = { 'status': 'Not found'}
-    except:
-        raw_node = { 'status': 'fail'}
+            raw_node = {"status": "Not found"}
+    except Exception:
+        raw_node = {"status": "fail"}
 
     # Total
     total = []
-    total.append({'module': 'skype'})
-    total.append({'param': email})
+    total.append({"module": "skype"})
+    total.append({"param": email})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     # Graphic Array
     graphic = []
@@ -105,36 +83,45 @@ def t_skype(email, from_m="Initial"):
     gather = []
 
     link = "Skype"
-    gather_item = {"name-node": "Skype", "title": "Skype",
-                   "subtitle": "", "icon": "fab fa-skype",
-                   "link": link}
+    gather_item = {
+        "name-node": "Skype",
+        "title": "Skype",
+        "subtitle": "",
+        "icon": "fab fa-skype",
+        "link": link,
+    }
     gather.append(gather_item)
 
-    if ('status' not in raw_node):
+    if "status" not in raw_node:
         # Gather Array
         social = []
 
-        gather_item = {"name-node": "SkypeUsername", "title": "Username",
-                       "subtitle": raw_node[0]["skype"],
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "SkypeUsername",
+            "title": "Username",
+            "subtitle": raw_node[0]["skype"],
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        social_item = {"name": "Skype",
-                       "url": raw_node[0]["skype"],
-                       "source": "webresolver.nl",
-                       "icon": "fab fa-skype",
-                       "username": raw_node[0]["skype"]}
+        social_item = {
+            "name": "Skype",
+            "url": raw_node[0]["skype"],
+            "source": "webresolver.nl",
+            "icon": "fab fa-skype",
+            "username": raw_node[0]["skype"],
+        }
         social.append(social_item)
         profile.append({"social": social})
         profile_item = {"username": raw_node[0]["skype"]}
         profile.append(profile_item)
 
-    graphic.append({'skype': gather})
-    total.append({'raw': raw_node})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    graphic.append({"skype": gather})
+    total.append({"raw": raw_node})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
diff --git a/backend/modules/socialscan/socialscan_tasks.py b/backend/modules/socialscan/socialscan_tasks.py
index 9e1eaaf0..1b0ce3ba 100644
--- a/backend/modules/socialscan/socialscan_tasks.py
+++ b/backend/modules/socialscan/socialscan_tasks.py
@@ -1,60 +1,56 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
+import sys
 import time
 import traceback
-from socialscan.util import Platforms, sync_execute_queries
+from pathlib import Path
+
+from socialscan.util import sync_execute_queries
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.fontcheat import fontawesome_cheat_5, search_icon_5
-    from celery.utils.log import get_task_logger
+    from factories.fontcheat import search_icon_5
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def p_socialscan(email, from_m="Initial"):
-    """ Task of Celery that get info from socialscan """
+    """Task of Celery that get info from socialscan"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-socialscan.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-socialscan.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     username = email.split("@")[0]
 
     # Total
     total = []
-    total.append({'module': 'socialscan'})
-    total.append({'param': email})
-    total.append({'validation': 'no'})
-
-    # Icons unicode
-    font_list = fontawesome_cheat_5()
+    total.append({"module": "socialscan"})
+    total.append({"param": email})
+    total.append({"validation": "no"})
 
     # Arrays
     raw_node = []
@@ -67,9 +63,13 @@ def p_socialscan(email, from_m="Initial"):
     gather_u = []
 
     link_email = "SocialScan"
-    social_item = {"name-node": "Socialscan", "title": "SocialScan",
-                   "subtitle": "Email", "icon": "fas fa-share-alt",
-                   "link": link_email}
+    social_item = {
+        "name-node": "Socialscan",
+        "title": "SocialScan",
+        "subtitle": "Email",
+        "icon": "fas fa-share-alt",
+        "link": link_email,
+    }
     gather_e.append(social_item)
 
     # Check email
@@ -78,23 +78,29 @@ def p_socialscan(email, from_m="Initial"):
     # raw_node.append({"Email": res_email})
 
     for result in res_email:
-        if (not result.available):
-            fa_icon = search_icon_5(str(result.platform), font_list)
-            if (fa_icon is None):
-                fa_icon = search_icon_5("question", font_list)
-
-            social_item = {"name-node": "SC" + str(result.platform),
-                           "title": str(result.platform),
-                           # "subtitle": result.message,
-                           "subtitle": "",
-                           "icon": fa_icon,
-                           "link": link_email}
+        if not result.available:
+            fa_icon = search_icon_5(str(result.platform))
+            if fa_icon is None:
+                fa_icon = search_icon_5("question")
+
+            social_item = {
+                "name-node": "SC" + str(result.platform),
+                "title": str(result.platform),
+                # "subtitle": result.message,
+                "subtitle": "",
+                "icon": fa_icon,
+                "link": link_email,
+            }
             gather_e.append(social_item)
 
     link_user = "SocialScan"
-    gather_user = {"name-node": "Socialscan", "title": "SocialScan",
-                   "subtitle": "Username", "icon": "fas fa-share-alt",
-                   "link": link_user}
+    gather_user = {
+        "name-node": "Socialscan",
+        "title": "SocialScan",
+        "subtitle": "Username",
+        "icon": "fas fa-share-alt",
+        "link": link_user,
+    }
     gather_u.append(gather_user)
 
     # Check username
@@ -103,25 +109,27 @@ def p_socialscan(email, from_m="Initial"):
     # raw_node.append({"Username": res_user})
 
     for result in res_user:
-        if (not result.available):
-            fa_icon = search_icon_5(str(result.platform), font_list)
-            if (fa_icon is None):
-                fa_icon = search_icon_5("question", font_list)
-
-            social_item = {"name-node": "SCE" + str(result.platform),
-                           "title": str(result.platform),
-                           # "subtitle": result.message,
-                           "subtitle": "",
-                           "icon": fa_icon,
-                           "link": link_email}
+        if not result.available:
+            fa_icon = search_icon_5(str(result.platform))
+            if fa_icon is None:
+                fa_icon = search_icon_5("question")
+
+            social_item = {
+                "name-node": "SCE" + str(result.platform),
+                "title": str(result.platform),
+                # "subtitle": result.message,
+                "subtitle": "",
+                "icon": fa_icon,
+                "link": link_email,
+            }
             gather_u.append(social_item)
 
-    total.append({'raw': raw_node})
-    graphic.append({'social_email': gather_e})
-    graphic.append({'social_user': gather_u})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw_node})
+    graphic.append({"social_email": gather_e})
+    graphic.append({"social_user": gather_u})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -135,7 +143,7 @@ def t_socialscan(email, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -143,15 +151,19 @@ def t_socialscan(email, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'socialscan'})
-        total.append({'param': email})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "socialscan"})
+        total.append({"param": email})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/spotify/spotify_tasks.py b/backend/modules/spotify/spotify_tasks.py
index a3fc7995..5a68647e 100644
--- a/backend/modules/spotify/spotify_tasks.py
+++ b/backend/modules/spotify/spotify_tasks.py
@@ -1,43 +1,43 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
 # TODO : Tracks features
 # TODO : Sentiment over song's title
 # TODO : Research how to get followers profiles and Following profiles
 
-import os
+import json
 import sys
+import time
 import traceback
-import json
 from collections import Counter
-from stop_words import get_stop_words
-from stop_words import AVAILABLE_LANGUAGES
-from langdetect import detect
-import time
+from pathlib import Path
 
-from spotipy.oauth2 import SpotifyClientCredentials
 import spotipy
+from langdetect import detect
+from spotipy.oauth2 import SpotifyClientCredentials
+from stop_words import AVAILABLE_LANGUAGES, get_stop_words
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def analize_tracks(sp, tracks, level):
-    """ Analize tracks from Spotify (Autor, Name, sentiment) """
+    """Analize tracks from Spotify (Autor, Name, sentiment)"""
     autors = []
     words = []
     lang = []
@@ -46,56 +46,53 @@ def analize_tracks(sp, tracks, level):
     for lg in AVAILABLE_LANGUAGES:
         stop_words_list = stop_words_list + get_stop_words(lg)
 
-    for i, item in enumerate(tracks['items']):
-        track = item['track']
-        autors.append(track['artists'][0]['name'])
+    for _i, item in enumerate(tracks["items"]):
+        track = item["track"]
+        autors.append(track["artists"][0]["name"])
 
-        song = track['name'].lower()
+        song = track["name"].lower()
         try:
             lang_detect = detect(song)
         except Exception:
-            lang_detect = 'en'
+            lang_detect = "en"
         lang.append(lang_detect)
 
         song_words = song.split(" ")
-        song_filtered_sentence = [w for w in song_words
-                                  if w.isalpha() and
-                                  w.lower() not in stop_words_list]
+        song_filtered_sentence = [
+            w for w in song_words if w.isalpha() and w.lower() not in stop_words_list
+        ]
         words = words + song_filtered_sentence
 
-        if (int(level) == 2):
-            features = sp.audio_features(track['id'])
+        if int(level) == 2:
+            features = sp.audio_features(track["id"])
             print(json.dumps(features, indent=4))
 
     return autors, words, lang
 
 
 def p_spotify(username, from_m, level):
-    """ Get basic info from spotify"""
+    """Get basic info from spotify"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-spotify.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-spotify.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    client_id = api_keys_search('spotify_client_id')
-    client_secret = api_keys_search('spotify_client_secret')
+    client_id = api_keys_search("spotify_client_id")
+    client_secret = api_keys_search("spotify_client_secret")
 
     client_credentials_manager = SpotifyClientCredentials(
-        client_id=client_id, client_secret=client_secret)
+        client_id=client_id, client_secret=client_secret
+    )
     sp = spotipy.Spotify(client_credentials_manager=client_credentials_manager)
-    sp.trace = True
     user = sp.user(username)
     user_id = user["id"]
 
@@ -112,25 +109,24 @@ def p_spotify(username, from_m, level):
     words_sum = []
     lang_sum = []
 
-    for playlist in playlists['items']:
+    for playlist in playlists["items"]:
         playlist_count = playlist_count + 1
-        if playlist['owner']['id'] == user_id:
-            playlist_list.append({"name": playlist['name'],
-                                  "value": playlist['tracks']['total']})
-            track_count = track_count + playlist['tracks']['total']
-
-            results = sp.playlist(playlist['id'], fields="tracks,next")
-            tracks = results['tracks']
-            autors_temp, words_temp, lang_temp = analize_tracks(
-                sp, tracks, level)
+        if playlist["owner"]["id"] == user_id:
+            playlist_list.append(
+                {"name": playlist["name"], "value": playlist["tracks"]["total"]}
+            )
+            track_count = track_count + playlist["tracks"]["total"]
+
+            results = sp.playlist(playlist["id"], fields="tracks,next")
+            tracks = results["tracks"]
+            autors_temp, words_temp, lang_temp = analize_tracks(sp, tracks, level)
             autors_sum = autors_sum + autors_temp
             words_sum = words_sum + words_temp
             lang_sum = lang_sum + lang_temp
 
-            while tracks['next']:
+            while tracks["next"]:
                 tracks = sp.next(tracks)
-                autors_temp, words_temp, lang_temp = analize_tracks(
-                    sp, tracks, level)
+                autors_temp, words_temp, lang_temp = analize_tracks(sp, tracks, level)
                 autors_sum = autors_sum + autors_temp
                 words_sum = words_sum + words_temp
                 lang_sum = lang_sum + lang_temp
@@ -138,19 +134,19 @@ def p_spotify(username, from_m, level):
     # Autors (continue)
     autors_counter = Counter(autors_sum)
     for k, v in autors_counter.items():
-        if(v > 1):
+        if v > 1:
             autors.append({"label": k, "value": v})
 
     # Word relevance
     words_counter = Counter(words_sum)
     for k, v in words_counter.items():
-        if(v > 1):
+        if v > 1:
             words.append({"label": k, "value": v})
 
     # Lang bubble
     lang_counter = Counter(lang_sum)
     for k, v in lang_counter.items():
-        if(v > 1):
+        if v > 1:
             lang.append({"name": k, "value": v, "count": v})
 
     # Total
@@ -168,101 +164,124 @@ def p_spotify(username, from_m, level):
     timeline = []
 
     raw_node_total = []
-    raw_node_total.append({'raw_node_user': user})
-    raw_node_total.append({'raw_node_playlist': playlist})
+    raw_node_total.append({"raw_node_user": user})
+    raw_node_total.append({"raw_node_playlist": playlist})
 
-    total.append({'module': 'spotify'})
-    total.append({'param': username})
-    total.append({'validation': 'no'})
+    total.append({"module": "spotify"})
+    total.append({"param": username})
+    total.append({"validation": "no"})
 
     link_social = "Spotify"
-    gather_item = {"name-node": "Spotify", "title": "Spotify",
-                   "subtitle": "", "icon": "fab fa-spotify",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Spotify",
+        "title": "Spotify",
+        "subtitle": "",
+        "icon": "fab fa-spotify",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "SpotifyName",
-                   "title": "Name",
-                   "subtitle": user['display_name'],
-                   "icon": "fas fa-signature",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "SpotifyName",
+        "title": "Name",
+        "subtitle": user["display_name"],
+        "icon": "fas fa-signature",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    profile_item = {'name': user['display_name']}
+    profile_item = {"name": user["display_name"]}
     profile.append(profile_item)
 
-    gather_item = {"name-node": "SpotifyUserName",
-                   "title": "Username",
-                   "subtitle": user['id'],
-                   "icon": "fas fa-user-circle",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "SpotifyUserName",
+        "title": "Username",
+        "subtitle": user["id"],
+        "icon": "fas fa-user-circle",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    profile_item = {'username': user['id']}
+    profile_item = {"username": user["id"]}
     profile.append(profile_item)
 
     try:
-        pic = user['images'][0]['url']
+        pic = user["images"][0]["url"]
         # pic = user['images'][1]['url']
-        gather_item = {"name-node": "SpotifyPhoto",
-                       "title": "Avatar",
-                       "subtitle": "",
-                       "picture": pic,
-                       "link": link_social}
+        gather_item = {
+            "name-node": "SpotifyPhoto",
+            "title": "Avatar",
+            "subtitle": "",
+            "picture": pic,
+            "link": link_social,
+        }
         gather.append(gather_item)
-        photo_item = {"name-node": "Spotify",
-                      "title": "Spotify",
-                      "subtitle": "",
-                      "picture": pic,
-                      "link": "Photos"}
-        profile.append({'photos': [photo_item]})
+        photo_item = {
+            "name-node": "Spotify",
+            "title": "Spotify",
+            "subtitle": "",
+            "picture": pic,
+            "link": "Photos",
+        }
+        profile.append({"photos": [photo_item]})
     except Exception:
         pass
 
-    gather_item = {"name-node": "SpotifyPlaylist",
-                   "title": "Playlist",
-                   "subtitle": playlist_count,
-                   "icon": "fas fa-compact-disc",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "SpotifyPlaylist",
+        "title": "Playlist",
+        "subtitle": playlist_count,
+        "icon": "fas fa-compact-disc",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "SpotifyTracks",
-                   "title": "Tracks",
-                   "subtitle": track_count,
-                   "icon": "fas fa-music",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "SpotifyTracks",
+        "title": "Tracks",
+        "subtitle": track_count,
+        "icon": "fas fa-music",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "SpotifyFollowers",
-                   "title": "Followers",
-                   "subtitle": user['followers']['total'],
-                   "icon": "fas fa-users",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "SpotifyFollowers",
+        "title": "Followers",
+        "subtitle": user["followers"]["total"],
+        "icon": "fas fa-users",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    social_item = {"name": "Spotify",
-                   "url": user['external_urls']['spotify'],
-                   "icon": "fab fa-spotify",
-                   "source": "Spotify",
-                   "username": username}
+    social_item = {
+        "name": "Spotify",
+        "url": user["external_urls"]["spotify"],
+        "icon": "fab fa-spotify",
+        "source": "Spotify",
+        "username": username,
+    }
     social.append(social_item)
     profile.append({"social": social})
 
-    presence.append({"name": "spotify",
-                     "children": [
-                         {"name": "followers", 
-                          "value": user['followers']['total']},
-                     ]})
-
-    profile.append({'presence': presence})
-
-    total.append({'raw': raw_node_total})
-    graphic.append({'social': gather})
-    graphic.append({'playlist': playlist_list})
-    graphic.append({'autors': autors})
-    graphic.append({'words': words})
-    graphic.append({'lang': lang})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    presence.append(
+        {
+            "name": "spotify",
+            "children": [
+                {"name": "followers", "value": user["followers"]["total"]},
+            ],
+        }
+    )
+
+    profile.append({"presence": presence})
+
+    total.append({"raw": raw_node_total})
+    graphic.append({"social": gather})
+    graphic.append({"playlist": playlist_list})
+    graphic.append({"autors": autors})
+    graphic.append({"words": words})
+    graphic.append({"lang": lang})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -276,7 +295,7 @@ def t_spotify(username, from_m, level=1):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -284,15 +303,19 @@ def t_spotify(username, from_m, level=1):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'spotify'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "spotify"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
@@ -304,7 +327,7 @@ def t_spotify(username, from_m, level=1):
 
 
 def output(data):
-    """ Print JSON dump """
+    """Print JSON dump"""
     print(json.dumps(data, ensure_ascii=True, indent=2))
 
 
diff --git a/backend/modules/tiktok/tiktok_tasks.py b/backend/modules/tiktok/tiktok_tasks.py
index eac1c078..ce08755f 100644
--- a/backend/modules/tiktok/tiktok_tasks.py
+++ b/backend/modules/tiktok/tiktok_tasks.py
@@ -1,37 +1,33 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
+import asyncio
 import json
-import time
 import subprocess
-from datetime import datetime, timedelta
+import sys
+import time
 import traceback
-import browser_cookie3
-import glob
-from TikTokApi import TikTokApi
-import asyncio
 from collections import Counter
+from datetime import datetime, timedelta
+from pathlib import Path
 
+import browser_cookie3
+from TikTokApi import TikTokApi
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.configuration import api_keys_search
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.configuration import api_keys_search
     from factories.iKy_functions import analize_rrss
-    from factories.iKy_functions import location_geo
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 
@@ -41,72 +37,74 @@
 def get_twitter_cookies(cookie_keys):
     # Try to get cookie from browser
     ref = ["chromium", "opera", "edge", "firefox", "chrome", "brave"]
-    index = 0
     json_cookie = {}
     found = False
-    for cookie_fn in [
-        browser_cookie3.chromium,
-        browser_cookie3.opera,
-        browser_cookie3.edge,
-        browser_cookie3.firefox,
-        browser_cookie3.chrome,
-        browser_cookie3.brave,
-    ]:
+    for index, cookie_fn in enumerate(
+        [
+            browser_cookie3.chromium,
+            browser_cookie3.opera,
+            browser_cookie3.edge,
+            browser_cookie3.firefox,
+            browser_cookie3.chrome,
+            browser_cookie3.brave,
+        ]
+    ):
         try:
             for cookie in cookie_fn(domain_name=""):
-
-                if ('tiktok.com' in cookie.domain):
-
-                    # print(f"COOKIE - {ref[index]}: {cookie}")
-                    if (cookie.name in cookie_keys and not cookie.is_expired()):
-                        json_cookie['browser'] = ref[index]
-                        json_cookie[cookie.name] = cookie.value
-                        json_cookie[cookie.name + '_expires'] = cookie.expires
-
-                # Check
-                found = True
-                for key in cookie_keys:
-                    if (json_cookie.get(key, "") == ""):
-                        found = False
-                        break
+                if (
+                    "tiktok.com" in cookie.domain
+                    and cookie.name in cookie_keys
+                    and not cookie.is_expired()
+                ):
+                    json_cookie["browser"] = ref[index]
+                    json_cookie[cookie.name] = cookie.value
+                    json_cookie[cookie.name + "_expires"] = cookie.expires
+
+            # Check after processing all cookies from this browser
+            found = True
+            for key in cookie_keys:
+                if json_cookie.get(key, "") == "":
+                    found = False
+                    break
 
         except Exception as e:
             print(e)
 
-        index += 1
-
-        if (found):
+        if found:
             break
 
     return {"found": found, "cookies": json_cookie}
 
 
 def get_browser_paths():
-    if sys.platform == 'win32':
-        base_path = os.path.expanduser('~\\AppData\\Local\\ms-playwright')
-    elif sys.platform == 'darwin':
-        base_path = os.path.expanduser('~/Library/Caches/ms-playwright')
+    if sys.platform == "win32":
+        base_path = Path.home() / "AppData" / "Local" / "ms-playwright"
+    elif sys.platform == "darwin":
+        base_path = Path.home() / "Library" / "Caches" / "ms-playwright"
     else:
-        base_path = os.path.expanduser('~/.cache/ms-playwright')
+        base_path = Path.home() / ".cache" / "ms-playwright"
 
     return {
-        'chromium': os.path.join(base_path, 'chromium-*'),
-        'firefox': os.path.join(base_path, 'firefox-*'),
-        'webkit': os.path.join(base_path, 'webkit-*')
+        "chromium": str(base_path / "chromium-*"),
+        "firefox": str(base_path / "firefox-*"),
+        "webkit": str(base_path / "webkit-*"),
     }
 
 
 def check_browsers_installed():
     browser_paths = get_browser_paths()
     print(f"PATHS: {browser_paths}")
-    for browser, path in browser_paths.items():
-        if not any(os.path.exists(p) for p in glob.glob(path)):
+    for _browser, path in browser_paths.items():
+        pattern = Path(path)
+        if not list(pattern.parent.glob(pattern.name)):
             return False
     return True
 
 
 def run_command(command):
-    result = subprocess.run(command, shell=True, check=True, capture_output=True, text=True)
+    result = subprocess.run(
+        command, shell=True, check=True, capture_output=True, text=True
+    )
     print(result.stdout)
     if result.stderr:
         print(result.stderr)
@@ -115,8 +113,8 @@ def run_command(command):
 def install_playwright():
     if not check_browsers_installed():
         print("Installing Playwright and browsers...")
-        run_command('pip install playwright')
-        run_command('playwright install')
+        run_command("pip install playwright")
+        run_command("playwright install")
     else:
         print("Browsers already installed.")
 
@@ -124,21 +122,21 @@ def install_playwright():
 async def get_user_info(ms_token, username, num=5):
     async with TikTokApi() as api:
         await api.create_sessions(ms_tokens=[ms_token], num_sessions=1, sleep_after=3)
-        try: 
+        try:
             user = api.user(username)
             user_data = await user.info()
         except KeyError as e:
-            if e.args[0] == 'user':
-                raise Exception("iKy - User Not Found")
+            if e.args[0] == "user":
+                raise Exception("iKy - User Not Found") from e
             else:
-                raise e
+                raise
         except Exception as e:
             raise e
 
         user_videos = []
         async for video in user.videos(count=num):
             user_videos.append(video.as_dict)
-    
+
         return user_data, user_videos
 
 
@@ -147,22 +145,19 @@ def run_get_user_info(ms_token, username, num=5):
 
 
 def p_tiktok(username, num, from_m="Initial"):
-    """ Task of Celery that get info from tiktok"""
+    """Task of Celery that get info from tiktok"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-tiktok.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-tiktok.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     raw_node = []
 
@@ -173,9 +168,11 @@ def p_tiktok(username, num, from_m="Initial"):
         logger.info("Tiktok cookies found")
         ms_token = json_cookies["cookies"]["msToken"]
     else:
-        raise Exception("iKy - Missing cookie msToken. Login to your tiktok account and retry")
+        raise Exception(
+            "iKy - Missing cookie msToken. Login to your tiktok account and retry"
+        )
 
-    # INFO: Install playright 
+    # INFO: Install playright
     logger.info("Installing playright")
     install_playwright()
 
@@ -193,15 +190,15 @@ def p_tiktok(username, num, from_m="Initial"):
 
     # Total
     total = []
-    total.append({'module': 'tiktok'})
-    total.append({'param': username})
+    total.append({"module": "tiktok"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
-    if (raw_node == []):
+    if not raw_node:
         # Graphic Array
         graphic = []
         photos = []
@@ -220,139 +217,197 @@ def p_tiktok(username, num, from_m="Initial"):
         tasks = []
 
         link = "Tiktok"
-        gather_item = {"name-node": "Tiktok", "title": "tiktok",
-                       "subtitle": "", "icon": "fab fa-tiktok",
-                       "link": link}
+        gather_item = {
+            "name-node": "Tiktok",
+            "title": "tiktok",
+            "subtitle": "",
+            "icon": "fab fa-tiktok",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "Tikname", "title": "Name",
-                       "subtitle": user_data['userInfo']['user']['nickname'],
-                       "icon": "fas fa-user",
-                       "link": link}
-        profile_item = {'name': user_data['userInfo']['user']['nickname']}
+        gather_item = {
+            "name-node": "Tikname",
+            "title": "Name",
+            "subtitle": user_data["userInfo"]["user"]["nickname"],
+            "icon": "fas fa-user",
+            "link": link,
+        }
+        profile_item = {"name": user_data["userInfo"]["user"]["nickname"]}
         profile.append(profile_item)
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TikPosts", "title": "Posts",
-                       "subtitle": user_data['userInfo']['stats']['videoCount'],
-                       "icon": "fas fa-photo-video", "link": link}
+        gather_item = {
+            "name-node": "TikPosts",
+            "title": "Posts",
+            "subtitle": user_data["userInfo"]["stats"]["videoCount"],
+            "icon": "fas fa-photo-video",
+            "link": link,
+        }
         gather.append(gather_item)
 
-
-        gather_item = {"name-node": "TikFollowers", "title": "Followers",
-                       "subtitle": user_data['userInfo']['stats']['followerCount'],
-                       "icon": "fas fa-users", "link": link}
+        gather_item = {
+            "name-node": "TikFollowers",
+            "title": "Followers",
+            "subtitle": user_data["userInfo"]["stats"]["followerCount"],
+            "icon": "fas fa-users",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TikFollowing", "title": "Following",
-                       "subtitle": user_data['userInfo']['stats']['followingCount'],
-                       "icon": "fas fa-users", "link": link}
+        gather_item = {
+            "name-node": "TikFollowing",
+            "title": "Following",
+            "subtitle": user_data["userInfo"]["stats"]["followingCount"],
+            "icon": "fas fa-users",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TikAvatar", "title": "Avatar",
-                       "picture": user_data['userInfo']['user']['avatarLarger'],
-                       "subtitle": "",
-                       "link": link}
+        gather_item = {
+            "name-node": "TikAvatar",
+            "title": "Avatar",
+            "picture": user_data["userInfo"]["user"]["avatarLarger"],
+            "subtitle": "",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'photos': [{"picture": user_data['userInfo']['user']['avatarLarger'],
-                                    "title": "tiktok"}]}
+        profile_item = {
+            "photos": [
+                {
+                    "picture": user_data["userInfo"]["user"]["avatarLarger"],
+                    "title": "tiktok",
+                }
+            ]
+        }
         profile.append(profile_item)
 
         try:
             if user_data["user"]["signature"]:
-                gather_item = {"name-node": "tikBio", "title": "Bio",
-                               "subtitle": user_data["user"]["signature"],
-                               "icon": "fas fa-heart",
-                               "link": link}
+                gather_item = {
+                    "name-node": "tikBio",
+                    "title": "Bio",
+                    "subtitle": user_data["user"]["signature"],
+                    "icon": "fas fa-heart",
+                    "link": link,
+                }
                 gather.append(gather_item)
 
-                profile_item = {'bio': user_data["user"]["signature"]}
+                profile_item = {"bio": user_data["user"]["signature"]}
                 profile.append(profile_item)
 
                 analyze = analize_rrss(user_data["user"]["signature"])
                 for item in analyze:
-                    if(item == 'url'):
-                        for i in analyze['url']:
+                    if item == "url":
+                        for i in analyze["url"]:
                             profile.append(i)
-                    if(item == 'tasks'):
-                        for i in analyze['tasks']:
+                    if item == "tasks":
+                        for i in analyze["tasks"]:
                             tasks.append(i)
         except Exception:
             pass
 
         try:
             if user_data["userInfo"]["user"]["bioLink"]["link"]:
-                profile.append({"url": user_data["userInfo"]["user"]["bioLink"]["link"]})
+                profile.append(
+                    {"url": user_data["userInfo"]["user"]["bioLink"]["link"]}
+                )
         except Exception:
             pass
 
-        gather_item = {"name-node": "TikFriend", "title": "Friends",
-                       "subtitle": user_data['userInfo']['stats']['friendCount'],
-                       "icon": "fas fa-handshake",
-                       "link": link}
+        gather_item = {
+            "name-node": "TikFriend",
+            "title": "Friends",
+            "subtitle": user_data["userInfo"]["stats"]["friendCount"],
+            "icon": "fas fa-handshake",
+            "link": link,
+        }
         gather.append(gather_item)
 
         try:
-            timeline_item = {"date": datetime.utcfromtimestamp(int(user_data['userInfo']['user']['nickNameModifyTime'])).strftime("%Y-%m-%d"),
-                             "action": "tiktok : Nickname modified",
-                             "icon": "fa-tiktok"}
+            timeline_item = {
+                "date": datetime.utcfromtimestamp(
+                    int(user_data["userInfo"]["user"]["nickNameModifyTime"])
+                ).strftime("%Y-%m-%d"),
+                "action": "tiktok : Nickname modified",
+                "icon": "fa-tiktok",
+            }
             timeline.append(timeline_item)
         except Exception:
             pass
 
-        gather_item = {"name-node": "TikHeart", "title": "Likes",
-                       "subtitle": user_data['userInfo']['stats']['heartCount'],
-                       "icon": "fas fa-heart",
-                       "link": link}
+        gather_item = {
+            "name-node": "TikHeart",
+            "title": "Likes",
+            "subtitle": user_data["userInfo"]["stats"]["heartCount"],
+            "icon": "fas fa-heart",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TikPrivate", "title": "Private Account",
-                       "subtitle": user_data['userInfo']['user']['privateAccount'],
-                       "icon": "fas fa-user-shield",
-                       "link": link}
+        gather_item = {
+            "name-node": "TikPrivate",
+            "title": "Private Account",
+            "subtitle": user_data["userInfo"]["user"]["privateAccount"],
+            "icon": "fas fa-user-shield",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TikUsername", "title": "Username",
-                       "subtitle": user_data['userInfo']['user']['uniqueId'],
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "TikUsername",
+            "title": "Username",
+            "subtitle": user_data["userInfo"]["user"]["uniqueId"],
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TiktUserID", "title": "UserID",
-                       "subtitle": user_data['userInfo']['user']['id'],
-                       "icon": "fas fa-user-circle",
-                       "link": link}
+        gather_item = {
+            "name-node": "TiktUserID",
+            "title": "UserID",
+            "subtitle": user_data["userInfo"]["user"]["id"],
+            "icon": "fas fa-user-circle",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TiktBuss", "title": "Bussiness Account",
-                       "subtitle": user_data['userInfo']['user']['commerceUserInfo']['commerceUser'],
-                       "icon": "fas fa-building",
-                       "link": link}
+        gather_item = {
+            "name-node": "TiktBuss",
+            "title": "Bussiness Account",
+            "subtitle": user_data["userInfo"]["user"]["commerceUserInfo"][
+                "commerceUser"
+            ],
+            "icon": "fas fa-building",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TiktVerified",
-                       "title": "Verified Account",
-                       "subtitle": user_data['userInfo']['user']['verified'],
-                       "icon": "fas fa-certificate",
-                       "link": link}
+        gather_item = {
+            "name-node": "TiktVerified",
+            "title": "Verified Account",
+            "subtitle": user_data["userInfo"]["user"]["verified"],
+            "icon": "fas fa-certificate",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name": "tiktok",
-                       "url": "https://tiktok.com/@" + username,
-                       "icon": "fab fa-tiktok",
-                       "source": "tiktok",
-                       "username": username}
+        gather_item = {
+            "name": "tiktok",
+            "url": "https://tiktok.com/@" + username,
+            "icon": "fab fa-tiktok",
+            "source": "tiktok",
+            "username": username,
+        }
         profile.append({"social": [gather_item]})
 
         # Geo and Bar
         stop = 0
         captions = []
         mentions = []
-        mentions_temp = []
         hashtags = []
         hashtags_temp = []
         tagged = []
-        tagged_temp = []
         tagged = []
         lk_cm = []
         s_cl = []
@@ -369,29 +424,41 @@ def p_tiktok(username, num, from_m="Initial"):
         # Mention_temp
 
         link = "tiktok"
-        photos_item = {"name-node": "tiktok", "title": "tiktok",
-                       "subtitle": "", "icon": "fab fa-tiktok",
-                       "link": link}
+        photos_item = {
+            "name-node": "tiktok",
+            "title": "tiktok",
+            "subtitle": "",
+            "icon": "fab fa-tiktok",
+            "link": link,
+        }
         photos.append(photos_item)
 
         logger.info("Begin - Getting post information")
         # Sort Array
-        user_videos = sorted(user_videos, key=lambda x: x['createTime'])
+        user_videos = sorted(user_videos, key=lambda x: x["createTime"])
 
         for post in user_videos:
             # Exclude pinned videos
             try:
-                if (post['isPinnedItem']):
+                if post["isPinnedItem"]:
                     continue
             except Exception:
                 pass
 
-            s_cl.append({"name": str(stop), "value": str(post["statsV2"]["collectCount"])})
-            s_cm.append({"name": str(stop), "value": str(post["statsV2"]["commentCount"])})
+            s_cl.append(
+                {"name": str(stop), "value": str(post["statsV2"]["collectCount"])}
+            )
+            s_cm.append(
+                {"name": str(stop), "value": str(post["statsV2"]["commentCount"])}
+            )
             s_lk.append({"name": str(stop), "value": str(post["statsV2"]["diggCount"])})
             s_pl.append({"name": str(stop), "value": str(post["statsV2"]["playCount"])})
-            s_rp.append({"name": str(stop), "value": str(post["statsV2"]["repostCount"])})
-            s_sh.append({"name": str(stop), "value": str(post["statsV2"]["shareCount"])})
+            s_rp.append(
+                {"name": str(stop), "value": str(post["statsV2"]["repostCount"])}
+            )
+            s_sh.append(
+                {"name": str(stop), "value": str(post["statsV2"]["shareCount"])}
+            )
 
             # Hashtags
             try:
@@ -400,52 +467,64 @@ def p_tiktok(username, num, from_m="Initial"):
             except Exception:
                 pass
 
-    #         # Mentions
-    #         for m in post.caption_mentions:
-    #             mentions_temp.append(m)
-    #         # Tagged users
-    #         for u in post.tagged_users:
-    #             tagged_temp.append(u)
+            #         # Mentions
+            #         for m in post.caption_mentions:
+            #             mentions_temp.append(m)
+            #         # Tagged users
+            #         for u in post.tagged_users:
+            #             tagged_temp.append(u)
             # Captions
             captions.append(post["desc"])
 
             # post_date = datetime.strptime(post.date, "%Y-%m-%d %H:%M:%S")
-            week_temp.append(datetime.utcfromtimestamp(int(post['createTime'])).strftime("%A"))
+            week_temp.append(
+                datetime.utcfromtimestamp(int(post["createTime"])).strftime("%A")
+            )
             # week_temp.append(post["createTime"].strftime("%A"))
             # INFO: For hours you must work with date_utc
             # hour_temp.append(post["createTime"].strftime("%H"))
-            hour_temp.append(datetime.utcfromtimestamp(int(post['createTime'])).strftime("%H"))
-
-            photos_item = {"name-node": "TikTok" + str(stop),
-                           "title": "Video" + str(stop),
-                           "picture": post["video"]["cover"],
-                           "subtitle": "",
-                           "link": link}
+            hour_temp.append(
+                datetime.utcfromtimestamp(int(post["createTime"])).strftime("%H")
+            )
+
+            photos_item = {
+                "name-node": "TikTok" + str(stop),
+                "title": "Video" + str(stop),
+                "picture": post["video"]["cover"],
+                "subtitle": "",
+                "link": link,
+            }
             photos.append(photos_item)
 
-            created_at = datetime.utcfromtimestamp(int(post['createTime'])).strftime("%Y-%m-%d")
+            created_at = datetime.utcfromtimestamp(int(post["createTime"])).strftime(
+                "%Y-%m-%d"
+            )
 
             # Timeline
             t_timeline.append({"name": created_at, "value": 1})
 
             stop += 1
 
-        # LastPost
-        timeline_item = {"date": t_timeline[-1]["name"],
-                         "action": "Tiktok : Last Post",
-                         "icon": "fa-tiktok"}
-        timeline.append(timeline_item)
+        # LastPost and Timeline (guard against empty timeline)
+        tiktok_time = []
+        if t_timeline:
+            timeline_item = {
+                "date": t_timeline[-1]["name"],
+                "action": "Tiktok : Last Post",
+                "icon": "fa-tiktok",
+            }
+            timeline.append(timeline_item)
 
-        # Timeline
-        start_date = datetime.strptime(t_timeline[0]['name'], '%Y-%m-%d')
-        end_date = datetime.strptime(t_timeline[-1]['name'], '%Y-%m-%d')
-        delta_days = (end_date - start_date).days
+            start_date = datetime.strptime(t_timeline[0]["name"], "%Y-%m-%d")
+            end_date = datetime.strptime(t_timeline[-1]["name"], "%Y-%m-%d")
+            delta_days = (end_date - start_date).days
 
-        tiktok_time = []
-        for i in range(delta_days + 1):
-            current_date = (start_date + timedelta(days=i)).strftime('%Y-%m-%d')
-            record_count = sum(1 for item in t_timeline if item['name'] == current_date)
-            tiktok_time.append({'name': current_date, 'value': record_count})
+            for i in range(delta_days + 1):
+                current_date = (start_date + timedelta(days=i)).strftime("%Y-%m-%d")
+                record_count = sum(
+                    1 for item in t_timeline if item["name"] == current_date
+                )
+                tiktok_time.append({"name": current_date, "value": record_count})
 
         # Likes, comments (continue)
         lk_cm.append({"name": "Likes", "series": s_lk})
@@ -459,86 +538,110 @@ def p_tiktok(username, num, from_m="Initial"):
         hashtag_counter = Counter(hashtags_temp)
         for k, v in hashtag_counter.items():
             hashtags.append({"label": k, "value": v})
-    #     # Mentions (continue)
-    #     mention_counter = Counter(mentions_temp)
-    #     for k, v in mention_counter.items():
-    #         mentions.append({"label": k, "value": v})
-    #     # Tagged (continue)
-    #     tagged_counter = Counter(tagged_temp)
-    #     for k, v in tagged_counter.items():
-    #         tagged.append({"label": k, "value": v})
+        #     # Mentions (continue)
+        #     mention_counter = Counter(mentions_temp)
+        #     for k, v in mention_counter.items():
+        #         mentions.append({"label": k, "value": v})
+        #     # Tagged (continue)
+        #     tagged_counter = Counter(tagged_temp)
+        #     for k, v in tagged_counter.items():
+        #         tagged.append({"label": k, "value": v})
 
         # hourset
         hourset = []
-        hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23'.split()
+        hournames = "00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23".split()
 
         twCounter = Counter(hour_temp)
         tgdata = twCounter.most_common()
         tgdata = sorted(tgdata)
         e = 0
         for g in hournames:
-            if (e >= len(tgdata)):
-                hourset.append({"name": g, "value": 0})
-            elif (g < tgdata[e][0]):
+            if (e >= len(tgdata)) or (g < tgdata[e][0]):
                 hourset.append({"name": g, "value": 0})
-            elif (g == tgdata[e][0]):
+            elif g == tgdata[e][0]:
                 hourset.append({"name": g, "value": int(tgdata[e][1])})
                 e += 1
 
         # weekset
         weekset = []
-        weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
+        weekdays = "Monday Tuesday Wednesday Thursday Friday Saturday Sunday".split()
         wdCounter = Counter(week_temp)
         wddata = wdCounter.most_common()
         wddata = sorted(wddata)
         y = []
-        c = 0
-        for z in weekdays:
+        for c, z in enumerate(weekdays):
             try:
                 weekset.append({"name": z, "value": int(wddata[c][1])})
             except Exception:
                 weekset.append({"name": z, "value": 0})
-            c += 1
         wddata = y
 
         children = []
-        children.append({"name": "Follower", "total":
-                        str(user_data['userInfo']['stats']['followerCount'])})
-        children.append({"name": "Following", "total":
-                        str(user_data['userInfo']['stats']['followingCount'])})
-        children.append({"name": "Friends", "total":
-                        str(user_data['userInfo']['stats']['friendCount'])})
-        children.append({"name": "Likes", "total":
-                        str(user_data['userInfo']['stats']['heartCount'])})
-        children.append({"name": "Videos", "total":
-                        str(user_data['userInfo']['stats']['videoCount'])})
+        children.append(
+            {
+                "name": "Follower",
+                "total": str(user_data["userInfo"]["stats"]["followerCount"]),
+            }
+        )
+        children.append(
+            {
+                "name": "Following",
+                "total": str(user_data["userInfo"]["stats"]["followingCount"]),
+            }
+        )
+        children.append(
+            {
+                "name": "Friends",
+                "total": str(user_data["userInfo"]["stats"]["friendCount"]),
+            }
+        )
+        children.append(
+            {
+                "name": "Likes",
+                "total": str(user_data["userInfo"]["stats"]["heartCount"]),
+            }
+        )
+        children.append(
+            {
+                "name": "Videos",
+                "total": str(user_data["userInfo"]["stats"]["videoCount"]),
+            }
+        )
         resume = {"name": "tiktok", "children": children}
 
-        presence.append({"name": "tiktok",
-                         "children": [
-                             {"name": "followers", 
-                              "value": int(user_data['userInfo']['stats']['followerCount'])},
-                             {"name": "following", 
-                              "value": int(user_data['userInfo']['stats']['followingCount'])},
-                         ]})
-        profile.append({'presence': presence})
-
-        raw_node = {'user_data': user_data, 'user_video': user_videos}
-        total.append({'raw': raw_node})
-        graphic.append({'tiktok': gather})
-        graphic.append({'postslist': lk_cm})
-        graphic.append({'hashtags': hashtags})
-        graphic.append({'mentions': mentions})
-        graphic.append({'tagged': tagged})
-        graphic.append({'hour': hourset})
-        graphic.append({'week': weekset})
-        graphic.append({'videos': photos})
-        graphic.append({'resume': resume})
-        graphic.append({'tiktime': tiktok_time})
-        total.append({'graphic': graphic})
-        total.append({'profile': profile})
-        total.append({'timeline': timeline})
-        total.append({'tasks': tasks})
+        presence.append(
+            {
+                "name": "tiktok",
+                "children": [
+                    {
+                        "name": "followers",
+                        "value": int(user_data["userInfo"]["stats"]["followerCount"]),
+                    },
+                    {
+                        "name": "following",
+                        "value": int(user_data["userInfo"]["stats"]["followingCount"]),
+                    },
+                ],
+            }
+        )
+        profile.append({"presence": presence})
+
+        raw_node = {"user_data": user_data, "user_video": user_videos}
+        total.append({"raw": raw_node})
+        graphic.append({"tiktok": gather})
+        graphic.append({"postslist": lk_cm})
+        graphic.append({"hashtags": hashtags})
+        graphic.append({"mentions": mentions})
+        graphic.append({"tagged": tagged})
+        graphic.append({"hour": hourset})
+        graphic.append({"week": weekset})
+        graphic.append({"videos": photos})
+        graphic.append({"resume": resume})
+        graphic.append({"tiktime": tiktok_time})
+        total.append({"graphic": graphic})
+        total.append({"profile": profile})
+        total.append({"timeline": timeline})
+        total.append({"tasks": tasks})
 
     return total
 
@@ -552,7 +655,7 @@ def t_tiktok(username):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -560,15 +663,19 @@ def t_tiktok(username):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'tiktok'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "tiktok"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/tinder/tinder_tasks.py b/backend/modules/tinder/tinder_tasks.py
index 73ba4ce9..b3783f64 100644
--- a/backend/modules/tinder/tinder_tasks.py
+++ b/backend/modules/tinder/tinder_tasks.py
@@ -1,33 +1,34 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
-from bs4 import BeautifulSoup
-from datetime import date
 import random
+import sys
 import time
 import traceback
+from datetime import date
+from pathlib import Path
 
+import requests
+from bs4 import BeautifulSoup
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
@@ -36,69 +37,69 @@ def p_tinder(username, from_m="Initial"):
     """Task of Celery that get info from tinder"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-tinder.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-tinder.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     user_agents = [
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-        'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-        'Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)',
-        'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)',
-        'Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)',
-        'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)',
-        'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)'
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+        "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+        "Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)",
+        "Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
+        "Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko",
+        "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)",
+        "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)",
+        "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)",
     ]
 
-    url = "https://gotinder.com/@%s" % username
-    req = requests.get(url, headers={'User-Agent': random.choice(user_agents)})
+    url = f"https://gotinder.com/@{username}"
+    req = requests.get(
+        url, headers={"User-Agent": random.choice(user_agents)}, timeout=30
+    )
     soup = BeautifulSoup(req.content, "lxml")
 
-    if soup.find(id='card-container'):
-        raw_node = { 'name': str(soup.find(id='name').text),
-                     'age': int(str(soup.find(id='age').text.encode('utf-8'))[10:13]),
-                     'picture': str(soup.find(id='user-photo').get('src')),
-                     'teaser': str(soup.find(id='teaser').text.encode('ascii', 'ignore')),
-                   }
+    if soup.find(id="card-container"):
+        raw_node = {
+            "name": str(soup.find(id="name").text),
+            "age": int(soup.find(id="age").text.strip()),
+            "picture": str(soup.find(id="user-photo").get("src")),
+            "teaser": soup.find(id="teaser").text,
+        }
     else:
         raise Exception("iKy - User not found")
 
     # Total
     total = []
-    total.append({'module': 'tinder'})
-    total.append({'param': username})
+    total.append({"module": "tinder"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     # Graphic Array
     graphic = []
@@ -113,82 +114,114 @@ def p_tinder(username, from_m="Initial"):
     gather = []
 
     link = "Tinder"
-    gather_item = {"name-node": "Tinder", "title": "Tinder",
-                   "subtitle": "", "icon": "fas fa-fire",
-                   "link": link}
+    gather_item = {
+        "name-node": "Tinder",
+        "title": "Tinder",
+        "subtitle": "",
+        "icon": "fas fa-fire",
+        "link": link,
+    }
     gather.append(gather_item)
 
-    if ('status' not in raw_node):
+    if "status" not in raw_node:
         actual_year = date.today().year
 
         # Gather Array
         social = []
 
-        gather_item = {"name-node": "Tindername", "title": "Name",
-                       "subtitle": raw_node["name"],
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "Tindername",
+            "title": "Name",
+            "subtitle": raw_node["name"],
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'name': raw_node["name"]}
+        profile_item = {"name": raw_node["name"]}
         profile.append(profile_item)
 
-        gather_item = {"name-node": "TinderAge", "title": "Age",
-                       "subtitle": raw_node["age"],
-                       "icon": "fas fa-birthday-cake", "link": link}
+        gather_item = {
+            "name-node": "TinderAge",
+            "title": "Age",
+            "subtitle": raw_node["age"],
+            "icon": "fas fa-birthday-cake",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'age': raw_node["age"]}
+        profile_item = {"age": raw_node["age"]}
         profile.append(profile_item)
 
-        gather_item = {"name-node": "TinderYear", "title": "Year of birth",
-                       "subtitle": actual_year - raw_node["age"],
-                       "icon": "fas fa-calendar-check", "link": link}
+        gather_item = {
+            "name-node": "TinderYear",
+            "title": "Year of birth",
+            "subtitle": actual_year - raw_node["age"],
+            "icon": "fas fa-calendar-check",
+            "link": link,
+        }
         gather.append(gather_item)
-        timeline.append({'action': 'Year of birth',
-                         'date': actual_year - raw_node['age'],
-                         'desc': "Approximate date of birth deducted from year old reported in Tinder"})
-
-        gather_item = {"name-node": "TinderPic", "title": "Avatar",
-                       "picture": raw_node["picture"],
-                       "subtitle": "",
-                       "link": link}
+        timeline.append(
+            {
+                "action": "Year of birth",
+                "date": actual_year - raw_node["age"],
+                "desc": "Approximate date of birth deducted from year old reported in Tinder",
+            }
+        )
+
+        gather_item = {
+            "name-node": "TinderPic",
+            "title": "Avatar",
+            "picture": raw_node["picture"],
+            "subtitle": "",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'photos': [{"picture": raw_node["picture"],
-                                    "title": "Tinder"}]}
+        profile_item = {"photos": [{"picture": raw_node["picture"], "title": "Tinder"}]}
         profile.append(profile_item)
 
-        gather_item = {"name-node": "TinderBio", "title": "Bio",
-                       "subtitle": raw_node["teaser"],
-                       "icon": "fas fa-heartbeat",
-                       "link": link}
+        gather_item = {
+            "name-node": "TinderBio",
+            "title": "Bio",
+            "subtitle": raw_node["teaser"],
+            "icon": "fas fa-heartbeat",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TinderURL", "title": "URL",
-                       "subtitle": url,
-                       "icon": "fas fa-code",
-                       "link": link}
+        gather_item = {
+            "name-node": "TinderURL",
+            "title": "URL",
+            "subtitle": url,
+            "icon": "fas fa-code",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "TinderUsername", "title": "Username",
-                       "subtitle": username,
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "TinderUsername",
+            "title": "Username",
+            "subtitle": username,
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        social_item = {"name": "Tinder",
-                       "url": url,
-                       "source": "Tinder",
-                       "icon": "fas fa-fire",
-                       "username": username}
+        social_item = {
+            "name": "Tinder",
+            "url": url,
+            "source": "Tinder",
+            "icon": "fas fa-fire",
+            "username": username,
+        }
         social.append(social_item)
         profile.append({"social": social})
         profile_item = {"username": username}
         profile.append(profile_item)
 
-    graphic.append({'tinder': gather})
-    total.append({'raw': raw_node})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    graphic.append({"tinder": gather})
+    total.append({"raw": raw_node})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -202,7 +235,7 @@ def t_tinder(username, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -210,15 +243,19 @@ def t_tinder(username, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'tinder'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "tinder"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/tweetiment/tweetiment_tasks.py b/backend/modules/tweetiment/tweetiment_tasks.py
index 3d72bed0..f5975020 100644
--- a/backend/modules/tweetiment/tweetiment_tasks.py
+++ b/backend/modules/tweetiment/tweetiment_tasks.py
@@ -1,57 +1,52 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
+import os
 import re
-import traceback
+import sys
 import time
+import traceback
+from pathlib import Path
 
 import redis
-from langdetect import detect
+
 # from googletrans import Translator
 import TranslatorX
+from langdetect import detect
 from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
-from datetime import datetime
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def p_tweetiment_twint(tweets, task_id, username):
-    """ Task of Celery that get info from twitter sentiment """
+    """Task of Celery that get info from twitter sentiment"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-tweetiment.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-tweetiment.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.info(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     raw = []
@@ -69,30 +64,30 @@ def p_tweetiment_twint(tweets, task_id, username):
         create_date = c
         c = c + 1
         # Remove mentions
-        text = re.sub(r'@\w+\s+', "", tweet)
+        text = re.sub(r"@\w+\s+", "", tweet)
         # Remove URLs
-        text = re.sub(r'https?:\/\/.*[\r\n]*', '', text, flags=re.MULTILINE)
+        text = re.sub(r"https?:\/\/.*[\r\n]*", "", text, flags=re.MULTILINE)
         # Remove emojis
-        RE_EMOJI = re.compile('[\U00010000-\U0010ffff]', flags=re.UNICODE)
-        text = RE_EMOJI.sub(r'', text)
+        RE_EMOJI = re.compile("[\U00010000-\U0010ffff]", flags=re.UNICODE)
+        text = RE_EMOJI.sub(r"", text)
         text = text.replace("\n", " ")
-        if (len(text) > 3):
+        if len(text) > 3:
             try:
                 lang_detect = detect(text)
             except Exception:
-                lang_detect = 'en'
-            if (lang_detect != 'en'):
+                lang_detect = "en"
+            translated = text
+            if lang_detect != "en":
                 try:
                     # trans = translator.translate(text, dest='en')
-                    trans = translator.Translate(text, to_lang='en')
+                    trans = translator.Translate(text, to_lang="en")
                     translated = trans.text
                 except Exception:
                     translated = text
 
             vs = analyzer.polarity_scores(translated)
 
-            raw.append({"text": translated, "date": create_date,
-                        "sentiment": vs})
+            raw.append({"text": translated, "date": create_date, "sentiment": vs})
             neg.append({"name": create_date, "value": vs["neg"]})
             pos.append({"name": create_date, "value": vs["pos"]})
             neu.append({"name": create_date, "value": vs["neu"]})
@@ -100,10 +95,10 @@ def p_tweetiment_twint(tweets, task_id, username):
 
     # Total
     total = []
-    total.append({'module': 'tweetiment'})
-    total.append({'param': username})
+    total.append({"module": "tweetiment"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    total.append({'validation': 'no'})
+    total.append({"validation": "no"})
 
     # Graphic Array
     graphic = []
@@ -115,24 +110,23 @@ def p_tweetiment_twint(tweets, task_id, username):
     # Timeline Array
     timeline = []
 
-    if (raw == []):
+    if not raw:
         raw.append({"status": "Not found"})
 
     sentiment.append({"name": "compound", "series": compound})
     sentiment.append({"name": "pos", "series": pos})
     sentiment.append({"name": "neu", "series": neu})
     sentiment.append({"name": "neg", "series": neg})
-    total.append({'raw': raw})
-    graphic.append({'sentiment': sentiment})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw})
+    graphic.append({"sentiment": sentiment})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
 
 def p_tweetiment_twitter(tweets, task_id, username):
-
     raw = []
     neg = []
     pos = []
@@ -145,33 +139,32 @@ def p_tweetiment_twitter(tweets, task_id, username):
 
     c = 0
     for tweet in tweets:
-        if (tweet['text'][:3] != 'RT '):
+        if tweet["text"][:3] != "RT ":
             c = c + 1
             # Get date
-            create_date = tweet['created_at']
+            create_date = tweet["created_at"]
             # date_format = datetime.strptime(create_date,
             #                                 "%a %b %d %H:%M:%S +0000 %Y")
             # create_date = date_format.strftime("%Y-%m-%dT%H:%M:%S.000Z")
 
             # Remove mentions
-            text = re.sub(r'@\w+\s+', "", tweet['text'])
+            text = re.sub(r"@\w+\s+", "", tweet["text"])
             # Remove URLs
-            text = re.sub(r'https?:\/\/.*[\r\n]*', '', text,
-                          flags=re.MULTILINE)
+            text = re.sub(r"https?:\/\/.*[\r\n]*", "", text, flags=re.MULTILINE)
             # Remove emojis
-            RE_EMOJI = re.compile('[\U00010000-\U0010ffff]', flags=re.UNICODE)
-            text = RE_EMOJI.sub(r'', text)
+            RE_EMOJI = re.compile("[\U00010000-\U0010ffff]", flags=re.UNICODE)
+            text = RE_EMOJI.sub(r"", text)
             text = text.replace("\n", " ")
-            if (len(text) > 3):
+            if len(text) > 3:
                 translated = text
                 try:
                     lang_detect = detect(text)
                 except Exception:
-                    lang_detect = 'en'
-                if (lang_detect != 'en'):
+                    lang_detect = "en"
+                if lang_detect != "en":
                     try:
                         # trans = translator.translate(text, dest='en')
-                        trans = translator.Translate(text, to_lang='en')
+                        trans = translator.Translate(text, to_lang="en")
                         translated = trans.text
                     except Exception:
                         # translator = TLT(from_lang=lang_detect, to_lang="en")
@@ -181,8 +174,7 @@ def p_tweetiment_twitter(tweets, task_id, username):
                     # sentences.append(trans.text)
                 vs = analyzer.polarity_scores(translated)
 
-                raw.append({"text": translated, "date": create_date,
-                            "sentiment": vs})
+                raw.append({"text": translated, "date": create_date, "sentiment": vs})
                 neg.append({"name": create_date, "value": vs["neg"]})
                 pos.append({"name": create_date, "value": vs["pos"]})
                 neu.append({"name": create_date, "value": vs["neu"]})
@@ -190,10 +182,10 @@ def p_tweetiment_twitter(tweets, task_id, username):
 
     # Total
     total = []
-    total.append({'module': 'tweetiment'})
-    total.append({'param': username})
+    total.append({"module": "tweetiment"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    total.append({'validation': 'no'})
+    total.append({"validation": "no"})
 
     # Graphic Array
     graphic = []
@@ -205,18 +197,18 @@ def p_tweetiment_twitter(tweets, task_id, username):
     # Timeline Array
     timeline = []
 
-    if (raw == []):
+    if not raw:
         raw.append({"status": "Not found"})
 
     sentiment.append({"name": "compound", "series": compound})
     sentiment.append({"name": "pos", "series": pos})
     sentiment.append({"name": "neu", "series": neu})
     sentiment.append({"name": "neg", "series": neg})
-    total.append({'raw': raw})
-    graphic.append({'sentiment': sentiment})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw})
+    graphic.append({"sentiment": sentiment})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -230,28 +222,29 @@ def t_tweetiment(username, task_id, from_m="Initial"):
         task_id_complete = "celery-task-meta-" + task_id
         print("TaskID : " + task_id_complete)
 
-        redis_db = redis.Redis(host='localhost', port=6379, db=0)
+        redis_host = os.environ.get("REDIS_HOST", "localhost")
+        redis_db = redis.Redis(host=redis_host, port=6379, db=0)
         value = redis_db.get(task_id_complete)
 
         # Evaluate Twint or Twitter
         json_value = json.loads(value)
-        module = json_value['result'][0]['module']
+        module = json_value["result"][0]["module"]
         print("Module : " + module)
-        if (module == 'twint'):
+        if module == "twint":
             print("Tweetiment : Twint")
-            tweets_json = json_value['result'][3]['raw'][1]['raw_node_tweets']
-            tweets_json = json.loads(tweets_json)['tweet']
+            tweets_json = json_value["result"][3]["raw"][1]["raw_node_tweets"]
+            tweets_json = json.loads(tweets_json)["tweet"]
             for tweet in tweets_json:
                 tweets.append(tweets_json[tweet])
             total = p_tweetiment_twint(tweets, task_id, username)
         else:
             print("Tweetiment : Twitter")
-            tweets = json_value['result'][3]['raw'][1]['raw_node_tweets']
+            tweets = json_value["result"][3]["raw"][1]["raw_node_tweets"]
             total = p_tweetiment_twitter(tweets, task_id, username)
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -259,21 +252,25 @@ def t_tweetiment(username, task_id, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'tweetiment'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "tweetiment"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
     toc = time.perf_counter()
     # Show process time
-    logger.info(f"PeopleDataLabs - Response in {toc - tic:0.4f} seconds")
+    logger.info(f"Tweetiment - Response in {toc - tic:0.4f} seconds")
 
     return total
 
diff --git a/backend/modules/twint/twint_tasks.py b/backend/modules/twint/twint_tasks.py
index 639d6a31..f0daefe7 100644
--- a/backend/modules/twint/twint_tasks.py
+++ b/backend/modules/twint/twint_tasks.py
@@ -1,29 +1,28 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
+import json
 import sys
 import traceback
-import json
-import twint
 from collections import Counter
 from datetime import datetime
 
+import twint
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.iKy_functions import location_geo
-    from factories.iKy_functions import analize_rrss
-    from celery.utils.log import get_task_logger
+    from factories.iKy_functions import analize_rrss, location_geo
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.iKy_functions import location_geo
-    from factories.iKy_functions import analize_rrss
-    from celery.utils.log import get_task_logger
+    from factories.iKy_functions import analize_rrss, location_geo
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
@@ -49,16 +48,16 @@ def p_twint(username, from_m):
 
     # hourset
     hourset = []
-    hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23'.split()
+    hournames = "00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23".split()
 
     try:
-        twCounter = Counter(tweets_df['hour'])
+        twCounter = Counter(tweets_df["hour"])
         tgdata = twCounter.most_common()
 
         for g in hournames:
             houritem = {"name": g, "value": 0}
             for h in tgdata:
-                if (g == h[0]):
+                if g == h[0]:
                     houritem = {"name": g, "value": int(h[1])}
             hourset.append(houritem)
     except Exception:
@@ -66,19 +65,17 @@ def p_twint(username, from_m):
 
     # weekset
     weekset = []
-    weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
+    weekdays = "Monday Tuesday Wednesday Thursday Friday Saturday Sunday".split()
     try:
-        wdCounter = Counter(tweets_df['day'])
+        wdCounter = Counter(tweets_df["day"])
         wddata = wdCounter.most_common()
         wddata = sorted(wddata)
         y = []
-        c = 0
-        for z in weekdays:
+        for c, z in enumerate(weekdays):
             try:
                 weekset.append({"name": z, "value": int(wddata[c][1])})
-            except:
+            except Exception:
                 weekset.append({"name": z, "value": 0})
-            c += 1
         wddata = y
     except Exception:
         pass
@@ -96,34 +93,33 @@ def p_twint(username, from_m):
     prev_day = "0000-00-00"
     for index, row in tweets_df.iterrows():
         # Likes, Retweets, Replies
-        s_lk.append({"name": str(index), "value": str(row['nlikes'])})
-        s_rt.append({"name": str(index), "value": str(row['nretweets'])})
-        s_rp.append({"name": str(index), "value": str(row['nreplies'])})
+        s_lk.append({"name": str(index), "value": str(row["nlikes"])})
+        s_rt.append({"name": str(index), "value": str(row["nretweets"])})
+        s_rp.append({"name": str(index), "value": str(row["nreplies"])})
 
         # Mentions
-        mention_iter = iter(row['reply_to'])
+        mention_iter = iter(row["reply_to"])
         for user in mention_iter:
-            mention_temp.append(user['screen_name'])
+            mention_temp.append(user["screen_name"])
             # TODO : collect mentions to correlation
 
         # Hashtags
-        for h in row['hashtags']:
+        for h in row["hashtags"]:
             hashtag_temp.append(h)
 
-        created_at = datetime.strptime(row['date'], "%Y-%m-%d %H:%M:%S")
+        created_at = datetime.strptime(row["date"], "%Y-%m-%d %H:%M:%S")
         tweet_date = created_at.strftime("%Y-%m-%dT%H:%M:%S.009Z")
         tweet_day = created_at.strftime("%Y-%m-%d")
 
         # Timeline
         # t_timeline.append({"name": tweet_date, "value": 1})
-        if (prev_day == tweet_day):
+        if prev_day == tweet_day:
             time_value = time_value + 1
         else:
             t_timeline.append({"name": tweet_date, "value": time_value})
             time_value = 1
             prev_day = tweet_day
 
-
     # Likes, retweets, replies (continue)
     lk_rt_rp.append({"name": "Likes", "series": s_lk})
     lk_rt_rp.append({"name": "Retweets", "series": s_rt})
@@ -133,15 +129,15 @@ def p_twint(username, from_m):
     mention_counter = Counter(mention_temp)
 
     link_users = "Users"
-    user_item = {"name-node": "Users", "title": "Users",
-                 "subtitle": "",
-                 "link": link_users}
+    user_item = {
+        "name-node": "Users",
+        "title": "Users",
+        "subtitle": "",
+        "link": link_users,
+    }
     users.append(user_item)
     for k, v in mention_counter.items():
-        user_item = {"name-node": k,
-                     "title": k,
-                     "subtitle": v,
-                     "link": link_users}
+        user_item = {"name-node": k, "title": k, "subtitle": v, "link": link_users}
         users.append(user_item)
 
     # Hashtags (continue)
@@ -161,7 +157,6 @@ def p_twint(username, from_m):
     # Profile Array
     profile = []
     social = []
-    urls = []
     presence = []
 
     # Timeline Array
@@ -170,195 +165,223 @@ def p_twint(username, from_m):
     # Tasks Array
     tasks = []
 
-    date_format = datetime.strptime(profile_df['join_date'][0], "%Y-%m-%d")
+    date_format = datetime.strptime(profile_df["join_date"][0], "%Y-%m-%d")
     # '2008-07-23'
     # date_format = datetime.strptime(profile_df['join_date'][0], "%d %b %Y")
     create_date = date_format.strftime("%Y-%m-%d")
     last_tweet = created_at.strftime("%Y-%m-%d")
 
-    total.append({'module': 'twint'})
-    total.append({'param': username})
+    total.append({"module": "twint"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'not_used'})
+        total.append({"validation": "not_used"})
 
     link_social = "Twint"
-    gather_item = {"name-node": "Twint", "title": "Twint",
-                   "subtitle": "", "icon": "fab fa-twitter",
-                   "link": link_social}
-
-    gather_item = {"name-node": "TwintName",
-                   "title": "Name",
-                   "subtitle": profile_df['name'][0],
-                   "icon": "fas fa-signature",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twint",
+        "title": "Twint",
+        "subtitle": "",
+        "icon": "fab fa-twitter",
+        "link": link_social,
+    }
+
+    gather_item = {
+        "name-node": "TwintName",
+        "title": "Name",
+        "subtitle": profile_df["name"][0],
+        "icon": "fas fa-signature",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    profile_item = {'name': profile_df['name'][0]}
+    profile_item = {"name": profile_df["name"][0]}
     profile.append(profile_item)
 
-    gather_item = {"name-node": "Twintphoto",
-                   "title": "Avatar",
-                   "subtitle": "",
-                   "picture": profile_df['avatar'][0],
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twintphoto",
+        "title": "Avatar",
+        "subtitle": "",
+        "picture": profile_df["avatar"][0],
+        "link": link_social,
+    }
     gather.append(gather_item)
-    photo_item = {"name-node": "Twint",
-                  "title": "Twint",
-                  "subtitle": "",
-                  "picture": profile_df['avatar'][0],
-                  "link": "Photos"}
-    profile.append({'photos': [photo_item]})
-
-    gather_item = {"name-node": "TwintLocation",
-                   "title": "Location",
-                   "subtitle": profile_df['location'][0],
-                   "icon": "fas fa-map-marker-alt",
-                   "link": link_social}
+    photo_item = {
+        "name-node": "Twint",
+        "title": "Twint",
+        "subtitle": "",
+        "picture": profile_df["avatar"][0],
+        "link": "Photos",
+    }
+    profile.append({"photos": [photo_item]})
+
+    gather_item = {
+        "name-node": "TwintLocation",
+        "title": "Location",
+        "subtitle": profile_df["location"][0],
+        "icon": "fas fa-map-marker-alt",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    if profile_df['location'][0]:
-        profile_item = {'location': profile_df['location'][0]}
+    if profile_df["location"][0]:
+        profile_item = {"location": profile_df["location"][0]}
         profile.append(profile_item)
 
-        geo_item = location_geo(profile_df['location'][0], time=create_date)
-        if(geo_item):
-            profile.append({'geo': geo_item})
-
-    verified = "False" if profile_df['verified'][0] == 0 else "True"
-    gather_item = {"name-node": "TwintVerified",
-                   "title": "Verified",
-                   "subtitle": verified,
-                   "icon": "fas fa-certificate",
-                   "link": link_social}
+        geo_item = location_geo(profile_df["location"][0], time=create_date)
+        if geo_item:
+            profile.append({"geo": geo_item})
+
+    verified = "False" if profile_df["verified"][0] == 0 else "True"
+    gather_item = {
+        "name-node": "TwintVerified",
+        "title": "Verified",
+        "subtitle": verified,
+        "icon": "fas fa-certificate",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwintID",
-                   "title": "ID",
-                   "subtitle": profile_df['id'][0],
-                   "icon": "fas fa-id-card",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwintID",
+        "title": "ID",
+        "subtitle": profile_df["id"][0],
+        "icon": "fas fa-id-card",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    private = "False" if profile_df['private'][0] == 0 else "True"
-    gather_item = {"name-node": "TwintPrivate",
-                   "title": "Private",
-                   "subtitle": private,
-                   "icon": "fas fa-user-shield",
-                   "link": link_social}
+    private = "False" if profile_df["private"][0] == 0 else "True"
+    gather_item = {
+        "name-node": "TwintPrivate",
+        "title": "Private",
+        "subtitle": private,
+        "icon": "fas fa-user-shield",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwintTweets",
-                   "title": "Tweets",
-                   "subtitle": str(profile_df['tweets'][0]),
-                   "icon": "fab fa-twitter-square",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwintTweets",
+        "title": "Tweets",
+        "subtitle": str(profile_df["tweets"][0]),
+        "icon": "fab fa-twitter-square",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwintMedia",
-                   "title": "Media",
-                   "subtitle": str(profile_df['media'][0]),
-                   "icon": "fas fa-photo-video",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwintMedia",
+        "title": "Media",
+        "subtitle": str(profile_df["media"][0]),
+        "icon": "fas fa-photo-video",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwintFollowers",
-                   "title": "Followers",
-                   "subtitle": str(profile_df['followers'][0]),
-                   "icon": "fas fa-users",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwintFollowers",
+        "title": "Followers",
+        "subtitle": str(profile_df["followers"][0]),
+        "icon": "fas fa-users",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwintFollowing",
-                   "title": "Following",
-                   "subtitle": str(profile_df['following'][0]),
-                   "icon": "fas fa-user-friends",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwintFollowing",
+        "title": "Following",
+        "subtitle": str(profile_df["following"][0]),
+        "icon": "fas fa-user-friends",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwintLikes",
-                   "title": "Likes",
-                   "subtitle": str(profile_df['likes'][0]),
-                   "icon": "fas fa-heart",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwintLikes",
+        "title": "Likes",
+        "subtitle": str(profile_df["likes"][0]),
+        "icon": "fas fa-heart",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    presence.append({"name": "twitter",
-                     "children": [
-                         {"name": "followers", 
-                          "value": int(profile_df['followers'][0])},
-                         {"name": "following", 
-                          "value": int(profile_df['following'][0])},
-                     ]})
-    profile.append({'presence': presence})
-    profile.append({'username': profile_df['username'][0]})
-    if profile_df['url'][0]:
-        analyze = analize_rrss(profile_df['url'][0])
+    presence.append(
+        {
+            "name": "twitter",
+            "children": [
+                {"name": "followers", "value": int(profile_df["followers"][0])},
+                {"name": "following", "value": int(profile_df["following"][0])},
+            ],
+        }
+    )
+    profile.append({"presence": presence})
+    profile.append({"username": profile_df["username"][0]})
+    if profile_df["url"][0]:
+        analyze = analize_rrss(profile_df["url"][0])
         for item in analyze:
-            if(item == 'url'):
-                for i in analyze['url']:
+            if item == "url":
+                for i in analyze["url"]:
                     profile.append(i)
-            if(item == 'tasks'):
-                for i in analyze['tasks']:
+            if item == "tasks":
+                for i in analyze["tasks"]:
                     tasks.append(i)
 
-    if profile_df['bio'][0]:
-        profile.append({'bio': profile_df['bio'][0]})
-        analyze = analize_rrss(profile_df['bio'][0])
+    if profile_df["bio"][0]:
+        profile.append({"bio": profile_df["bio"][0]})
+        analyze = analize_rrss(profile_df["bio"][0])
         for item in analyze:
-            if(item == 'url'):
-                for i in analyze['url']:
+            if item == "url":
+                for i in analyze["url"]:
                     profile.append(i)
-            if(item == 'tasks'):
-                for i in analyze['tasks']:
+            if item == "tasks":
+                for i in analyze["tasks"]:
                     tasks.append(i)
 
-    social_item = {"name": "Twitter",
-                   "url": "https://twitter.com/" + username,
-                   "icon": "fab fa-twitter",
-                   "source": "Twint",
-                   "username": username}
+    social_item = {
+        "name": "Twitter",
+        "url": "https://twitter.com/" + username,
+        "icon": "fab fa-twitter",
+        "source": "Twint",
+        "username": username,
+    }
     social.append(social_item)
     profile.append({"social": social})
 
-    raw_node = profile_df.to_json(orient='records')
-    raw_node_tweets = tweets_df.to_json(orient='columns')
+    raw_node = profile_df.to_json(orient="records")
+    raw_node_tweets = tweets_df.to_json(orient="columns")
 
     raw_node_total = []
-    raw_node_total.append({'raw_node_info': raw_node})
-    raw_node_total.append({'raw_node_tweets': raw_node_tweets})
+    raw_node_total.append({"raw_node_info": raw_node})
+    raw_node_total.append({"raw_node_tweets": raw_node_tweets})
 
     children = []
-    children.append({"name": "Likes", "total":
-                     str(profile_df['likes'][0])})
-    children.append({"name": "Tweets", "total":
-                     str(profile_df['tweets'][0])})
-    children.append({"name": "Followers", "total":
-                     str(profile_df['followers'][0])})
-    children.append({"name": "Following", "total":
-                     str(profile_df['following'][0])})
+    children.append({"name": "Likes", "total": str(profile_df["likes"][0])})
+    children.append({"name": "Tweets", "total": str(profile_df["tweets"][0])})
+    children.append({"name": "Followers", "total": str(profile_df["followers"][0])})
+    children.append({"name": "Following", "total": str(profile_df["following"][0])})
     # children.append({"name": "Listed", "total": result_api.listed_count})
     resume = {"name": "twitter", "children": children}
 
-    popularity.append({"title": "Followers",
-                       "value": str(profile_df['followers'][0])})
+    popularity.append({"title": "Followers", "value": str(profile_df["followers"][0])})
     # popularity.append({"title": "Listed", "value": result_api.listed_count})
-    popularity.append({"title": "Following",
-                       "value": str(profile_df['following'][0])})
+    popularity.append({"title": "Following", "value": str(profile_df["following"][0])})
 
-    approval.append({"title": "Tweets", "value":
-                     str(profile_df['tweets'][0])})
-    approval.append({"title": "Likes", "value":
-                     str(profile_df['likes'][0])})
+    approval.append({"title": "Tweets", "value": str(profile_df["tweets"][0])})
+    approval.append({"title": "Likes", "value": str(profile_df["likes"][0])})
 
-    timeline_item = {"date": str(create_date),
-                     "action": "Twitter : Create Account",
-                     "icon": "fa-twitter"}
+    timeline_item = {
+        "date": str(create_date),
+        "action": "Twitter : Create Account",
+        "icon": "fa-twitter",
+    }
     timeline.append(timeline_item)
 
-    timeline_item = {"date": str(last_tweet),
-                     "action": "Twitter : Last Tweet",
-                     "icon": "fa-twitter"}
+    timeline_item = {
+        "date": str(last_tweet),
+        "action": "Twitter : Last Tweet",
+        "icon": "fa-twitter",
+    }
     timeline.append(timeline_item)
 
     # Twint can't collect sources
@@ -366,23 +389,23 @@ def p_twint(username, from_m):
     # Twint can't collect RTs
     tw_vs_rt = []
 
-    total.append({'raw': raw_node_total})
-    graphic.append({'social': gather})
-    graphic.append({'resume': resume})
-    graphic.append({'popularity': popularity})
-    graphic.append({'approval': approval})
-    graphic.append({'hashtag': hashtags})
-    graphic.append({'users': users})
-    graphic.append({'tweetslist': lk_rt_rp})
-    graphic.append({'week': weekset})
-    graphic.append({'hour': hourset})
-    graphic.append({'sources': sources})
-    graphic.append({'time': t_timeline})
-    graphic.append({'twvsrt': tw_vs_rt})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    total.append({"raw": raw_node_total})
+    graphic.append({"social": gather})
+    graphic.append({"resume": resume})
+    graphic.append({"popularity": popularity})
+    graphic.append({"approval": approval})
+    graphic.append({"hashtag": hashtags})
+    graphic.append({"users": users})
+    graphic.append({"tweetslist": lk_rt_rp})
+    graphic.append({"week": weekset})
+    graphic.append({"hour": hourset})
+    graphic.append({"sources": sources})
+    graphic.append({"time": t_timeline})
+    graphic.append({"twvsrt": tw_vs_rt})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
@@ -395,15 +418,19 @@ def t_twint(username, from_m):
     except Exception as e:
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'twint'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "twint"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": "fail",
-                         "reason": "{}".format(e),
-                         # "traceback": 1})
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": "fail",
+                "reason": f"{e}",
+                # "traceback": 1})
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
     return total
 
diff --git a/backend/modules/twitch/twitch_tasks.py b/backend/modules/twitch/twitch_tasks.py
index df120d2c..56157519 100644
--- a/backend/modules/twitch/twitch_tasks.py
+++ b/backend/modules/twitch/twitch_tasks.py
@@ -1,62 +1,60 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
 # [ ] - Test with eko1212
 # [ ] - Games
 
-import os
-import sys
-import traceback
 import json
+import sys
 import time
-from datetime import datetime
-from parse import parse
+import traceback
 from collections import Counter
+from datetime import datetime
+from pathlib import Path
 
 import twitch
+from parse import parse
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
 
 def p_twitch(username, from_m, level):
-    """ Get basic info from Twitch"""
+    """Get basic info from Twitch"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-twitch.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-twitch.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
-    client_id = api_keys_search('twitch_client_id')
-    client_secret = api_keys_search('twitch_client_secret')
-    if (not client_id):
+    client_id = api_keys_search("twitch_client_id")
+    client_secret = api_keys_search("twitch_client_secret")
+    if not client_id:
         raise Exception("iKy - Missing or invalid Key")
-    if (not client_secret):
+    if not client_secret:
         raise Exception("iKy - Missing or invalid Key")
 
     helix = twitch.Helix(client_id, client_secret)
@@ -74,47 +72,57 @@ def p_twitch(username, from_m, level):
     time_value = 1
     t_timeline = []
     link = "Twitch"
-    photos_item = {"name-node": "Twitch", "title": "Twitch",
-                   "subtitle": "", "icon": "fab fa-twitch",
-                   "link": link}
+    photos_item = {
+        "name-node": "Twitch",
+        "title": "Twitch",
+        "subtitle": "",
+        "icon": "fab fa-twitch",
+        "link": link,
+    }
     thumbnail.append(photos_item)
     try:
-        for video, comments in helix.user(username).videos().comments:
-            qty_video += 1
-            created_at = datetime.strptime(video.created_at,
-                                           "%Y-%m-%dT%H:%M:%SZ")
+        for qty_video, (video, _comments) in enumerate(
+            helix.user(username).videos().comments, start=1
+        ):
+            created_at = datetime.strptime(video.created_at, "%Y-%m-%dT%H:%M:%SZ")
             # Table list
-            table.append({
-                        "title": video.title,
-                        "description": video.description,
-                        "created": created_at.strftime("%Y-%m-%d %H:%M"),
-                        "url": video.url,
-                        })
+            table.append(
+                {
+                    "title": video.title,
+                    "description": video.description,
+                    "created": created_at.strftime("%Y-%m-%d %H:%M"),
+                    "url": video.url,
+                }
+            )
             # Duration
             duration_time = 1
-            if ('h' in video.duration):
-                h, m, s = parse('{:d}h{:d}m{:d}s', video.duration)
+            if "h" in video.duration:
+                h, m, s = parse("{:d}h{:d}m{:d}s", video.duration)
                 duration_time = h * 3600 + m * 60 + s
-            elif ('m' in video.duration):
-                m, s = parse('{:d}m{:d}s', video.duration)
+            elif "m" in video.duration:
+                m, s = parse("{:d}m{:d}s", video.duration)
                 duration_time = m * 60 + s
-            elif ('s' in video.duration):
-                duration_time = parse('{:d}s', video.duration)[0]
+            elif "s" in video.duration:
+                duration_time = parse("{:d}s", video.duration)[0]
             else:
                 duration_time = 0
 
-            duration.append({
-                            "value": duration_time,
-                            "name": video.duration,
-                            })
+            duration.append(
+                {
+                    "value": duration_time,
+                    "name": video.duration,
+                }
+            )
             # Thumbnail
-            photos_item = {"name-node": "Twitch" + str(qty_video),
-                           "title": "Video " + str(qty_video),
-                           "picture": video.thumbnail_url.
-                           replace("%{width}", "300").
-                           replace("%{height}", "300"),
-                           "subtitle": "",
-                           "link": link}
+            photos_item = {
+                "name-node": "Twitch" + str(qty_video),
+                "title": "Video " + str(qty_video),
+                "picture": video.thumbnail_url.replace("%{width}", "300").replace(
+                    "%{height}", "300"
+                ),
+                "subtitle": "",
+                "link": link,
+            }
             thumbnail.append(photos_item)
 
             # Hours and days
@@ -124,7 +132,7 @@ def p_twitch(username, from_m, level):
             # Timeline
             twitch_date = created_at.strftime("%Y-%m-%dT%H:%M:%S.009Z")
             twitch_day = created_at.strftime("%Y-%m-%d")
-            if (prev_day == twitch_day):
+            if prev_day == twitch_day:
                 time_value = time_value + 1
             else:
                 t_timeline.append({"name": twitch_date, "value": time_value})
@@ -135,8 +143,9 @@ def p_twitch(username, from_m, level):
 
     # hourset
     hourset = []
-    hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 ' \
-        '18 19 20 21 22 23'
+    hournames = (
+        "00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23"
+    )
     hournames = hournames.split()
 
     twCounter = Counter(hours)
@@ -144,35 +153,31 @@ def p_twitch(username, from_m, level):
     tgdata = sorted(tgdata)
     e = 0
     for g in hournames:
-        if (e >= len(tgdata)):
-            hourset.append({"name": g, "value": 0})
-        elif (g < tgdata[e][0]):
+        if (e >= len(tgdata)) or (g < tgdata[e][0]):
             hourset.append({"name": g, "value": 0})
-        elif (g == tgdata[e][0]):
+        elif g == tgdata[e][0]:
             hourset.append({"name": g, "value": int(tgdata[e][1])})
             e += 1
 
     # weekset
     weekset = []
-    weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'
+    weekdays = "Monday Tuesday Wednesday Thursday Friday Saturday Sunday"
     weekdays = weekdays.split()
     wdCounter = Counter(days)
     wddata = wdCounter.most_common()
     wddata = sorted(wddata)
     y = []
-    c = 0
-    for z in weekdays:
+    for c, z in enumerate(weekdays):
         try:
             weekset.append({"name": z, "value": int(wddata[c][1])})
         except Exception:
             weekset.append({"name": z, "value": 0})
-        c += 1
     wddata = y
 
     # Followers
     qty_followers = 0
     try:
-        for f in helix.user(username).followers():
+        for _f in helix.user(username).followers():
             qty_followers += 1
     except Exception:
         pass
@@ -180,7 +185,7 @@ def p_twitch(username, from_m, level):
     # Following
     qty_followed = 0
     try:
-        for f in helix.user(username).following():
+        for _f in helix.user(username).following():
             qty_followed += 1
     except Exception:
         pass
@@ -200,149 +205,179 @@ def p_twitch(username, from_m, level):
     timeline = []
 
     raw_node_total = []
-    raw_node_total.append({"status": "Ok",
-                           "code": 0})
+    raw_node_total.append({"status": "Ok", "code": 0})
     # raw_node_total.append({'raw_node_user': user})
 
-    total.append({'module': 'twitch'})
-    total.append({'param': username})
-    total.append({'validation': 'no'})
+    total.append({"module": "twitch"})
+    total.append({"param": username})
+    total.append({"validation": "no"})
 
     link_social = "Twitch"
-    gather_item = {"name-node": "Twitch", "title": "Twitch",
-                   "subtitle": "", "icon": "fab fa-twitch",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twitch",
+        "title": "Twitch",
+        "subtitle": "",
+        "icon": "fab fa-twitch",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
     try:
-        gather_item = {"name-node": "TwitchName",
-                       "title": "Name",
-                       "subtitle": user.display_name,
-                       "icon": "fas fa-signature",
-                       "link": link_social}
+        gather_item = {
+            "name-node": "TwitchName",
+            "title": "Name",
+            "subtitle": user.display_name,
+            "icon": "fas fa-signature",
+            "link": link_social,
+        }
         gather.append(gather_item)
-        profile_item = {'name': user.display_name}
+        profile_item = {"name": user.display_name}
         profile.append(profile_item)
     except Exception:
-        raise Exception('iKy - User not FOUND')
-
-    gather_item = {"name-node": "TwitchUserName",
-                   "title": "Username",
-                   "subtitle": username,
-                   "icon": "fas fa-user-circle",
-                   "link": link_social}
+        raise Exception("iKy - User not FOUND") from None
+
+    gather_item = {
+        "name-node": "TwitchUserName",
+        "title": "Username",
+        "subtitle": username,
+        "icon": "fas fa-user-circle",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    profile_item = {'username': username}
+    profile_item = {"username": username}
     profile.append(profile_item)
 
-    gather_item = {"name-node": "TwitchUserID",
-                   "title": "User ID",
-                   "subtitle": user.id,
-                   "icon": "fas fa-id-badge",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitchUserID",
+        "title": "User ID",
+        "subtitle": user.id,
+        "icon": "fas fa-id-badge",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
     try:
         pic = user.profile_image_url
-        gather_item = {"name-node": "TwitchPhoto",
-                       "title": "Avatar",
-                       "subtitle": "",
-                       "picture": pic,
-                       "link": link_social}
+        gather_item = {
+            "name-node": "TwitchPhoto",
+            "title": "Avatar",
+            "subtitle": "",
+            "picture": pic,
+            "link": link_social,
+        }
         gather.append(gather_item)
-        photo_item = {"name-node": "Twitch",
-                      "title": "Twitch",
-                      "subtitle": "",
-                      "picture": pic,
-                      "link": "Photos"}
-        profile.append({'photos': [photo_item]})
+        photo_item = {
+            "name-node": "Twitch",
+            "title": "Twitch",
+            "subtitle": "",
+            "picture": pic,
+            "link": "Photos",
+        }
+        profile.append({"photos": [photo_item]})
     except Exception:
         pass
 
-    gather_item = {"name-node": "TwitchVideos",
-                   "title": "Videos",
-                   "subtitle": qty_video,
-                   "icon": "fas fa-photo-video",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitchVideos",
+        "title": "Videos",
+        "subtitle": qty_video,
+        "icon": "fas fa-photo-video",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitchViews",
-                   "title": "Views",
-                   "subtitle": user.view_count,
-                   "icon": "fas fa-eye",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitchViews",
+        "title": "Views",
+        "subtitle": user.view_count,
+        "icon": "fas fa-eye",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitchFollowers",
-                   "title": "Followers",
-                   "subtitle": qty_followers,
-                   "icon": "fas fa-users",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitchFollowers",
+        "title": "Followers",
+        "subtitle": qty_followers,
+        "icon": "fas fa-users",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitchFollowing",
-                   "title": "Following",
-                   "subtitle": qty_followed,
-                   "icon": "fas fa-users",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitchFollowing",
+        "title": "Following",
+        "subtitle": qty_followed,
+        "icon": "fas fa-users",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitchEmail",
-                   "title": "Email",
-                   "subtitle": user.email,
-                   "icon": "fas fa-at",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitchEmail",
+        "title": "Email",
+        "subtitle": user.email,
+        "icon": "fas fa-at",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    try: 
-        if (user.created_at):
-            created_at = datetime.strptime(user.created_at,
-                                           "%Y-%m-%dT%H:%M:%S.%fZ")
-            gather_item = {"name-node": "TwitchCreate",
-                           "title": "Created",
-                           "subtitle": created_at.strftime("%Y-%m-%d"),
-                           "icon": "fas fa-calendar-check",
-                           "link": link_social}
+    try:
+        if user.created_at:
+            created_at = datetime.strptime(user.created_at, "%Y-%m-%dT%H:%M:%S.%fZ")
+            gather_item = {
+                "name-node": "TwitchCreate",
+                "title": "Created",
+                "subtitle": created_at.strftime("%Y-%m-%d"),
+                "icon": "fas fa-calendar-check",
+                "link": link_social,
+            }
             gather.append(gather_item)
 
-            timeline_item = {"date": created_at.strftime("%Y-%m-%d"),
-                             "action": "Twitch : Create Account",
-                             "icon": "fa-twitch"}
+            timeline_item = {
+                "date": created_at.strftime("%Y-%m-%d"),
+                "action": "Twitch : Create Account",
+                "icon": "fa-twitch",
+            }
             timeline.append(timeline_item)
     except Exception:
         pass
 
-    social_item = {"name": "Twitch",
-                   "url": "https://twitch.tv/" + username,
-                   "icon": "fab fa-twitch",
-                   "source": "Twitch",
-                   "username": username}
+    social_item = {
+        "name": "Twitch",
+        "url": "https://twitch.tv/" + username,
+        "icon": "fab fa-twitch",
+        "source": "Twitch",
+        "username": username,
+    }
     social.append(social_item)
     profile.append({"social": social})
 
-    if (user.description):
-        profile.append({'bio': user.description})
-
-    presence.append({"name": "twitch",
-                     "children": [
-                         {"name": "followers", 
-                          "value": qty_followers},
-                         {"name": "following", 
-                          "value": qty_followed},
-                     ]})
-    profile.append({'presence': presence})
-
-    total.append({'raw': raw_node_total})
-    graphic.append({'social': gather})
-    graphic.append({'table': table})
-    graphic.append({'duration': duration})
-    graphic.append({'thumbnail': thumbnail})
-    graphic.append({'week': weekset})
-    graphic.append({'hour': hourset})
-    graphic.append({'time': t_timeline})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    if user.description:
+        profile.append({"bio": user.description})
+
+    presence.append(
+        {
+            "name": "twitch",
+            "children": [
+                {"name": "followers", "value": qty_followers},
+                {"name": "following", "value": qty_followed},
+            ],
+        }
+    )
+    profile.append({"presence": presence})
+
+    total.append({"raw": raw_node_total})
+    graphic.append({"social": gather})
+    graphic.append({"table": table})
+    graphic.append({"duration": duration})
+    graphic.append({"thumbnail": thumbnail})
+    graphic.append({"week": weekset})
+    graphic.append({"hour": hourset})
+    graphic.append({"time": t_timeline})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -356,7 +391,7 @@ def t_twitch(username, from_m="initial", level=1):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -364,15 +399,19 @@ def t_twitch(username, from_m="initial", level=1):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'twitch'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "twitch"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
@@ -384,7 +423,7 @@ def t_twitch(username, from_m="initial", level=1):
 
 
 def output(data):
-    """ Print JSON dump """
+    """Print JSON dump"""
     print(json.dumps(data, ensure_ascii=True, indent=2))
 
 
diff --git a/backend/modules/twitter/twitter_tasks.py b/backend/modules/twitter/twitter_tasks.py
index 288d771e..185dc712 100644
--- a/backend/modules/twitter/twitter_tasks.py
+++ b/backend/modules/twitter/twitter_tasks.py
@@ -1,36 +1,36 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
+import contextlib
+import json
 import sys
+import time
 import traceback
-import json
-import re
 from collections import Counter
 from datetime import datetime, timedelta
+from pathlib import Path
+
 import browser_cookie3
+
 # from tweety import Twitter
 import tweety
-import time
-
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.iKy_functions import location_geo
-    from factories.iKy_functions import analize_rrss
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+    from factories.iKy_functions import analize_rrss, location_geo
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from factories.iKy_functions import location_geo
-    from factories.iKy_functions import analize_rrss
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+    from factories.iKy_functions import analize_rrss, location_geo
+
     celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
@@ -39,41 +39,40 @@
 def get_twitter_cookies(cookie_keys):
     # Try to get cookie from browser
     ref = ["chromium", "opera", "edge", "firefox", "chrome", "brave"]
-    index = 0
     json_cookie = {}
     found = False
-    for cookie_fn in [
-        browser_cookie3.chromium,
-        browser_cookie3.opera,
-        browser_cookie3.edge,
-        browser_cookie3.firefox,
-        browser_cookie3.chrome,
-        browser_cookie3.brave,
-    ]:
+    for index, cookie_fn in enumerate(
+        [
+            browser_cookie3.chromium,
+            browser_cookie3.opera,
+            browser_cookie3.edge,
+            browser_cookie3.firefox,
+            browser_cookie3.chrome,
+            browser_cookie3.brave,
+        ]
+    ):
         try:
             for cookie in cookie_fn(domain_name=""):
-
-                if ('.x.com' in cookie.domain):
-
-                    print(f"COOKIE - {ref[index]}: {cookie}")
-                    if (cookie.name in cookie_keys and not cookie.is_expired()):
-                        json_cookie['browser'] = ref[index]
-                        json_cookie[cookie.name] = cookie.value
-                        json_cookie[cookie.name + '_expires'] = cookie.expires
-
-                # Check
-                found = True
-                for key in cookie_keys:
-                    if (json_cookie.get(key, "") == ""):
-                        found = False
-                        break
+                if (
+                    ".x.com" in cookie.domain
+                    and cookie.name in cookie_keys
+                    and not cookie.is_expired()
+                ):
+                    json_cookie["browser"] = ref[index]
+                    json_cookie[cookie.name] = cookie.value
+                    json_cookie[cookie.name + "_expires"] = cookie.expires
+
+            # Check after processing all cookies from this browser
+            found = True
+            for key in cookie_keys:
+                if json_cookie.get(key, "") == "":
+                    found = False
+                    break
 
         except Exception as e:
             print(e)
 
-        index += 1
-
-        if (found):
+        if found:
             break
 
     return {"found": found, "cookies": json_cookie}
@@ -85,67 +84,87 @@ def get_twitter_user_info(username):
 
     # FIX: remove kdt
     # cookie_keys = ["guest_id", "guest_id_marketing", "guest_id_ads", "kdt", "auth_token", "ct0", "twid", "personalization_id"]
-    cookie_keys = ["guest_id", "guest_id_marketing", "guest_id_ads", "auth_token", "ct0", "twid", "personalization_id"]
+    cookie_keys = [
+        "guest_id",
+        "guest_id_marketing",
+        "guest_id_ads",
+        "auth_token",
+        "ct0",
+        "twid",
+        "personalization_id",
+    ]
     json_cookies = get_twitter_cookies(cookie_keys)
 
     if json_cookies["found"]:
         twitter_cookies = ""
 
         for cookie in cookie_keys:
-            twitter_cookies = twitter_cookies + cookie + "=" + json_cookies["cookies"][cookie] + "; "
+            twitter_cookies = (
+                twitter_cookies + cookie + "=" + json_cookies["cookies"][cookie] + "; "
+            )
 
         app.load_cookies(twitter_cookies[:-2])
 
     # Get user and pass
     else:
-        twitter_user = api_keys_search('twitter_user')
-        if (not twitter_user):
-            raise Exception("iKy - Missing or invalid user. Needed because the cookies can't be recovered")
-        twitter_pass = api_keys_search('twitter_pass')
-        if (not twitter_pass):
-            raise Exception("iKy - Missing or invalid pass. Needed because the cookies can't be recovered")
+        twitter_user = api_keys_search("twitter_user")
+        if not twitter_user:
+            raise Exception(
+                "iKy - Missing or invalid user. Needed because the cookies can't be recovered"
+            )
+        twitter_pass = api_keys_search("twitter_pass")
+        if not twitter_pass:
+            raise Exception(
+                "iKy - Missing or invalid pass. Needed because the cookies can't be recovered"
+            )
         app.sign_in(twitter_user, twitter_pass)
 
     try:
         user = app.get_user_info(username)
     except tweety.exceptions_.UserNotFound:
-        raise Exception("iKy - User not found")
+        raise Exception("iKy - User not found") from None
     except Exception:
-        raise Exception("iKy - API Error")
+        raise Exception("iKy - API Error") from None
 
     # Get urls
     url_list = []
-    if (user.entities):
-        if (user.entities.get("url", "") != "" and
-            user.entities['url'].get("urls", "") != ""):
-            for urls in user.entities['url']['urls']:
-                if urls['expanded_url']:
-                    url_list.append(urls['expanded_url'])
-        if (user.entities.get("description", "") != "" and
-            user.entities['description'].get("urls", "") != ""):
-            for urls in user.entities['description']['urls']:
-                if urls['expanded_url']:
-                    url_list.append(urls['expanded_url'])
-
-    user_info = {"username": username, 
-                 "name": user.name,
-                 "photo": user.profile_image_url_https,
-                 "location": user.location,
-                 "verified": user.verified,
-                 "id": str(user.id),
-                 "protected": user.protected,
-                 # "tweets": user.data.public_metrics['tweet_count'],
-                 "tweets": user.statuses_count,
-                 "sensitive": user.possibly_sensitive,
-                 "followers": user.followers_count,
-                 "following": user.friends_count,
-                 "listed": user.listed_count,
-                 "statuses": user.statuses_count,
-                 "likes": user.favourites_count,
-                 "media": user.media_count,
-                 "url": url_list,
-                 "description": user.description,
-                 "created_at": user.created_at}
+    if user.entities:
+        if (
+            user.entities.get("url", "") != ""
+            and user.entities["url"].get("urls", "") != ""
+        ):
+            for urls in user.entities["url"]["urls"]:
+                if urls["expanded_url"]:
+                    url_list.append(urls["expanded_url"])
+        if (
+            user.entities.get("description", "") != ""
+            and user.entities["description"].get("urls", "") != ""
+        ):
+            for urls in user.entities["description"]["urls"]:
+                if urls["expanded_url"]:
+                    url_list.append(urls["expanded_url"])
+
+    user_info = {
+        "username": username,
+        "name": user.name,
+        "photo": user.profile_image_url_https,
+        "location": user.location,
+        "verified": user.verified,
+        "id": str(user.id),
+        "protected": user.protected,
+        # "tweets": user.data.public_metrics['tweet_count'],
+        "tweets": user.statuses_count,
+        "sensitive": user.possibly_sensitive,
+        "followers": user.followers_count,
+        "following": user.friends_count,
+        "listed": user.listed_count,
+        "statuses": user.statuses_count,
+        "likes": user.favourites_count,
+        "media": user.media_count,
+        "url": url_list,
+        "description": user.description,
+        "created_at": user.created_at,
+    }
 
     # Get Tweets
     tweets = app.get_tweets(user, pages=3)
@@ -157,108 +176,99 @@ def get_twitter_user_info(username):
 
     for tweet in tweets:
         try:
-            if (tweet.is_retweet):
+            if tweet.is_retweet:
                 retweets = retweets + 1
             else:
                 number = number + 1
 
                 # Quoted
                 try:
-                    if (tweet.is_quoted):
-                        quoted = "True"
-                    else:
-                        quoted = "False"
+                    quoted = "True" if tweet.is_quoted else "False"
                 except Exception:
                     quoted = "undefined"
 
                 # Quoted
                 try:
-                    if (tweet.is_reply):
-                        reply = "True"
-                    else:
-                        reply = "False"
+                    reply = "True" if tweet.is_reply else "False"
                 except Exception:
                     reply = "undefined"
 
                 # Possibly Sensitive
                 try:
-                    if (tweet.possibly_sensitive):
-                        pos_sen = "True"
-                    else:
-                        pos_sen = "False"
+                    pos_sen = "True" if tweet.possibly_sensitive else "False"
                 except Exception:
                     pos_sen = "undefined"
 
-                if (tweet.views == "Unavailable"):
-                    views = 0
-                else:
-                    views = tweet.views
+                views = 0 if tweet.views == "Unavailable" else tweet.views
 
                 # TODO: replied_to
                 # TODO: places
                 # TODO: media
 
-                source = tweet.source.replace('Twitter', '').strip()
-                source = source.replace('for', '').strip()
-
-                tweet_item = {"likes": tweet.likes,
-                              "retweets": tweet.retweet_counts,
-                              "bookmark": tweet.bookmark_count,
-                              "quotes": tweet.quote_counts,
-                              "replies": tweet.reply_counts,
-                              "views": views,
-                              "number": number,
-                              "quoted": quoted,
-                              "reply": reply,
-                              # "user_mentions": tweet.user_mentions,
-                              "user_mentions": [mentions.username for mentions in tweet.user_mentions if mentions.username],
-                              # "hashtags": tweet.hashtags,
-                              "hashtags": [hashtags["text"] for hashtags in tweet.hashtags if "text" in hashtags],
-                              "symbols": tweet.symbols,
-                              "created_at": tweet.created_on.strftime("%a %b %d %X %z %Y"),
-                              "source": source,
-                              "possibly_sensitive": pos_sen,
-                              "lang": tweet.language,
-                              "text": tweet.text}
+                source = tweet.source.replace("Twitter", "").strip()
+                source = source.replace("for", "").strip()
+
+                tweet_item = {
+                    "likes": tweet.likes,
+                    "retweets": tweet.retweet_counts,
+                    "bookmark": tweet.bookmark_count,
+                    "quotes": tweet.quote_counts,
+                    "replies": tweet.reply_counts,
+                    "views": views,
+                    "number": number,
+                    "quoted": quoted,
+                    "reply": reply,
+                    # "user_mentions": tweet.user_mentions,
+                    "user_mentions": [
+                        mentions.username
+                        for mentions in tweet.user_mentions
+                        if mentions.username
+                    ],
+                    # "hashtags": tweet.hashtags,
+                    "hashtags": [
+                        hashtags["text"]
+                        for hashtags in tweet.hashtags
+                        if "text" in hashtags
+                    ],
+                    "symbols": tweet.symbols,
+                    "created_at": tweet.created_on.strftime("%a %b %d %X %z %Y"),
+                    "source": source,
+                    "possibly_sensitive": pos_sen,
+                    "lang": tweet.language,
+                    "text": tweet.text,
+                }
 
                 tweets_info.append(tweet_item)
         except Exception:
             continue
 
-    try:
-        os.remove('./session.json')
-    except Exception:
-        pass
+    with contextlib.suppress(Exception):
+        Path("./session.json").unlink()
 
     return user_info, number, retweets, tweets_info
 
 
 def p_twitter(username, from_m):
-    """ Task of Celery that get info from twitter """
+    """Task of Celery that get info from twitter"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-twitter.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-twitter.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     total = []
     user_info, tweets, retweets, tweets_info = get_twitter_user_info(username)
 
-    raw_node = []
     raw_node_tweets = []
 
-    index = 0
     lk_rt_rp = []
     mention_temp = []
     hashtag_temp = []
@@ -268,12 +278,12 @@ def p_twitter(username, from_m):
     sources = []
     # tweets = 0
     # retweets = 0
-    s_lk = []   # Likes
-    s_rt = []   # Retweets
-    s_rp = []   # Replies
-    s_bk = []   # Bookmarks
-    s_qt = []   # Quotes
-    s_vw = []   # Views
+    s_lk = []  # Likes
+    s_rt = []  # Retweets
+    s_rp = []  # Replies
+    s_bk = []  # Bookmarks
+    s_qt = []  # Quotes
+    s_vw = []  # Views
     hours = []
     days = []
     t_timeline = []
@@ -282,59 +292,50 @@ def p_twitter(username, from_m):
 
     raw_node_tweets.append(tweets_info)
 
-    for tweet in tweets_info:
-
+    for index, tweet in enumerate(tweets_info):
         # tweets += 1
-        s_lk.append({"name": str(index),
-                    "value": str(tweet['likes'])})
-        s_rt.append({"name": str(index),
-                    "value": str(tweet['retweets'])})
-        s_rp.append({"name": str(index),
-                    "value": str(tweet['replies'])})
-        s_bk.append({"name": str(index),
-                    "value": str(tweet['bookmark'])})
-        s_qt.append({"name": str(index),
-                    "value": str(tweet['quotes'])})
-        s_vw.append({"name": str(index),
-                    "value": str(tweet['views'])})
+        s_lk.append({"name": str(index), "value": str(tweet["likes"])})
+        s_rt.append({"name": str(index), "value": str(tweet["retweets"])})
+        s_rp.append({"name": str(index), "value": str(tweet["replies"])})
+        s_bk.append({"name": str(index), "value": str(tweet["bookmark"])})
+        s_qt.append({"name": str(index), "value": str(tweet["quotes"])})
+        s_vw.append({"name": str(index), "value": str(tweet["views"])})
 
         # Mentions
-        for user in tweet['user_mentions']:
+        for user in tweet["user_mentions"]:
             mention_temp.append(user)
 
         # Hashtags
-        for h in tweet['hashtags']:
+        for h in tweet["hashtags"]:
             hashtag_temp.append(h)
 
         # print(f"Created_at: {type(tweet['created_at'])} - {tweet['created_at']}")
-        created_at = datetime.strptime(tweet['created_at'],
-                                    "%a %b %d %X %z %Y")
+        created_at = datetime.strptime(tweet["created_at"], "%a %b %d %X %z %Y")
         tweet_date = created_at.strftime("%Y-%m-%dT%H:%M:%S.009Z")
         tweet_day = created_at.strftime("%Y-%m-%d")
-        tweet['created_at'] = tweet_date
+        tweet["created_at"] = tweet_date
 
         # Timeline
         t_timeline.append({"name": tweet_day, "value": 1})
 
         # Source
-        sources_temp.append(tweet['source'])
+        sources_temp.append(tweet["source"])
 
         # Hours and days
         hours.append(created_at.strftime("%H"))
         days.append(created_at.strftime("%A"))
 
-        index += 1
-
-    # Timeline
-    start_date = datetime.strptime(t_timeline[-1]['name'], '%Y-%m-%d')
-    end_date = datetime.strptime(t_timeline[0]['name'], '%Y-%m-%d')
-    delta_days = (end_date - start_date).days
-
+    # Timeline (guard against empty timeline)
     tweet_time = []
-    for i in range(delta_days + 1):
-        current_date = (start_date + timedelta(days=i)).strftime('%Y-%m-%d')
-        record_count = sum(1 for item in t_timeline if item['name'] == current_date)
-        tweet_time.append({'name': current_date, 'value': record_count})
+    if t_timeline:
+        start_date = datetime.strptime(t_timeline[-1]["name"], "%Y-%m-%d")
+        end_date = datetime.strptime(t_timeline[0]["name"], "%Y-%m-%d")
+        delta_days = (end_date - start_date).days
+
+        for i in range(delta_days + 1):
+            current_date = (start_date + timedelta(days=i)).strftime("%Y-%m-%d")
+            record_count = sum(1 for item in t_timeline if item["name"] == current_date)
+            tweet_time.append({"name": current_date, "value": record_count})
 
     # Tweet vs Retweets
     tw_vs_rt = []
@@ -353,15 +354,15 @@ def p_twitter(username, from_m):
     mention_counter = Counter(mention_temp)
 
     link_users = "Users"
-    user_item = {"name-node": "Users", "title": "Users",
-                 "subtitle": "",
-                 "link": link_users}
+    user_item = {
+        "name-node": "Users",
+        "title": "Users",
+        "subtitle": "",
+        "link": link_users,
+    }
     users.append(user_item)
     for k, v in mention_counter.items():
-        user_item = {"name-node": k,
-                     "title": k,
-                     "subtitle": v,
-                     "link": link_users}
+        user_item = {"name-node": k, "title": k, "subtitle": v, "link": link_users}
         users.append(user_item)
 
     # Hashtags (continue)
@@ -376,35 +377,31 @@ def p_twitter(username, from_m):
 
     # hourset
     hourset = []
-    hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23'.split()
+    hournames = "00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23".split()
 
     twCounter = Counter(hours)
     tgdata = twCounter.most_common()
     tgdata = sorted(tgdata)
     e = 0
     for g in hournames:
-        if (e >= len(tgdata)):
-            hourset.append({"name": g, "value": 0})
-        elif (g < tgdata[e][0]):
+        if (e >= len(tgdata)) or (g < tgdata[e][0]):
             hourset.append({"name": g, "value": 0})
-        elif (g == tgdata[e][0]):
+        elif g == tgdata[e][0]:
             hourset.append({"name": g, "value": int(tgdata[e][1])})
             e += 1
 
     # weekset
     weekset = []
-    weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
+    weekdays = "Monday Tuesday Wednesday Thursday Friday Saturday Sunday".split()
     wdCounter = Counter(days)
     wddata = wdCounter.most_common()
     wddata = sorted(wddata)
     y = []
-    c = 0
-    for z in weekdays:
+    for c, z in enumerate(weekdays):
         try:
             weekset.append({"name": z, "value": int(wddata[c][1])})
-        except:
+        except Exception:
             weekset.append({"name": z, "value": 0})
-        c += 1
     wddata = y
 
     # Total
@@ -420,7 +417,6 @@ def p_twitter(username, from_m):
     # Profile Array
     profile = []
     social = []
-    urls = []
 
     # Timeline Array
     timeline = []
@@ -432,8 +428,8 @@ def p_twitter(username, from_m):
     presence = []
 
     raw_node_total = []
-    raw_node_total.append({'raw_node_info': user_info})
-    raw_node_total.append({'raw_node_tweets': tweets_info})
+    raw_node_total.append({"raw_node_info": user_info})
+    raw_node_total.append({"raw_node_tweets": tweets_info})
 
     try:
         if created_at:
@@ -442,230 +438,269 @@ def p_twitter(username, from_m):
     except Exception:
         pass
 
-    total.append({'module': 'twitter'})
-    total.append({'param': username})
+    total.append({"module": "twitter"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     link_social = "Twitter"
-    gather_item = {"name-node": "Twitter", "title": "Twitter",
-                   "subtitle": "", "icon": "fab fa-twitter",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twitter",
+        "title": "Twitter",
+        "subtitle": "",
+        "icon": "fab fa-twitter",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterName",
-                   "title": "Name",
-                   "subtitle": user_info['name'],
-                   "icon": "fas fa-signature",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterName",
+        "title": "Name",
+        "subtitle": user_info["name"],
+        "icon": "fas fa-signature",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    profile_item = {'name': user_info['name']}
+    profile_item = {"name": user_info["name"]}
     profile.append(profile_item)
 
-    gather_item = {"name-node": "TwitterUserName",
-                   "title": "Username",
-                   "subtitle": username,
-                   "icon": "fas fa-user-circle",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterUserName",
+        "title": "Username",
+        "subtitle": username,
+        "icon": "fas fa-user-circle",
+        "link": link_social,
+    }
     gather.append(gather_item)
-    profile_item = {'username': username}
+    profile_item = {"username": username}
     profile.append(profile_item)
 
-    gather_item = {"name-node": "Twitterphoto",
-                   "title": "Avatar",
-                   "subtitle": "",
-                   "picture": user_info['photo'],
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twitterphoto",
+        "title": "Avatar",
+        "subtitle": "",
+        "picture": user_info["photo"],
+        "link": link_social,
+    }
     gather.append(gather_item)
-    pic = user_info['photo'].replace("_normal.", "_400x400.")
-    photo_item = {"name-node": "Twitter",
-                  "title": "Twitter",
-                  "subtitle": "",
-                  "picture": pic,
-                  "link": "Photos"}
-    profile.append({'photos': [photo_item]})
-
-    gather_item = {"name-node": "TwitterLocation",
-                   "title": "Location",
-                   "subtitle": user_info['location'],
-                   "icon": "fas fa-map-marker-alt",
-                   "link": link_social}
+    pic = user_info["photo"].replace("_normal.", "_400x400.")
+    photo_item = {
+        "name-node": "Twitter",
+        "title": "Twitter",
+        "subtitle": "",
+        "picture": pic,
+        "link": "Photos",
+    }
+    profile.append({"photos": [photo_item]})
+
+    gather_item = {
+        "name-node": "TwitterLocation",
+        "title": "Location",
+        "subtitle": user_info["location"],
+        "icon": "fas fa-map-marker-alt",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    if user_info['location']:
-        profile_item = {'location': user_info['location']}
+    if user_info["location"]:
+        profile_item = {"location": user_info["location"]}
         profile.append(profile_item)
 
         try:
-            geo_item = location_geo(user_info['location'], time=create_date)
+            geo_item = location_geo(user_info["location"], time=create_date)
             print(f"GEO: {geo_item}")
-            if(geo_item):
-                profile.append({'geo': geo_item})
+            if geo_item:
+                profile.append({"geo": geo_item})
         except Exception:
             pass
 
     # verified = "False" if result_api['verified'] == 0 else "True"
-    gather_item = {"name-node": "TwitterVerified",
-                   "title": "Verified",
-                   "subtitle": str(user_info['verified']),
-                   "icon": "fas fa-certificate",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterVerified",
+        "title": "Verified",
+        "subtitle": str(user_info["verified"]),
+        "icon": "fas fa-certificate",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterID",
-                   "title": "ID",
-                   "subtitle": str(user_info['id']),
-                   "icon": "fas fa-id-card",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterID",
+        "title": "ID",
+        "subtitle": str(user_info["id"]),
+        "icon": "fas fa-id-card",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterPrivate",
-                   "title": "Protected",
-                   "subtitle": str(user_info['protected']),
-                   "icon": "fas fa-user-shield",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterPrivate",
+        "title": "Protected",
+        "subtitle": str(user_info["protected"]),
+        "icon": "fas fa-user-shield",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterSensitive",
-                   "title": "Sensitive",
-                   "subtitle": str(user_info['sensitive']),
-                   "icon": "fas fa-radiation",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterSensitive",
+        "title": "Sensitive",
+        "subtitle": str(user_info["sensitive"]),
+        "icon": "fas fa-radiation",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterTweets",
-                   "title": "Tweets",
-                   "subtitle": str(user_info['tweets']),
-                   "icon": "fab fa-twitter-square",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterTweets",
+        "title": "Tweets",
+        "subtitle": str(user_info["tweets"]),
+        "icon": "fab fa-twitter-square",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterMedia",
-                   "title": "Media",
-                   "subtitle": str(user_info['media']),
-                   "icon": "fas fa-photo-video",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterMedia",
+        "title": "Media",
+        "subtitle": str(user_info["media"]),
+        "icon": "fas fa-photo-video",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterFollowers",
-                   "title": "Followers",
-                   "subtitle": str(user_info['followers']),
-                   "icon": "fas fa-users",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterFollowers",
+        "title": "Followers",
+        "subtitle": str(user_info["followers"]),
+        "icon": "fas fa-users",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterFollowing",
-                   "title": "Following",
-                   "subtitle": str(user_info['following']),
-                   "icon": "fas fa-user-friends",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterFollowing",
+        "title": "Following",
+        "subtitle": str(user_info["following"]),
+        "icon": "fas fa-user-friends",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterList",
-                   "title": "Listed",
-                   "subtitle": str(user_info['listed']),
-                   "icon": "far fa-list-alt",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterList",
+        "title": "Listed",
+        "subtitle": str(user_info["listed"]),
+        "icon": "far fa-list-alt",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterHeart",
-                   "title": "Likes",
-                   "subtitle": str(user_info['likes']),
-                   "icon": "fas fa-heart",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterHeart",
+        "title": "Likes",
+        "subtitle": str(user_info["likes"]),
+        "icon": "fas fa-heart",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    for url in user_info['url']:
+    for url in user_info["url"]:
         analyze = analize_rrss(url)
         for item in analyze:
-            if(item == 'url'):
-                for i in analyze['url']:
+            if item == "url":
+                for i in analyze["url"]:
                     profile.append(i)
-            if(item == 'tasks'):
-                for i in analyze['tasks']:
+            if item == "tasks":
+                for i in analyze["tasks"]:
                     tasks.append(i)
 
-    if user_info['description']:
-        profile.append({'bio': user_info['description']})
-        analyze = analize_rrss(user_info['description'])
+    if user_info["description"]:
+        profile.append({"bio": user_info["description"]})
+        analyze = analize_rrss(user_info["description"])
         for item in analyze:
-            if(item == 'url'):
-                for i in analyze['url']:
+            if item == "url":
+                for i in analyze["url"]:
                     profile.append(i)
-            if(item == 'tasks'):
-                for i in analyze['tasks']:
+            if item == "tasks":
+                for i in analyze["tasks"]:
                     tasks.append(i)
 
-    social_item = {"name": "Twitter",
-                   "url": "https://twitter.com/" + username,
-                   "icon": "fab fa-twitter",
-                   "source": "Twitter",
-                   "username": username}
+    social_item = {
+        "name": "Twitter",
+        "url": "https://twitter.com/" + username,
+        "icon": "fab fa-twitter",
+        "source": "Twitter",
+        "username": username,
+    }
     social.append(social_item)
     profile.append({"social": social})
 
     children = []
-    children.append({"name": "Likes", "total": user_info['likes']})
-    children.append({"name": "Tweets", "total": user_info['tweets']})
-    children.append({"name": "Followers", "total": user_info['followers']})
-    children.append({"name": "Following", "total": user_info['following']})
-    children.append({"name": "Listed", "total": user_info['listed']})
+    children.append({"name": "Likes", "total": user_info["likes"]})
+    children.append({"name": "Tweets", "total": user_info["tweets"]})
+    children.append({"name": "Followers", "total": user_info["followers"]})
+    children.append({"name": "Following", "total": user_info["following"]})
+    children.append({"name": "Listed", "total": user_info["listed"]})
     resume = {"name": "twitter", "children": children}
 
-    popularity.append({"title": "Followers",
-                       "value": user_info['followers']})
-    popularity.append({"title": "Listed", "value": user_info['listed']})
-    popularity.append({"title": "Following",
-                       "value": user_info['following']})
+    popularity.append({"title": "Followers", "value": user_info["followers"]})
+    popularity.append({"title": "Listed", "value": user_info["listed"]})
+    popularity.append({"title": "Following", "value": user_info["following"]})
 
-    approval.append({"title": "Tweets", "value": user_info['tweets']})
-    approval.append({"title": "Likes", "value": user_info['likes']})
+    approval.append({"title": "Tweets", "value": user_info["tweets"]})
+    approval.append({"title": "Likes", "value": user_info["likes"]})
 
-    user_create_date = user_info['created_at'].strftime(
-        "%Y/%m/%d %H:%M:%S") 
-    timeline_item = {'date': user_create_date,
+    user_create_date = user_info["created_at"].strftime("%Y/%m/%d %H:%M:%S")
+    timeline_item = {
+        "date": user_create_date,
         "action": "Twitter : Create Account",
-        "icon": "fa-twitter"}
+        "icon": "fa-twitter",
+    }
     timeline.append(timeline_item)
-    user_info['created_at'] = user_create_date
+    user_info["created_at"] = user_create_date
 
     try:
-        timeline_item = {"date": str(last_tweet),
-                         "action": "Twitter : Last Tweet",
-                         "icon": "fa-twitter"}
+        timeline_item = {
+            "date": str(last_tweet),
+            "action": "Twitter : Last Tweet",
+            "icon": "fa-twitter",
+        }
         timeline.append(timeline_item)
     except Exception:
         pass
 
-    presence.append({"name": "twitter",
-                        "children": [
-                            {"name": "followers", 
-                            "value": user_info['followers']},
-                            {"name": "following", 
-                            "value": user_info['following']},
-                        ]})
-    profile.append({'presence': presence})
-
-    total.append({'raw': raw_node_total})
-    graphic.append({'social': gather})
-    graphic.append({'resume': resume})
-    graphic.append({'popularity': popularity})
-    graphic.append({'approval': approval})
-    graphic.append({'hashtag': hashtags})
-    graphic.append({'users': users})
-    graphic.append({'tweetslist': lk_rt_rp})
-    graphic.append({'week': weekset})
-    graphic.append({'hour': hourset})
-    graphic.append({'sources': sources})
-    graphic.append({'time': tweet_time})
-    graphic.append({'twvsrt': tw_vs_rt})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    presence.append(
+        {
+            "name": "twitter",
+            "children": [
+                {"name": "followers", "value": user_info["followers"]},
+                {"name": "following", "value": user_info["following"]},
+            ],
+        }
+    )
+    profile.append({"presence": presence})
+
+    total.append({"raw": raw_node_total})
+    graphic.append({"social": gather})
+    graphic.append({"resume": resume})
+    graphic.append({"popularity": popularity})
+    graphic.append({"approval": approval})
+    graphic.append({"hashtag": hashtags})
+    graphic.append({"users": users})
+    graphic.append({"tweetslist": lk_rt_rp})
+    graphic.append({"week": weekset})
+    graphic.append({"hour": hourset})
+    graphic.append({"sources": sources})
+    graphic.append({"time": tweet_time})
+    graphic.append({"twvsrt": tw_vs_rt})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
@@ -679,7 +714,7 @@ def t_twitter(username, from_m):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -687,15 +722,19 @@ def t_twitter(username, from_m):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'twitter'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "twitter"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/modules/twitter_comparison/twitter_comp_tasks.py b/backend/modules/twitter_comparison/twitter_comp_tasks.py
index 59b5fdf1..b33a824f 100644
--- a/backend/modules/twitter_comparison/twitter_comp_tasks.py
+++ b/backend/modules/twitter_comparison/twitter_comp_tasks.py
@@ -1,38 +1,38 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 """
 Get comparison information about Twitter account
+
+DEPRECATED: This module uses the Twitter v1.1 API via Tweepy v3, which has
+been decommissioned by Twitter/X. The task returns an immediate error response.
+The original code is preserved in case API access is restored in the future.
 """
 
-import sys
 import json
-import requests
 import re
+import sys
+
+# import oauth2
 from collections import Counter
 from datetime import datetime
 
 import tweepy
-# import oauth2
-
-import time
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 __author__ = "KennBro"
 __copyright__ = "Copyright 2020, iKy"
@@ -48,20 +48,37 @@
 
 @celery.task
 def t_twitter_comp(username, date_from, date_to, from_m="Init", module=None):
+    # DEPRECATED: Twitter v1.1 API is decommissioned — return error immediately
+    mod_name = module if module else "twitter_comp"
+    total = []
+    total.append({"module": mod_name})
+    total.append({"param": username})
+    total.append({"validation": "not_used"})
+    raw_node = [
+        {
+            "status": "Fail",
+            "reason": (
+                "Twitter v1.1 API has been decommissioned. "
+                "This module is no longer functional."
+            ),
+        }
+    ]
+    total.append({"raw": raw_node})
+    return total
 
-    twitter_consumer_key = api_keys_search('twitter_consumer_key')
-    twitter_consumer_secret = api_keys_search('twitter_consumer_secret')
-    twitter_access_token = api_keys_search('twitter_access_token')
-    twitter_access_token_secret = api_keys_search(
-        'twitter_access_token_secret')
+    # --- Original code preserved below (Twitter v1.1 / Tweepy v3) ---
+    twitter_consumer_key = api_keys_search("twitter_consumer_key")
+    twitter_consumer_secret = api_keys_search("twitter_consumer_secret")
+    twitter_access_token = api_keys_search("twitter_access_token")
+    twitter_access_token_secret = api_keys_search("twitter_access_token_secret")
 
     auth = tweepy.OAuthHandler(twitter_consumer_key, twitter_consumer_secret)
     auth.set_access_token(twitter_access_token, twitter_access_token_secret)
 
     api = tweepy.API(auth)
 
-    startDate = datetime.strptime(date_from, '%Y-%m-%d')
-    endDate = datetime.strptime(date_to, '%Y-%m-%d')
+    startDate = datetime.strptime(date_from, "%Y-%m-%d")
+    endDate = datetime.strptime(date_to, "%Y-%m-%d")
 
     # Total
     total = []
@@ -74,32 +91,32 @@ def t_twitter_comp(username, date_from, date_to, from_m="Init", module=None):
     # Tasks Array
     tasks = []
 
-    if (module):
-        total.append({'module': module})
+    if module:
+        total.append({"module": module})
     else:
-        total.append({'module': 'twitter_comp'})
-    total.append({'param': username})
+        total.append({"module": "twitter_comp"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     raw_node_total = []
     tweets_gather = []
     try:
         tmpTweets = api.user_timeline(username)
     except tweepy.TweepError as e:
-        raw_node_total.append({"Status": e.args[0][0]['message']})
-        total.append({'raw': raw_node_total})
+        raw_node_total.append({"Status": e.args[0][0]["message"]})
+        total.append({"raw": raw_node_total})
         return total
 
     for tweet in tmpTweets:
         if tweet.created_at < endDate and tweet.created_at > startDate:
             tweets_gather.append(tweet)
 
-    while (tmpTweets[-1].created_at > startDate):
-        tmpTweets = api.user_timeline(username, max_id = tmpTweets[-1].id)
+    while tmpTweets[-1].created_at > startDate:
+        tmpTweets = api.user_timeline(username, max_id=tmpTweets[-1].id)
         for tweet in tmpTweets:
             if tweet.created_at < endDate and tweet.created_at > startDate:
                 tweets_gather.append(tweet)
@@ -124,43 +141,45 @@ def t_twitter_comp(username, date_from, date_to, from_m="Init", module=None):
     t_timeline = []
     q_lk = 0
     q_rt = 0
-    q_rp = 0
     q_mt = 0
     q_ht = 0
     for tweet in tweets_gather:
         raw_node_tweets.append(tweet._json)
 
-        if (tweet._json['text'][:3] != 'RT '):
+        if tweet._json["text"][:3] != "RT ":
             tweets += 1
-            s_lk.append({"name": str(index),
-                        "value": str(tweet._json['favorite_count'])})
-            s_rt.append({"name": str(index),
-                        "value": str(tweet._json['retweet_count'])})
+            s_lk.append(
+                {"name": str(index), "value": str(tweet._json["favorite_count"])}
+            )
+            s_rt.append(
+                {"name": str(index), "value": str(tweet._json["retweet_count"])}
+            )
             # s_rp.append({"name": str(index), "value": str(row['nreplies'])})
-            q_lk += tweet._json['favorite_count']
-            q_rt += tweet._json['retweet_count']
+            q_lk += tweet._json["favorite_count"]
+            q_rt += tweet._json["retweet_count"]
             # q_rp += row['nreplies']
 
             # Mentions
-            for user in tweet._json['entities']['user_mentions']:
-                mention_temp.append(user['screen_name'])
+            for user in tweet._json["entities"]["user_mentions"]:
+                mention_temp.append(user["screen_name"])
                 q_mt += 1
 
             # Hashtags
-            for h in tweet._json['entities']['hashtags']:
-                hashtag_temp.append(h['text'])
+            for h in tweet._json["entities"]["hashtags"]:
+                hashtag_temp.append(h["text"])
                 q_ht += 1
 
-            created_at = datetime.strptime(tweet._json['created_at'],
-                                           "%a %b %d %X %z %Y")
+            created_at = datetime.strptime(
+                tweet._json["created_at"], "%a %b %d %X %z %Y"
+            )
             tweet_date = created_at.strftime("%Y-%m-%dT%H:%M:%S.009Z")
             t_timeline.append({"name": tweet_date, "value": 1})
 
             # Sources
-            m_source = re.match("<a.*>(.*)</a>", tweet._json['source'])
-            if (m_source):
-                source = m_source.groups()[0].replace('Twitter', '').strip()
-                source = source.replace('for', '').strip()
+            m_source = re.match("<a.*>(.*)</a>", tweet._json["source"])
+            if m_source:
+                source = m_source.groups()[0].replace("Twitter", "").strip()
+                source = source.replace("for", "").strip()
                 sources_temp.append(source)
 
             # Hours and days
@@ -171,8 +190,8 @@ def t_twitter_comp(username, date_from, date_to, from_m="Init", module=None):
         else:
             retweets += 1
 
-    raw_node_total.append({'Status': ''})
-    raw_node_total.append({'raw_node_info': raw_node_tweets})
+    raw_node_total.append({"Status": ""})
+    raw_node_total.append({"raw_node_info": raw_node_tweets})
 
     # Tweet vs Retweets
     tw_vs_rt = []
@@ -188,15 +207,15 @@ def t_twitter_comp(username, date_from, date_to, from_m="Init", module=None):
     mention_counter = Counter(mention_temp)
 
     link_users = "Users"
-    user_item = {"name-node": "Users", "title": "Users",
-                 "subtitle": "",
-                 "link": link_users}
+    user_item = {
+        "name-node": "Users",
+        "title": "Users",
+        "subtitle": "",
+        "link": link_users,
+    }
     users.append(user_item)
     for k, v in mention_counter.items():
-        user_item = {"name-node": k,
-                     "title": k,
-                     "subtitle": v,
-                     "link": link_users}
+        user_item = {"name-node": k, "title": k, "subtitle": v, "link": link_users}
         users.append(user_item)
 
     # Hashtags (continue)
@@ -221,51 +240,47 @@ def t_twitter_comp(username, date_from, date_to, from_m="Init", module=None):
 
     # hourset
     hourset = []
-    hournames = '00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23'.split()
+    hournames = "00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23".split()
 
     twCounter = Counter(hours)
     tgdata = twCounter.most_common()
     tgdata = sorted(tgdata)
     e = 0
     for g in hournames:
-        if (e >= len(tgdata)):
-            hourset.append({"name": g, "value": 0})
-        elif (g < tgdata[e][0]):
+        if (e >= len(tgdata)) or (g < tgdata[e][0]):
             hourset.append({"name": g, "value": 0})
-        elif (g == tgdata[e][0]):
+        elif g == tgdata[e][0]:
             hourset.append({"name": g, "value": int(tgdata[e][1])})
             e += 1
 
     # weekset
     weekset = []
-    weekdays = 'Monday Tuesday Wednesday Thursday Friday Saturday Sunday'.split()
+    weekdays = "Monday Tuesday Wednesday Thursday Friday Saturday Sunday".split()
     wdCounter = Counter(days)
     wddata = wdCounter.most_common()
     wddata = sorted(wddata)
     y = []
-    c = 0
-    for z in weekdays:
+    for c, z in enumerate(weekdays):
         try:
             weekset.append({"name": z, "value": int(wddata[c][1])})
-        except:
+        except Exception:
             weekset.append({"name": z, "value": 0})
-        c += 1
     wddata = y
 
-    total.append({'raw': raw_node_total})
-    graphic.append({'hashtag': hashtags})
-    graphic.append({'users': users})
-    graphic.append({'tweetslist': lk_rt_rp})
-    graphic.append({'week': weekset})
-    graphic.append({'hour': hourset})
-    graphic.append({'summary': summary})
-    graphic.append({'sources': sources})
-    graphic.append({'time': t_timeline})
-    graphic.append({'twvsrt': tw_vs_rt})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
-    total.append({'tasks': tasks})
+    total.append({"raw": raw_node_total})
+    graphic.append({"hashtag": hashtags})
+    graphic.append({"users": users})
+    graphic.append({"tweetslist": lk_rt_rp})
+    graphic.append({"week": weekset})
+    graphic.append({"hour": hourset})
+    graphic.append({"summary": summary})
+    graphic.append({"sources": sources})
+    graphic.append({"time": t_timeline})
+    graphic.append({"twvsrt": tw_vs_rt})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
+    total.append({"tasks": tasks})
 
     return total
 
diff --git a/backend/modules/twitter_comparison/twitter_info_tasks.py b/backend/modules/twitter_comparison/twitter_info_tasks.py
index 22c086cb..fd82861f 100644
--- a/backend/modules/twitter_comparison/twitter_info_tasks.py
+++ b/backend/modules/twitter_comparison/twitter_info_tasks.py
@@ -1,33 +1,35 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 """
 Get general information about Twitter account
+
+DEPRECATED: This module uses the Twitter v1.1 API via Tweepy v3, which has
+been decommissioned by Twitter/X. The task returns an immediate error response.
+The original code is preserved in case API access is restored in the future.
 """
 
-import sys
 import json
-import requests
+import sys
 
 import tweepy
+
 # import oauth2
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
     from factories.configuration import api_keys_search
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 __author__ = "KennBro"
 __copyright__ = "Copyright 2020, iKy"
@@ -43,12 +45,29 @@
 
 @celery.task
 def t_twitter_info(username, from_m="Initial", module=None):
+    # DEPRECATED: Twitter v1.1 API is decommissioned — return error immediately
+    mod_name = module if module else "twitter_info"
+    total = []
+    total.append({"module": mod_name})
+    total.append({"param": username})
+    total.append({"validation": "not_used"})
+    raw_node = [
+        {
+            "status": "Fail",
+            "reason": (
+                "Twitter v1.1 API has been decommissioned. "
+                "This module is no longer functional."
+            ),
+        }
+    ]
+    total.append({"raw": raw_node})
+    return total
 
-    twitter_consumer_key = api_keys_search('twitter_consumer_key')
-    twitter_consumer_secret = api_keys_search('twitter_consumer_secret')
-    twitter_access_token = api_keys_search('twitter_access_token')
-    twitter_access_token_secret = api_keys_search(
-        'twitter_access_token_secret')
+    # --- Original code preserved below (Twitter v1.1 / Tweepy v3) ---
+    twitter_consumer_key = api_keys_search("twitter_consumer_key")
+    twitter_consumer_secret = api_keys_search("twitter_consumer_secret")
+    twitter_access_token = api_keys_search("twitter_access_token")
+    twitter_access_token_secret = api_keys_search("twitter_access_token_secret")
 
     auth = tweepy.OAuthHandler(twitter_consumer_key, twitter_consumer_secret)
     auth.set_access_token(twitter_access_token, twitter_access_token_secret)
@@ -64,84 +83,102 @@ def t_twitter_info(username, from_m="Initial", module=None):
     popularity = []
     gather = []
 
-    if (module):
-        total.append({'module': module})
+    if module:
+        total.append({"module": module})
     else:
-        total.append({'module': 'twitter_info'})
-    total.append({'param': username})
+        total.append({"module": "twitter_info"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     raw_node_total = []
 
     try:
         result_api = api.get_user(username)
     except tweepy.TweepError as e:
-        raw_node_total.append({"Status": e.args[0][0]['message']})
-        total.append({'raw': raw_node_total})
+        raw_node_total.append({"Status": e.args[0][0]["message"]})
+        total.append({"raw": raw_node_total})
         return total
 
-    raw_node_total.append({'Status': ''})
-    raw_node_total.append({'raw_node_info': result_api._json})
+    raw_node_total.append({"Status": ""})
+    raw_node_total.append({"raw_node_info": result_api._json})
 
     link_social = "Twitter"
-    gather_item = {"name-node": "Twitter", "title": "Twitter",
-                   "subtitle": "", "icon": "fab fa-twitter",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twitter",
+        "title": "Twitter",
+        "subtitle": "",
+        "icon": "fab fa-twitter",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterName",
-                   "title": "Name",
-                   "subtitle": result_api.name,
-                   "icon": "fas fa-signature",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterName",
+        "title": "Name",
+        "subtitle": result_api.name,
+        "icon": "fas fa-signature",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterUserName",
-                   "title": "Username",
-                   "subtitle": result_api.screen_name,
-                   "icon": "fas fa-user-circle",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterUserName",
+        "title": "Username",
+        "subtitle": result_api.screen_name,
+        "icon": "fas fa-user-circle",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "Twitterphoto",
-                   "title": "Avatar",
-                   "subtitle": "",
-                   "picture": result_api.profile_image_url_https,
-                   "link": link_social}
+    gather_item = {
+        "name-node": "Twitterphoto",
+        "title": "Avatar",
+        "subtitle": "",
+        "picture": result_api.profile_image_url_https,
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterLocation",
-                   "title": "Location",
-                   "subtitle": result_api.location,
-                   "icon": "fas fa-map-marker-alt",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterLocation",
+        "title": "Location",
+        "subtitle": result_api.location,
+        "icon": "fas fa-map-marker-alt",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
     # verified = "False" if result_api['verified'] == 0 else "True"
-    gather_item = {"name-node": "TwitterVerified",
-                   "title": "Verified",
-                   "subtitle": str(result_api.verified),
-                   "icon": "fas fa-certificate",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterVerified",
+        "title": "Verified",
+        "subtitle": str(result_api.verified),
+        "icon": "fas fa-certificate",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
     # private = "False" if profile_df['private'][0] == 0 else "True"
-    gather_item = {"name-node": "TwitterPrivate",
-                   "title": "Protected",
-                   "subtitle": str(result_api.protected),
-                   "icon": "fas fa-user-shield",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterPrivate",
+        "title": "Protected",
+        "subtitle": str(result_api.protected),
+        "icon": "fas fa-user-shield",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterTweets",
-                   "title": "Tweets",
-                   "subtitle": str(result_api.statuses_count),
-                   "icon": "fab fa-twitter-square",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterTweets",
+        "title": "Tweets",
+        "subtitle": str(result_api.statuses_count),
+        "icon": "fab fa-twitter-square",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
     # gather_item = {"name-node": "TwitterMedia",
@@ -151,39 +188,49 @@ def t_twitter_info(username, from_m="Initial", module=None):
     #                "link": link_social}
     # gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterFollowers",
-                   "title": "Followers",
-                   "subtitle": str(result_api.followers_count),
-                   "icon": "fas fa-users",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterFollowers",
+        "title": "Followers",
+        "subtitle": str(result_api.followers_count),
+        "icon": "fas fa-users",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterFollowing",
-                   "title": "Following",
-                   "subtitle": str(result_api.friends_count),
-                   "icon": "fas fa-user-friends",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterFollowing",
+        "title": "Following",
+        "subtitle": str(result_api.friends_count),
+        "icon": "fas fa-user-friends",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterList",
-                   "title": "Listed",
-                   "subtitle": str(result_api.listed_count),
-                   "icon": "far fa-list-alt",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterList",
+        "title": "Listed",
+        "subtitle": str(result_api.listed_count),
+        "icon": "far fa-list-alt",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    gather_item = {"name-node": "TwitterHeart",
-                   "title": "Favourite",
-                   "subtitle": str(result_api.favourites_count),
-                   "icon": "fas fa-heart",
-                   "link": link_social}
+    gather_item = {
+        "name-node": "TwitterHeart",
+        "title": "Favourite",
+        "subtitle": str(result_api.favourites_count),
+        "icon": "fas fa-heart",
+        "link": link_social,
+    }
     gather.append(gather_item)
 
-    social_item = {"name": "Twitter",
-                   "url": "https://twitter.com/" + username,
-                   "icon": "fab fa-twitter",
-                   "source": "Twitter",
-                   "username": username}
+    social_item = {
+        "name": "Twitter",
+        "url": "https://twitter.com/" + username,
+        "icon": "fab fa-twitter",
+        "source": "Twitter",
+        "username": username,
+    }
     social.append(social_item)
 
     children = []
@@ -194,20 +241,18 @@ def t_twitter_info(username, from_m="Initial", module=None):
     # children.append({"name": "Listed", "total": result_api.listed_count})
     resume = {"name": "twitter", "children": children}
 
-    popularity.append({"title": "Followers",
-                       "value": result_api.followers_count})
+    popularity.append({"title": "Followers", "value": result_api.followers_count})
     popularity.append({"title": "Listed", "value": result_api.listed_count})
-    popularity.append({"title": "Following",
-                       "value": result_api.friends_count})
-
-    total.append({'raw': raw_node_total})
-    graphic.append({'social': gather})
-    graphic.append({'resume': resume})
-    graphic.append({'popularity': popularity})
-    total.append({'graphic': graphic})
-    total.append({'profile': []})
-    total.append({'timeline': []})
-    total.append({'tasks': []})
+    popularity.append({"title": "Following", "value": result_api.friends_count})
+
+    total.append({"raw": raw_node_total})
+    graphic.append({"social": gather})
+    graphic.append({"resume": resume})
+    graphic.append({"popularity": popularity})
+    total.append({"graphic": graphic})
+    total.append({"profile": []})
+    total.append({"timeline": []})
+    total.append({"tasks": []})
 
     return total
 
diff --git a/backend/modules/usersearch/usersearch_tasks.py b/backend/modules/usersearch/usersearch_tasks.py
index 3c137587..93a9cf03 100644
--- a/backend/modules/usersearch/usersearch_tasks.py
+++ b/backend/modules/usersearch/usersearch_tasks.py
@@ -1,26 +1,25 @@
 #!/usr/bin/env python
-# -*- coding: utf-8 -*-
 
-import sys
 import json
+import sys
+
 import requests
 from bs4 import BeautifulSoup
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
-    celery = create_celery(create_application())
 
-from requests.packages.urllib3.exceptions import InsecureRequestWarning
-requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+    celery = create_celery(create_application())
 
 logger = get_task_logger(__name__)
 
@@ -28,19 +27,28 @@
 @celery.task
 def t_usersearch(username):
     data = {"username": username}
-    req = requests.post("https://usersearch.org/results_normal.php",
-                        data=data, verify=False)
+    req = requests.post(
+        "https://usersearch.org/results_normal.php", data=data, timeout=30
+    )
     soup = BeautifulSoup(req.content, "lxml")
     atag = soup.findAll("a", {"class": "pretty-button results-button"})
-    profiles = []
-    for at in atag:
-        if at.text == "View Profile":
-            profiles.append(at["href"])
-    return profiles
+    profiles = [at["href"] for at in atag if at.text == "View Profile"]
+
+    total = []
+    total.append({"module": "usersearch"})
+    total.append({"param": username})
+    total.append({"validation": "no"})
+    total.append({"raw": profiles})
+    total.append({"graphic": []})
+    total.append({"profile": []})
+    total.append({"timeline": []})
+    total.append({"tasks": []})
+
+    return total
 
 
 def output(data):
-    print(json.dumps(data, indent=4, separators=(',', ': ')))
+    print(json.dumps(data, indent=4, separators=(",", ": ")))
 
 
 if __name__ == "__main__":
diff --git a/backend/modules/venmo/venmo_tasks.py b/backend/modules/venmo/venmo_tasks.py
index cbac1d4a..1e4fa704 100644
--- a/backend/modules/venmo/venmo_tasks.py
+++ b/backend/modules/venmo/venmo_tasks.py
@@ -1,122 +1,120 @@
 #!/usr/bin/env python
-# -*- encoding: utf-8 -*-
 
-import os
-import sys
 import json
-import requests
-from bs4 import BeautifulSoup
-from datetime import date
 import random
-import traceback
+import sys
 import time
+import traceback
+from pathlib import Path
 
+import requests
 
 try:
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 except ImportError:
     # This is to test the module individually, and I know that is piece of shit
-    sys.path.append('../../')
+    sys.path.append("../../")
+    from celery.utils.log import get_task_logger
     from factories._celery import create_celery
     from factories.application import create_application
-    from celery.utils.log import get_task_logger
+
     celery = create_celery(create_application())
 
-# from requests.packages.urllib3.exceptions import InsecureRequestWarning
-# requests.packages.urllib3.disable_warnings(InsecureRequestWarning)
+# import urllib3
+# urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
 
 logger = get_task_logger(__name__)
 
 
 month = {
-    'January': "01",
-    'February': "02",
-    'March': "03",
-    'April': "04",
-    'May': "05",
-    'June': "06",
-    'July': "07",
-    'August': "08",
-    'September': "09",
-    'October': "10",
-    'November': "11",
-    'December': "12"
+    "January": "01",
+    "February": "02",
+    "March": "03",
+    "April": "04",
+    "May": "05",
+    "June": "06",
+    "July": "07",
+    "August": "08",
+    "September": "09",
+    "October": "10",
+    "November": "11",
+    "December": "12",
 }
 
 dayName = {
-	'Monday':0,
-	'Tuesday':1,
-	'Wednesday':2,
-	'Thursday':3,
-	'Friday':4,
-	'Saturday':5,
-	'Sunday':6
+    "Monday": 0,
+    "Tuesday": 1,
+    "Wednesday": 2,
+    "Thursday": 3,
+    "Friday": 4,
+    "Saturday": 5,
+    "Sunday": 6,
 }
 
 user_agents = [
-    'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36',
-    'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-    'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36',
-    'Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)',
-    'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko',
-    'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)',
-    'Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko',
-    'Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko',
-    'Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko',
-    'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)',
-    'Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
-    'Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)',
-    'Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko',
-    'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)',
-    'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)',
-    'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)'
+    "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 5.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 6.2; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36",
+    "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/44.0.2403.157 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.113 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+    "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.2883.87 Safari/537.36",
+    "Mozilla/4.0 (compatible; MSIE 9.0; Windows NT 6.1)",
+    "Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko",
+    "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0)",
+    "Mozilla/5.0 (Windows NT 6.1; Trident/7.0; rv:11.0) like Gecko",
+    "Mozilla/5.0 (Windows NT 6.2; WOW64; Trident/7.0; rv:11.0) like Gecko",
+    "Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; rv:11.0) like Gecko",
+    "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
+    "Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko",
+    "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
+    "Mozilla/5.0 (Windows NT 6.1; Win64; x64; Trident/7.0; rv:11.0) like Gecko",
+    "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0)",
+    "Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; Trident/6.0)",
+    "Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; .NET CLR 2.0.50727; .NET CLR 3.0.4506.2152; .NET CLR 3.5.30729)",
 ]
 
 
-@celery.task
 def p_venmo(username, from_m="Initial"):
     """Task of Celery that get info from venmo"""
 
     # Code to develop the frontend without burning APIs
-    cd = os.getcwd()
-    td = os.path.join(cd, "outputs")
-    output = "output-venmo.json"
-    file_path = os.path.join(td, output)
+    file_path = Path.cwd() / "outputs" / "output-venmo.json"
 
-    if os.path.exists(file_path):
+    if file_path.exists():
         logger.warning(f"Developer frontend mode - {file_path}")
         try:
-            with open(file_path, 'r') as file:
+            with open(file_path) as file:
                 data = json.load(file)
             return data
         except json.JSONDecodeError:
-            logger.error(f"Developer mode ERROR")
+            logger.error("Developer mode ERROR")
 
     # Code
     raw_node = []
     # Parsing user information
-    user = []
-    url = "https://venmo.com/%s" % username
-    url_user = 'https://api.venmo.com/v1/users/{}'.format(username)
-    response = requests.get(url_user, headers={'User-Agent': random.choice(user_agents)}, verify=False)
+    url = f"https://venmo.com/{username}"
+    url_user = f"https://api.venmo.com/v1/users/{username}"
+    response = requests.get(
+        url_user,
+        headers={"User-Agent": random.choice(user_agents)},
+        timeout=30,
+    )
     data_user = response.json()
     # print(" USER : ")
     # print(data_user)
 
-    if (data_user.get("error", "") != ""):
+    if data_user.get("error", "") != "":
         raise Exception("iKy - User not found")
     else:
-        raw_node.append({'user': data_user["data"]})
+        raw_node.append({"user": data_user["data"]})
         # transaction = {"friends": [], "details": []}
         # resp = requests.get(url, headers={'User-Agent': random.choice(user_agents)}, verify=False)
         # html_doc = BeautifulSoup(resp.text, "html.parser")
@@ -167,13 +165,13 @@ def p_venmo(username, from_m="Initial"):
 
     # Total
     total = []
-    total.append({'module': 'venmo'})
-    total.append({'param': username})
+    total.append({"module": "venmo"})
+    total.append({"param": username})
     # Evaluates the module that executed the task and set validation
-    if (from_m == 'Initial'):
-        total.append({'validation': 'no'})
+    if from_m == "Initial":
+        total.append({"validation": "no"})
     else:
-        total.append({'validation': 'soft'})
+        total.append({"validation": "soft"})
 
     # Graphic Array
     graphic = []
@@ -188,32 +186,40 @@ def p_venmo(username, from_m="Initial"):
     gather = []
 
     friends = []
-    transactions = []
 
     link = "Venmo"
-    gather_item = {"name-node": "Venmo", "title": "Venmo",
-                   "subtitle": "",
-                   "icon": "fas fa-money-bill-wave",
-                   "link": link}
+    gather_item = {
+        "name-node": "Venmo",
+        "title": "Venmo",
+        "subtitle": "",
+        "icon": "fas fa-money-bill-wave",
+        "link": link,
+    }
     gather.append(gather_item)
 
-    if ('status' not in raw_node):
+    if "status" not in raw_node:
         # Gather Array
         social = []
 
         link_friends = "Friends"
-        friends_item = {"name-node": "Friends", "title": "Friends",
-                        "subtitle": raw_node[0]["user"]["display_name"],
-                        "icon": "fas fa-user-friends",
-                        "link": link_friends}
+        friends_item = {
+            "name-node": "Friends",
+            "title": "Friends",
+            "subtitle": raw_node[0]["user"]["display_name"],
+            "icon": "fas fa-user-friends",
+            "link": link_friends,
+        }
         friends.append(friends_item)
 
-        gather_item = {"name-node": "Venmoname", "title": "Name",
-                       "subtitle": raw_node[0]["user"]["display_name"],
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "Venmoname",
+            "title": "Name",
+            "subtitle": raw_node[0]["user"]["display_name"],
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'name': raw_node[0]["user"]["display_name"]}
+        profile_item = {"name": raw_node[0]["user"]["display_name"]}
         profile.append(profile_item)
 
         # gather_item = {"name-node": "Venmoactive", "title": "Active",
@@ -234,21 +240,38 @@ def p_venmo(username, from_m="Initial"):
         #                 "link": link}
         # gather.append(gather_item)
 
-        gather_item = {"name-node": "VenmoJoin", "title": "Join Date",
-                       "subtitle": raw_node[0]["user"]["date_joined"],
-                       "icon": "fas fa-calendar-check", "link": link}
+        gather_item = {
+            "name-node": "VenmoJoin",
+            "title": "Join Date",
+            "subtitle": raw_node[0]["user"]["date_joined"],
+            "icon": "fas fa-calendar-check",
+            "link": link,
+        }
         gather.append(gather_item)
-        timeline.append({'action': 'Start : Venmo',
-                         'date': raw_node[0]["user"]["date_joined"],
-                         'desc': "Join date for Venmo"})
-
-        gather_item = {"name-node": "VenmoPic", "title": "Avatar",
-                       "picture": raw_node[0]["user"]["profile_picture_url"],
-                       "subtitle": "",
-                       "link": link}
+        timeline.append(
+            {
+                "action": "Start : Venmo",
+                "date": raw_node[0]["user"]["date_joined"],
+                "desc": "Join date for Venmo",
+            }
+        )
+
+        gather_item = {
+            "name-node": "VenmoPic",
+            "title": "Avatar",
+            "picture": raw_node[0]["user"]["profile_picture_url"],
+            "subtitle": "",
+            "link": link,
+        }
         gather.append(gather_item)
-        profile_item = {'photos': [{"picture": raw_node[0]["user"]["profile_picture_url"],
-                                    "title": "Venmo"}]}
+        profile_item = {
+            "photos": [
+                {
+                    "picture": raw_node[0]["user"]["profile_picture_url"],
+                    "title": "Venmo",
+                }
+            ]
+        }
         profile.append(profile_item)
 
         # gather_item = {"name-node": "VenmoBio", "title": "Bio",
@@ -257,22 +280,31 @@ def p_venmo(username, from_m="Initial"):
         #                "link": link}
         # gather.append(gather_item)
 
-        gather_item = {"name-node": "VenmoID", "title": "UserID",
-                       "subtitle": raw_node[0]["user"]["id"],
-                       "icon": "fas fa-user-circle",
-                       "link": link}
+        gather_item = {
+            "name-node": "VenmoID",
+            "title": "UserID",
+            "subtitle": raw_node[0]["user"]["id"],
+            "icon": "fas fa-user-circle",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "VenmoURL", "title": "URL",
-                       "subtitle": url_user,
-                       "icon": "fas fa-code",
-                       "link": link}
+        gather_item = {
+            "name-node": "VenmoURL",
+            "title": "URL",
+            "subtitle": url_user,
+            "icon": "fas fa-code",
+            "link": link,
+        }
         gather.append(gather_item)
 
-        gather_item = {"name-node": "VenmoUsername", "title": "Username",
-                       "subtitle": username,
-                       "icon": "fas fa-user",
-                       "link": link}
+        gather_item = {
+            "name-node": "VenmoUsername",
+            "title": "Username",
+            "subtitle": username,
+            "icon": "fas fa-user",
+            "link": link,
+        }
         gather.append(gather_item)
 
         # gather_item = {"name-node": "VenmoPhone", "title": "Phone",
@@ -319,24 +351,26 @@ def p_venmo(username, from_m="Initial"):
         #                     "link": link_friends}
         #     friends.append(friends_item)
 
-        social_item = {"name": "Venmo",
-                       "url": url,
-                       "source": "Venmo",
-                       "icon": "fas fa-money-bill-wave",
-                       "username": username}
+        social_item = {
+            "name": "Venmo",
+            "url": url,
+            "source": "Venmo",
+            "icon": "fas fa-money-bill-wave",
+            "username": username,
+        }
         social.append(social_item)
         profile.append({"social": social})
         profile_item = {"username": username}
         profile.append(profile_item)
 
-    print (raw_node)
-    graphic.append({'user': gather})
+    print(raw_node)
+    graphic.append({"user": gather})
     # graphic.append({'friends': friends})
     # graphic.append({'trans': transactions})
-    total.append({'raw': raw_node})
-    total.append({'graphic': graphic})
-    total.append({'profile': profile})
-    total.append({'timeline': timeline})
+    total.append({"raw": raw_node})
+    total.append({"graphic": graphic})
+    total.append({"profile": profile})
+    total.append({"timeline": timeline})
 
     return total
 
@@ -350,7 +384,7 @@ def t_venmo(username, from_m="Initial"):
     except Exception as e:
         # Check internal error
         if str(e).startswith("iKy - "):
-            reason = str(e)[len("iKy - "):]
+            reason = str(e)[len("iKy - ") :]
             status = "Warning"
         else:
             reason = str(e)
@@ -358,15 +392,19 @@ def t_venmo(username, from_m="Initial"):
 
         traceback.print_exc()
         traceback_text = traceback.format_exc()
-        total.append({'module': 'venmo'})
-        total.append({'param': username})
-        total.append({'validation': 'not_used'})
+        total.append({"module": "venmo"})
+        total.append({"param": username})
+        total.append({"validation": "not_used"})
 
         raw_node = []
-        raw_node.append({"status": status,
-                         # "reason": "{}".format(e),
-                         "reason": reason,
-                         "traceback": traceback_text})
+        raw_node.append(
+            {
+                "status": status,
+                # "reason": "{}".format(e),
+                "reason": reason,
+                "traceback": traceback_text,
+            }
+        )
         total.append({"raw": raw_node})
 
     # Take final time
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
new file mode 100644
index 00000000..a498f389
--- /dev/null
+++ b/backend/pyproject.toml
@@ -0,0 +1,3 @@
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["."]
diff --git a/backend/tests/__init__.py b/backend/tests/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/backend/tests/conftest.py b/backend/tests/conftest.py
new file mode 100644
index 00000000..831904f0
--- /dev/null
+++ b/backend/tests/conftest.py
@@ -0,0 +1,54 @@
+from unittest.mock import MagicMock, patch
+
+import pytest
+from factories.application import create_application
+
+
+@pytest.fixture
+def app():
+    application, _sio = create_application()
+    application.config["TESTING"] = True
+    yield application
+
+
+@pytest.fixture
+def client(app):
+    return app.test_client()
+
+
+@pytest.fixture
+def mock_celery_send(app):
+    """Mock celery.send_task so no real tasks are dispatched.
+
+    Also wires up ``celery.AsyncResult(task_id)`` so that
+    ``/state/<id>/<app>`` and ``/result/<id>`` work without a
+    running broker.
+    """
+    # -- send_task mock ------------------------------------------------
+    mock_send_result = MagicMock()
+    mock_send_result.task_id = "fake-task-id-1234"
+
+    # -- AsyncResult mock ----------------------------------------------
+    # api.py calls ``celery.AsyncResult(task_id).state`` and
+    # ``celery.AsyncResult(task_id).get(timeout=...)``.
+    # We pre-configure sensible defaults; individual tests can
+    # override via ``mock_celery_send.AsyncResult.return_value``.
+    mock_async_result = MagicMock()
+    mock_async_result.state = "SUCCESS"
+    mock_async_result.get.return_value = {"raw": "result-data"}
+
+    # -- Patch path explanation ----------------------------------------
+    # api.py does ``from factories._celery import create_celery``,
+    # which binds the name ``create_celery`` in the *api* module's
+    # namespace.  Per unittest.mock docs we must patch where the
+    # name is LOOKED UP, i.e. ``"api.create_celery"``, NOT the
+    # definition site ``"factories._celery.create_celery"``.
+    with (
+        patch("api.create_celery") as mock_create,
+        patch("api.socketio") as _mock_sio,
+    ):
+        mock_celery = MagicMock()
+        mock_celery.send_task.return_value = mock_send_result
+        mock_celery.AsyncResult.return_value = mock_async_result
+        mock_create.return_value = mock_celery
+        yield mock_celery
diff --git a/backend/tests/test_api.py b/backend/tests/test_api.py
new file mode 100644
index 00000000..c19dfabc
--- /dev/null
+++ b/backend/tests/test_api.py
@@ -0,0 +1,132 @@
+"""Tests for backend/api.py - Flask API endpoints with mocked Celery dispatch."""
+
+import json
+from typing import ClassVar
+
+
+class TestTasklistEndpoint:
+    def test_tasklist_returns_modules(self, client):
+        resp = client.get("/tasklist")
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert "modules" in data
+        assert isinstance(data["modules"], list)
+        assert "github" in data["modules"]
+
+
+class TestTestingEndpoint:
+    def test_testing_echoes_json(self, app, client):
+        app.debug = True
+        payload = {"key": "value", "num": 42}
+        resp = client.post(
+            "/testing",
+            data=json.dumps(payload),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        assert resp.get_json() == payload
+
+    def test_testing_returns_404_in_production(self, app, client):
+        app.debug = False
+        resp = client.post(
+            "/testing",
+            data=json.dumps({"key": "value"}),
+            content_type="application/json",
+        )
+        assert resp.status_code == 404
+
+
+class TestModuleEndpoints:
+    """Test that POST module endpoints dispatch Celery tasks correctly."""
+
+    SIMPLE_MODULES: ClassVar[list] = [
+        ("github", "modules.github.github_tasks.t_github"),
+        ("twitter", "modules.twitter.twitter_tasks.t_twitter"),
+        ("linkedin", "modules.linkedin.linkedin_tasks.t_linkedin"),
+        ("keybase", "modules.keybase.keybase_tasks.t_keybase"),
+        ("search", "modules.search.search_tasks.t_search"),
+        ("reddit", "modules.reddit.reddit_tasks.t_reddit"),
+        ("gitlab", "modules.gitlab.gitlab_tasks.t_gitlab"),
+        ("mastodon", "modules.mastodon.mastodon_tasks.t_mastodon"),
+        ("holehe", "modules.holehe.holehe_tasks.t_holehe"),
+        ("sherlock", "modules.sherlock.sherlock_tasks.t_sherlock"),
+    ]
+
+    def test_module_dispatches_celery_task(self, client, mock_celery_send):
+        """Each module endpoint should call celery.send_task with the right path."""
+        for route, expected_task in self.SIMPLE_MODULES:
+            mock_celery_send.send_task.reset_mock()
+            resp = client.post(
+                f"/{route}",
+                data=json.dumps({"username": "testuser", "from": "Initial"}),
+                content_type="application/json",
+            )
+            assert resp.status_code == 200, f"/{route} returned {resp.status_code}"
+            data = resp.get_json()
+            assert data["module"] == route, f"/{route} wrong module"
+            assert data["task"] == "fake-task-id-1234"
+            assert data["param"] == "testuser"
+            mock_celery_send.send_task.assert_called_once()
+            call_args = mock_celery_send.send_task.call_args
+            assert call_args[0][0] == expected_task, (
+                f"/{route} dispatched wrong task: {call_args[0][0]}"
+            )
+
+    def test_endpoint_with_empty_username(self, client, mock_celery_send):
+        """Endpoints should handle missing username gracefully."""
+        resp = client.post(
+            "/github",
+            data=json.dumps({"from": "Initial"}),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert data["param"] == ""
+
+    def test_spotify_extra_params(self, client, mock_celery_send):
+        """Spotify endpoint accepts extra 'proc' parameter."""
+        resp = client.post(
+            "/spotify",
+            data=json.dumps(
+                {
+                    "username": "testuser",
+                    "from": "Initial",
+                    "proc": 2,
+                }
+            ),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert data["module"] == "spotify"
+        call_args = mock_celery_send.send_task.call_args
+        assert call_args[0][0] == "modules.spotify.spotify_tasks.t_spotify"
+
+    def test_dorks_extra_params(self, client, mock_celery_send):
+        """Dorks endpoint accepts extra 'dorks' parameter."""
+        resp = client.post(
+            "/dorks",
+            data=json.dumps(
+                {
+                    "username": "testuser",
+                    "dorks": "site:example.com",
+                    "from": "Initial",
+                }
+            ),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert data["module"] == "dorks"
+
+
+class TestStateAndResultEndpoints:
+    def test_state_endpoint(self, client, mock_celery_send):
+        """GET /state/<id>/<app> should return state info."""
+        mock_celery_send.AsyncResult.return_value.state = "PENDING"
+        resp = client.get("/state/fake-id/github")
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert "state" in data
+        assert data["task_id"] == "fake-id"
+        assert data["task_app"] == "github"
diff --git a/backend/tests/test_github_tasks.py b/backend/tests/test_github_tasks.py
new file mode 100644
index 00000000..4f37a0a9
--- /dev/null
+++ b/backend/tests/test_github_tasks.py
@@ -0,0 +1,333 @@
+"""Tests for backend/modules/github/github_tasks.py - p_github processor."""
+
+import json
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+GITHUB_USER_RESPONSE = {
+    "login": "testuser",
+    "id": 12345,
+    "name": "Test User",
+    "email": "test@example.com",
+    "company": "TestCorp",
+    "blog": "https://testuser.dev",
+    "location": "Buenos Aires, Argentina",
+    "bio": "Developer. github: @testuser",
+    "twitter_username": "testuser_tw",
+    "public_repos": 42,
+    "public_gists": 5,
+    "followers": 100,
+    "following": 50,
+    "avatar_url": "https://avatars.githubusercontent.com/u/12345",
+    "created_at": "2020-01-15T10:30:00Z",
+    "updated_at": "2024-06-01T14:00:00Z",
+    "type": "User",
+}
+
+GITHUB_HTML_RESPONSE = """
+<html><body>
+<div class="graph-before-activity-overview">
+<span style="width: 11px">contrib</span>
+</div>
+</body></html>
+"""
+
+GITHUB_NOT_FOUND = {"message": "Not Found"}
+
+
+# ---------------------------------------------------------------------------
+# Dev-mode bypass guard
+# ---------------------------------------------------------------------------
+# p_github reads Path.cwd() / "outputs" / "output-github.json" and, when it
+# exists, returns canned data instead of hitting the API.  We patch Path.cwd
+# to point at a tmp directory so the dev-mode file can never be found.  This
+# is an autouse session-scoped fixture so every test exercises the real
+# API-processing logic.
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(autouse=True)
+def _block_devmode_file(tmp_path):
+    """Ensure the dev-mode JSON file is never found during tests.
+
+    Patches ``Path.cwd`` to return *tmp_path* (which has no ``outputs/``
+    directory), so ``Path.cwd() / "outputs" / "output-github.json"``
+    resolves to a non-existent path.
+    """
+    with patch.object(Path, "cwd", return_value=tmp_path):
+        yield
+
+
+# ---------------------------------------------------------------------------
+# Shared fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture
+def mock_github_api():
+    """Mock requests.get for GitHub API and HTML scraping."""
+    with patch("modules.github.github_tasks.requests") as mock_requests:
+        api_response = MagicMock()
+        api_response.json.return_value = GITHUB_USER_RESPONSE.copy()
+        api_response.text = json.dumps(GITHUB_USER_RESPONSE)
+
+        html_response = MagicMock()
+        html_response.content = GITHUB_HTML_RESPONSE.encode()
+
+        def side_effect(url, *args, **kwargs):
+            if "api.github.com" in url:
+                return api_response
+            return html_response
+
+        mock_requests.get.side_effect = side_effect
+        yield mock_requests
+
+
+@pytest.fixture
+def mock_github_not_found():
+    """Mock requests.get to return 'Not Found'."""
+    with patch("modules.github.github_tasks.requests") as mock_requests:
+        response = MagicMock()
+        response.json.return_value = GITHUB_NOT_FOUND.copy()
+        response.text = json.dumps(GITHUB_NOT_FOUND)
+        mock_requests.get.return_value = response
+        yield mock_requests
+
+
+@pytest.fixture
+def mock_location_geo():
+    """Mock location_geo to avoid real geocoding calls."""
+    with patch("modules.github.github_tasks.location_geo") as mock_geo:
+        mock_geo.return_value = {
+            "Caption": "Buenos Aires, Argentina",
+            "Accessibility": "place",
+            "Latitude": -34.6037,
+            "Longitude": -58.3816,
+            "Name": "Buenos Aires",
+            "Time": "",
+        }
+        yield mock_geo
+
+
+# ===================================================================
+# p_github tests
+# ===================================================================
+
+
+class TestPGithub:
+    """Tests for the p_github processing function."""
+
+    def test_basic_output_structure(self, mock_github_api, mock_location_geo):
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser", "Initial")
+
+        assert isinstance(result, list)
+        keys = [next(iter(item.keys())) for item in result if isinstance(item, dict)]
+        assert "module" in keys
+        assert "param" in keys
+        assert "validation" in keys
+        assert "graphic" in keys
+        assert "profile" in keys
+        assert "timeline" in keys
+
+    def test_validation_initial(self, mock_github_api, mock_location_geo):
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser", "Initial")
+        validation = next(item["validation"] for item in result if "validation" in item)
+        assert validation == "no"
+
+    def test_validation_non_initial(self, mock_github_api, mock_location_geo):
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser", "github")
+        validation = next(item["validation"] for item in result if "validation" in item)
+        assert validation == "soft"
+
+    def test_not_found_raises(self, mock_github_not_found):
+        from modules.github.github_tasks import p_github
+
+        with pytest.raises(Exception, match="User not found"):
+            p_github("nonexistent_user")
+
+    def test_email_from_at_sign(self, mock_github_api, mock_location_geo):
+        """When input contains @, username is extracted from email prefix."""
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser@example.com", "Initial")
+        param = next(item["param"] for item in result if "param" in item)
+        assert param == "testuser"
+
+    # ---------------------------------------------------------------
+    # Dev-mode bypass verification
+    # ---------------------------------------------------------------
+
+    def test_devmode_file_is_bypassed(
+        self, tmp_path, mock_github_api, mock_location_geo
+    ):
+        """When output-github.json exists, p_github returns file data.
+
+        Verify the autouse fixture prevents this: even though the
+        test creates a valid JSON file, the patched cwd() points
+        elsewhere so p_github still hits the (mocked) API.
+        """
+        from modules.github.github_tasks import p_github
+
+        # Create a decoy file in the real tmp_path/outputs dir.
+        # Because _block_devmode_file already patches cwd to tmp_path,
+        # we create the file in a *different* subdir to prove it has
+        # no effect.
+        decoy = tmp_path / "other" / "outputs" / "output-github.json"
+        decoy.parent.mkdir(parents=True, exist_ok=True)
+        decoy.write_text(json.dumps([{"decoy": True}]))
+
+        result = p_github("testuser", "Initial")
+
+        # The result must come from the mocked API, not the file.
+        keys = [next(iter(item.keys())) for item in result if isinstance(item, dict)]
+        assert "graphic" in keys
+        assert "decoy" not in keys
+
+    def test_devmode_file_returns_file_data_when_present(self, tmp_path):
+        """If cwd contains the dev-mode file, p_github returns it.
+
+        This proves the dev-mode path works and confirms that the
+        autouse fixture is necessary for the other tests.
+        """
+        from modules.github.github_tasks import p_github
+
+        # Create the dev-mode file in the location cwd() resolves to.
+        # The autouse fixture patches cwd to tmp_path, so write there.
+        outputs_dir = tmp_path / "outputs"
+        outputs_dir.mkdir()
+        devfile = outputs_dir / "output-github.json"
+        canned = [{"module": "github"}, {"canned": True}]
+        devfile.write_text(json.dumps(canned))
+
+        result = p_github("anything")
+
+        assert result == canned
+
+    # ---------------------------------------------------------------
+    # Edge cases
+    # ---------------------------------------------------------------
+
+    def test_empty_username(self, mock_github_not_found):
+        """Empty string still hits the API and raises on Not Found."""
+        from modules.github.github_tasks import p_github
+
+        with pytest.raises(Exception, match="User not found"):
+            p_github("")
+
+    def test_api_returns_unexpected_structure(self):
+        """When the API returns data without 'login' key, it raises."""
+        from modules.github.github_tasks import p_github
+
+        bad_data = {"id": 999, "type": "User"}
+        with patch("modules.github.github_tasks.requests") as mock_req:
+            api_resp = MagicMock()
+            api_resp.json.return_value = bad_data
+            api_resp.text = json.dumps(bad_data)
+
+            html_resp = MagicMock()
+            html_resp.content = GITHUB_HTML_RESPONSE.encode()
+
+            def se(url, *a, **kw):
+                if "api.github.com" in url:
+                    return api_resp
+                return html_resp
+
+            mock_req.get.side_effect = se
+
+            # No 'login' key -> caught and re-raised as Exception
+            with pytest.raises(Exception, match="User not found"):
+                p_github("baduser")
+
+
+# ===================================================================
+# t_github error-path tests
+# ===================================================================
+
+
+class TestTGithubErrorPaths:
+    """Tests for the t_github Celery task error handling wrapper."""
+
+    def test_iky_prefixed_exception_returns_warning(self):
+        """Exception starting with 'iKy - ' yields status 'Warning'."""
+        from modules.github.github_tasks import t_github
+
+        with patch(
+            "modules.github.github_tasks.p_github",
+            side_effect=Exception("iKy - User not found"),
+        ):
+            result = t_github("nobody")
+
+        raw = next(item["raw"] for item in result if "raw" in item)
+        assert raw[0]["status"] == "Warning"
+        assert raw[0]["reason"] == "User not found"
+
+    def test_generic_exception_returns_fail(self):
+        """Non-iKy exception yields status 'Fail'."""
+        from modules.github.github_tasks import t_github
+
+        with patch(
+            "modules.github.github_tasks.p_github",
+            side_effect=RuntimeError("connection timeout"),
+        ):
+            result = t_github("nobody")
+
+        raw = next(item["raw"] for item in result if "raw" in item)
+        assert raw[0]["status"] == "Fail"
+        assert raw[0]["reason"] == "connection timeout"
+
+    def test_error_response_structure(self):
+        """Error response has module, param, validation, raw keys."""
+        from modules.github.github_tasks import t_github
+
+        with patch(
+            "modules.github.github_tasks.p_github",
+            side_effect=Exception("boom"),
+        ):
+            result = t_github("user@test.com")
+
+        keys = [next(iter(item.keys())) for item in result if isinstance(item, dict)]
+        assert keys == ["module", "param", "validation", "raw"]
+
+        module = next(item["module"] for item in result if "module" in item)
+        assert module == "github"
+
+        param = next(item["param"] for item in result if "param" in item)
+        assert param == "user@test.com"
+
+        validation = next(item["validation"] for item in result if "validation" in item)
+        assert validation == "not_used"
+
+    def test_error_response_includes_traceback(self):
+        """Error response raw node includes a traceback string."""
+        from modules.github.github_tasks import t_github
+
+        with patch(
+            "modules.github.github_tasks.p_github",
+            side_effect=ValueError("test error"),
+        ):
+            result = t_github("someone")
+
+        raw = next(item["raw"] for item in result if "raw" in item)
+        assert "traceback" in raw[0]
+        assert "ValueError" in raw[0]["traceback"]
+
+    def test_successful_call_returns_p_github_result(
+        self, mock_github_api, mock_location_geo
+    ):
+        """When p_github succeeds, t_github returns its result."""
+        from modules.github.github_tasks import t_github
+
+        result = t_github("testuser", "Initial")
+
+        keys = [next(iter(item.keys())) for item in result if isinstance(item, dict)]
+        # Successful result has graphic, profile, etc.
+        assert "graphic" in keys
+        assert "profile" in keys
diff --git a/backend/tests/test_iky_functions.py b/backend/tests/test_iky_functions.py
new file mode 100644
index 00000000..46c411e8
--- /dev/null
+++ b/backend/tests/test_iky_functions.py
@@ -0,0 +1,565 @@
+"""Tests for backend/factories/iKy_functions.py - pure extraction functions."""
+
+from unittest.mock import MagicMock, patch
+
+from factories.iKy_functions import (
+    analize_rrss,
+    deep_analysis,
+    extract_github,
+    extract_hashtags,
+    extract_instagram,
+    extract_linkedin,
+    extract_mails,
+    extract_mentions,
+    extract_tiktok,
+    extract_twitter,
+    extract_url,
+    extract_url_github,
+    extract_url_githubio,
+    extract_url_instagram,
+    extract_url_linkedin,
+    extract_url_tiktok,
+    extract_url_twitter,
+    location_geo,
+    name_match,
+    simple_analysis,
+)
+
+# -- extract_hashtags --------------------------------------------------------
+
+
+class TestExtractHashtags:
+    def test_single_hashtag(self):
+        assert extract_hashtags("hello #world") == ["world"]
+
+    def test_multiple_hashtags(self):
+        assert extract_hashtags("#foo #bar #baz") == ["foo", "bar", "baz"]
+
+    def test_no_hashtags(self):
+        assert extract_hashtags("no hashtags here") == []
+
+    def test_hashtag_with_underscores(self):
+        assert extract_hashtags("#hello_world") == ["hello_world"]
+
+    def test_empty_string(self):
+        assert extract_hashtags("") == []
+
+
+# -- extract_mentions --------------------------------------------------------
+
+
+class TestExtractMentions:
+    def test_single_mention(self):
+        result = extract_mentions("hello @user1")
+        assert "user1" in result
+
+    def test_multiple_mentions(self):
+        # Regex requires a non-word char before @, so "hello @alice and @bob"
+        result = extract_mentions("hello @alice and @bob")
+        assert "alice" in result
+        assert "bob" in result
+
+    def test_no_mentions(self):
+        # No filter workaround: the function itself should return []
+        # (the regex ^| alternative matches start-of-line but the
+        # function's ``if match.group() != ""`` guard skips it).
+        assert extract_mentions("no mentions") == []
+
+    def test_empty_string(self):
+        assert extract_mentions("") == []
+
+
+# -- extract_url -------------------------------------------------------------
+
+
+class TestExtractUrl:
+    def test_https_url(self):
+        result = extract_url("visit https://example.com today")
+        assert len(result) == 1
+        assert "example.com" in result[0]["url"]
+
+    def test_http_url(self):
+        result = extract_url("visit http://example.com today")
+        assert len(result) == 1
+
+    def test_no_urls(self):
+        assert extract_url("no urls here") == []
+
+    def test_url_with_path(self):
+        result = extract_url("check https://github.com/user/repo out")
+        assert len(result) == 1
+        assert "github.com/user/repo" in result[0]["url"]
+
+
+# -- extract_mails -----------------------------------------------------------
+
+
+class TestExtractMails:
+    def test_valid_email(self):
+        result = extract_mails("user@example.com")
+        assert len(result) == 1
+        assert result[0]["email"] == "user@example.com"
+
+    def test_no_email(self):
+        assert extract_mails("not an email") == []
+
+    def test_empty_string(self):
+        assert extract_mails("") == []
+
+    def test_inline_email(self):
+        """H13 regression: emails embedded in text must be found
+        (old ^$ anchors would have rejected this)."""
+        result = extract_mails("contact me at user@example.com for info")
+        assert len(result) == 1
+        assert result[0]["email"] == "user@example.com"
+
+    def test_multiple_inline_emails(self):
+        """Multiple emails within running text."""
+        result = extract_mails("email user1@a.com or user2@b.com")
+        assert len(result) == 2
+        emails = [r["email"] for r in result]
+        assert "user1@a.com" in emails
+        assert "user2@b.com" in emails
+
+    def test_email_in_sentence(self):
+        """Email followed by punctuation inside a sentence."""
+        result = extract_mails("His email is john.doe@company.org, please contact him")
+        assert len(result) == 1
+        assert result[0]["email"] == "john.doe@company.org"
+
+
+# -- extract_url_linkedin ----------------------------------------------------
+
+
+class TestExtractUrlLinkedin:
+    def test_linkedin_url(self):
+        text = "https://www.linkedin.com/in/johndoe/"
+        result = extract_url_linkedin(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "linkedin"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_linkedin(self):
+        assert extract_url_linkedin("https://example.com") == []
+
+
+# -- extract_url_instagram ---------------------------------------------------
+
+
+class TestExtractUrlInstagram:
+    def test_instagram_url(self):
+        text = "https://www.instagram.com/johndoe/"
+        result = extract_url_instagram(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "instagram"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_instagram(self):
+        assert extract_url_instagram("https://example.com") == []
+
+
+# -- extract_url_twitter -----------------------------------------------------
+
+
+class TestExtractUrlTwitter:
+    def test_twitter_url(self):
+        text = "https://www.twitter.com/johndoe/"
+        result = extract_url_twitter(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "twitter"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_twitter(self):
+        assert extract_url_twitter("https://example.com") == []
+
+
+# -- extract_url_tiktok ------------------------------------------------------
+
+
+class TestExtractUrlTiktok:
+    def test_tiktok_url(self):
+        text = "https://www.tiktok.com/@johndoe/"
+        result = extract_url_tiktok(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "tiktok"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_tiktok(self):
+        assert extract_url_tiktok("https://example.com") == []
+
+
+# -- extract_url_github ------------------------------------------------------
+
+
+class TestExtractUrlGithub:
+    def test_github_url(self):
+        text = "https://www.github.com/johndoe/"
+        result = extract_url_github(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "github"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_github(self):
+        assert extract_url_github("https://example.com") == []
+
+    def test_non_github_url_not_matched(self):
+        """H14 regression: non-github URLs must not match.
+        The old ``(github)*`` regex made the platform name optional,
+        so ``https://www.example.com/johndoe/`` would have matched."""
+        assert extract_url_github("https://www.example.com/johndoe/") == []
+
+    def test_other_platform_not_matched(self):
+        """A twitter URL must never match the github extractor."""
+        assert extract_url_github("https://www.twitter.com/johndoe/") == []
+
+
+# -- extract_url_twitter regression ------------------------------------------
+
+
+class TestExtractUrlTwitterRegression:
+    def test_non_twitter_url_not_matched(self):
+        """Non-twitter URLs must not match the twitter extractor."""
+        assert extract_url_twitter("https://www.example.com/johndoe/") == []
+
+    def test_github_url_not_matched_by_twitter(self):
+        assert extract_url_twitter("https://www.github.com/johndoe/") == []
+
+
+# -- extract_url_instagram regression ----------------------------------------
+
+
+class TestExtractUrlInstagramRegression:
+    def test_non_instagram_url_not_matched(self):
+        assert extract_url_instagram("https://www.example.com/johndoe/") == []
+
+    def test_github_url_not_matched_by_instagram(self):
+        assert extract_url_instagram("https://www.github.com/johndoe/") == []
+
+
+# -- extract_url_tiktok regression ------------------------------------------
+
+
+class TestExtractUrlTiktokRegression:
+    def test_non_tiktok_url_not_matched(self):
+        assert extract_url_tiktok("https://www.example.com/@johndoe/") == []
+
+    def test_github_url_not_matched_by_tiktok(self):
+        assert extract_url_tiktok("https://www.github.com/@johndoe/") == []
+
+
+# -- extract_url_githubio ----------------------------------------------------
+
+
+class TestExtractUrlGithubio:
+    def test_githubio_url(self):
+        text = "https://johndoe.github.io"
+        result = extract_url_githubio(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "github"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_githubio(self):
+        assert extract_url_githubio("https://example.com") == []
+
+
+# -- extract_github (fuzzy text) ---------------------------------------------
+
+
+class TestExtractGithub:
+    def test_github_mention(self):
+        result = extract_github("github: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+    def test_github_colon_space(self):
+        result = extract_github("github: johndoe")
+        found_params = [r["param"] for r in result]
+        assert "johndoe" in found_params
+
+
+# -- extract_tiktok (fuzzy text) ---------------------------------------------
+
+
+class TestExtractTiktok:
+    def test_tiktok_mention(self):
+        result = extract_tiktok("tiktok: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# -- extract_twitter (fuzzy text) --------------------------------------------
+
+
+class TestExtractTwitter:
+    def test_twitter_mention(self):
+        result = extract_twitter("twitter: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# -- extract_instagram (fuzzy text) ------------------------------------------
+
+
+class TestExtractInstagram:
+    def test_instagram_mention(self):
+        result = extract_instagram("instagram: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# -- extract_linkedin (fuzzy text) -------------------------------------------
+
+
+class TestExtractLinkedin:
+    def test_linkedin_mention(self):
+        result = extract_linkedin("linkedin: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# -- analize_rrss ------------------------------------------------------------
+
+
+class TestAnalizeRrss:
+    def test_combines_all_extractors(self):
+        text = "#osint @user1 https://www.github.com/testuser/"
+        result = analize_rrss(text)
+        assert "hashtags" in result
+        assert "mentions" in result
+        assert "url" in result
+        assert "email" in result
+        assert "tasks" in result
+        assert "osint" in result["hashtags"]
+
+    def test_empty_text(self):
+        result = analize_rrss("")
+        assert result["hashtags"] == []
+        assert result["email"] == []
+
+    def test_with_linkedin_url(self):
+        text = "check https://www.linkedin.com/in/johndoe/"
+        result = analize_rrss(text)
+        task_modules = [t["module"] for t in result["tasks"]]
+        assert "linkedin" in task_modules
+
+
+# -- name_match --------------------------------------------------------------
+
+
+class TestNameMatch:
+    def test_two_names_both_present(self):
+        assert name_match(["John", "Doe"], "John Doe is here") is True
+
+    def test_two_names_one_present(self):
+        # With min_matching = max(1, 2-1) = 1, one match suffices
+        assert name_match(["John", "Doe"], "John is here") is True
+
+    def test_three_names_two_present(self):
+        assert name_match(["John", "Michael", "Doe"], "John Doe is here") is True
+
+    def test_three_names_one_present(self):
+        assert name_match(["John", "Michael", "Doe"], "John is here") is False
+
+    def test_no_match(self):
+        assert name_match(["Alice", "Bob"], "Charlie is here") is False
+
+    def test_single_name_present(self):
+        """H16 regression: single-name list where the name IS present.
+        With ``min_matching = max(1, len(names) - 1)`` a 1-element list
+        requires 1 match, so this should be True."""
+        assert name_match(["John"], "John is here") is True
+
+    def test_single_name_absent(self):
+        """Single name not in the text should be False."""
+        assert name_match(["John"], "Alice is here") is False
+
+    def test_single_name_not_always_true(self):
+        """H16 bug: old code used ``max(1, 0)`` = 1 but matched 0 names
+        against min_matching=1, so it returned False — which was correct
+        by accident. The real bug was 2-name lists where 0 matches still
+        returned True. Verify single-name unrelated text is False."""
+        assert name_match(["Xyz"], "unrelated text") is False
+
+
+# -- location_geo ------------------------------------------------------------
+
+
+class TestLocationGeo:
+    @patch("factories.iKy_functions.Nominatim")
+    def test_valid_location(self, mock_nominatim_cls):
+        """A successful geocode returns a dict with expected keys."""
+        mock_geo = MagicMock()
+        mock_location = MagicMock()
+        mock_location.raw = {
+            "display_name": "Buenos Aires, Argentina",
+            "class": "place",
+        }
+        mock_location.latitude = -34.6037
+        mock_location.longitude = -58.3816
+        mock_location.address = "Buenos Aires, Argentina"
+        mock_geo.geocode.return_value = mock_location
+        mock_nominatim_cls.return_value = mock_geo
+
+        result = location_geo("Buenos Aires")
+        assert result["Latitude"] == -34.6037
+        assert result["Longitude"] == -58.3816
+        assert result["Caption"] == "Buenos Aires, Argentina"
+        assert result["Name"] == "Buenos Aires, Argentina"
+        assert result["Accessibility"] == "place"
+        assert result["Time"] == ""
+
+    @patch("factories.iKy_functions.Nominatim")
+    def test_valid_location_with_time(self, mock_nominatim_cls):
+        """Time parameter is forwarded into the result dict."""
+        mock_geo = MagicMock()
+        mock_location = MagicMock()
+        mock_location.raw = {
+            "display_name": "NYC",
+            "class": "city",
+        }
+        mock_location.latitude = 40.7128
+        mock_location.longitude = -74.006
+        mock_location.address = "New York"
+        mock_geo.geocode.return_value = mock_location
+        mock_nominatim_cls.return_value = mock_geo
+
+        result = location_geo("New York", time="2024-01-01")
+        assert result["Time"] == "2024-01-01"
+
+    @patch("factories.iKy_functions.Nominatim")
+    def test_empty_location_returns_false(self, mock_nominatim_cls):
+        """When geocode returns None (no result), function returns False."""
+        mock_geo = MagicMock()
+        mock_geo.geocode.return_value = None
+        mock_nominatim_cls.return_value = mock_geo
+
+        assert location_geo("") is False
+
+    @patch("factories.iKy_functions.Nominatim")
+    def test_none_location_returns_false(self, mock_nominatim_cls):
+        """Passing None as location — geocode may raise or return None."""
+        mock_geo = MagicMock()
+        mock_geo.geocode.return_value = None
+        mock_nominatim_cls.return_value = mock_geo
+
+        assert location_geo(None) is False
+
+    @patch("factories.iKy_functions.Nominatim")
+    def test_geocoding_exception_returns_false(self, mock_nominatim_cls):
+        """Network/service errors are caught; function returns False."""
+        mock_geo = MagicMock()
+        mock_geo.geocode.side_effect = Exception("timeout")
+        mock_nominatim_cls.return_value = mock_geo
+
+        assert location_geo("Atlantis") is False
+
+
+# -- simple_analysis ---------------------------------------------------------
+
+
+class TestSimpleAnalysis:
+    def test_twitter_url_extraction(self):
+        data = [
+            "John Doe (@johndoe) | Twitter",
+            "https://twitter.com/johndoe",
+            "Some description",
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "johndoe", data, output)
+        usernames = [u["usernames"] for u in result.get("usernames", [])]
+        assert "johndoe" in usernames
+
+    def test_github_url_extraction(self):
+        data = [
+            "johndoe (John Doe) \u00b7 GitHub",
+            "https://github.com/johndoe",
+            "Some repos",
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "johndoe", data, output)
+        usernames = [u["usernames"] for u in result.get("usernames", [])]
+        assert "johndoe" in usernames
+
+    def test_instagram_url_extraction(self):
+        data = [
+            "John Doe (@johndoe) Instagram profile",
+            "https://www.instagram.com/johndoe/",
+            "Photos",
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "johndoe", data, output)
+        usernames = [u["usernames"] for u in result.get("usernames", [])]
+        assert "johndoe" in usernames
+
+    def test_no_social_match(self):
+        data = ["Random Page", "https://example.com/page", "Nothing interesting"]
+        output = {}
+        result = simple_analysis("google", "search", "testuser", data, output)
+        assert result.get("usernames", []) == []
+
+    def test_accumulates_output(self):
+        """simple_analysis should add to existing output, not replace."""
+        existing = {
+            "usernames": [
+                {"source": "prev", "type": "x", "usernames": "old", "rrss": "test"}
+            ]
+        }
+        data = ["Title", "https://twitter.com/newuser", "Desc"]
+        result = simple_analysis("bing", "search", "newuser", data, existing)
+        assert len(result["usernames"]) == 2
+
+
+# -- deep_analysis -----------------------------------------------------------
+
+
+class TestDeepAnalysis:
+    def test_username_in_url_adds_to_search(self):
+        data = [
+            "John Doe Profile",
+            "https://example.com/johndoe/profile",
+            "A description",
+        ]
+        output = {}
+        result = deep_analysis(["John", "Doe"], ["johndoe"], "google", data, output)
+        assert len(result["search"]) == 1
+        assert result["search"][0]["link"] == "google"
+
+    def test_name_in_title_adds_to_search(self):
+        data = [
+            "John Doe - Developer",
+            "https://example.com/some-page",
+            "A description",
+        ]
+        output = {}
+        result = deep_analysis(["John", "Doe"], ["otheruser"], "bing", data, output)
+        assert len(result["search"]) == 1
+
+    def test_no_match_empty_search(self):
+        data = [
+            "Unrelated Page",
+            "https://example.com/page",
+            "Nothing about the person",
+        ]
+        output = {}
+        result = deep_analysis(
+            ["Alice", "Smith"], ["alicesmith"], "yahoo", data, output
+        )
+        assert result["search"] == []
+
+    def test_rawresult_always_added(self):
+        data = ["Title", "https://url.com", "Desc"]
+        output = {}
+        result = deep_analysis(["X"], ["y"], "google", data, output)
+        assert len(result["rawresult"]) == 1
+
+    def test_searcher_icon_mapping(self):
+        data = ["T", "https://u.com/johndoe", "D"]
+        for searcher, expected_icon in [
+            ("google", "fab fa-google"),
+            ("yahoo", "fab fa-yahoo"),
+            ("bing", "fab fa-windows"),
+            ("duckduckgo", "fas fa-kiwi-bird"),
+        ]:
+            output = {}
+            result = deep_analysis(["John"], ["johndoe"], searcher, data, output)
+            assert result["rawresult"][0]["icon"] == expected_icon
diff --git a/docker-compose.yml b/docker-compose.yml
index 2bf81edb..9e05d489 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -5,12 +5,25 @@ services:
             dockerfile: ./install/docker/frontend/Dockerfile
         ports:
             - "4200:4200"
+    frontend-next:
+        build:
+            context: .
+            dockerfile: ./install/docker/frontend-next/Dockerfile
+            args:
+                VITE_API_URL: http://backend:5000
+                VITE_WS_URL: ws://backend:5000
+        ports:
+            - "5173:5173"
+        depends_on:
+            - backend
     backend:
         build:
             context: .
             dockerfile: ./install/docker/backend/Dockerfile
         ports:
             - "5000:5000"
+        environment:
+            - CORS_ORIGINS=http://localhost:4200,http://localhost:5173,http://frontend:4200,http://frontend-next:5173
         links:
             - "redis:redis"
     redis:
diff --git a/docs/plans/2026-02-24-unit-tests-design.md b/docs/plans/2026-02-24-unit-tests-design.md
new file mode 100644
index 00000000..342a3cc1
--- /dev/null
+++ b/docs/plans/2026-02-24-unit-tests-design.md
@@ -0,0 +1,54 @@
+# Unit Tests for iKy Python Backend
+
+**Date:** 2026-02-24
+**Status:** Approved
+
+## Goal
+
+Add unit tests to the Python backend, runnable inside the Docker container via `just test`.
+
+## Approach
+
+Approach B: proper pytest with fixtures. Tests run inside the existing backend container (which has Redis available), using `docker compose exec`.
+
+## Files to Create/Modify
+
+| File | Action |
+|------|--------|
+| `requirements.txt` | Add `pytest` |
+| `backend/pyproject.toml` | pytest config (testpaths, pythonpath) |
+| `backend/tests/__init__.py` | Empty package marker |
+| `backend/tests/conftest.py` | Flask test client fixture, Celery send_task mock |
+| `backend/tests/test_iky_functions.py` | Tests for all pure functions in iKy_functions.py |
+| `backend/tests/test_api.py` | Tests for API endpoints (mock Celery dispatch) |
+| `backend/tests/test_github_tasks.py` | Tests for p_github processing (mock HTTP) |
+| `justfile` | Add `test` recipe |
+
+## Fixtures (conftest.py)
+
+- **`app`** - Flask app via `create_application()`, `TESTING=True`
+- **`client`** - Flask test client
+- **`mock_celery_send`** - Patches `celery.send_task` returning mock AsyncResult
+
+## Test Coverage
+
+### test_iky_functions.py (~40 cases)
+
+All pure functions: `extract_hashtags`, `extract_mentions`, `extract_url`, `extract_mails`, `extract_url_*`, `extract_*`, `analize_rrss`, `name_match`, `simple_analysis`, `deep_analysis`.
+
+### test_api.py (~10 cases)
+
+Representative POST endpoints verify correct Celery task dispatch and response shape. GET endpoints (`/tasklist`, `/testing`).
+
+### test_github_tasks.py (~5 cases)
+
+Mock `requests.get` with fixture JSON. Test `p_github` output structure, email extraction, error handling, validation flag.
+
+## Running
+
+```
+just test              # all tests
+just test -k functions # filter by keyword
+```
+
+Maps to: `docker compose exec backend pytest -v`
diff --git a/docs/plans/2026-02-24-unit-tests-plan.md b/docs/plans/2026-02-24-unit-tests-plan.md
new file mode 100644
index 00000000..10e81ece
--- /dev/null
+++ b/docs/plans/2026-02-24-unit-tests-plan.md
@@ -0,0 +1,917 @@
+# Unit Tests Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** Add pytest-based unit tests to the iKy Python backend, runnable inside the Docker container with `just test`.
+
+**Architecture:** Tests live in `backend/tests/`, use pytest fixtures for Flask test client and Celery mocks. The `just test` recipe runs `docker compose exec backend pytest -v` inside the already-running backend container (which has Redis available). No new containers.
+
+**Tech Stack:** pytest, Flask test client, `unittest.mock`
+
+---
+
+### Task 1: Add pytest dependency and config
+
+**Files:**
+- Modify: `requirements.txt` (add pytest at end)
+- Create: `backend/pyproject.toml` (pytest config)
+
+**Step 1: Add pytest to requirements.txt**
+
+Add this line at the end of `requirements.txt`:
+
+```
+pytest==8.3.5
+```
+
+**Step 2: Create backend/pyproject.toml**
+
+Create `backend/pyproject.toml` with:
+
+```toml
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["."]
+```
+
+`pythonpath = ["."]` ensures imports like `from factories.iKy_functions import ...` resolve from `/app` (the WORKDIR in the container where backend code lives).
+
+**Step 3: Commit**
+
+```bash
+git add requirements.txt backend/pyproject.toml
+git commit -m "feat: add pytest dependency and config"
+```
+
+---
+
+### Task 2: Create test scaffolding and justfile recipe
+
+**Files:**
+- Create: `backend/tests/__init__.py`
+- Create: `backend/tests/conftest.py`
+- Modify: `justfile` (add test recipe)
+
+**Step 1: Create backend/tests/__init__.py**
+
+Empty file (package marker).
+
+**Step 2: Create backend/tests/conftest.py**
+
+```python
+import pytest
+from unittest.mock import MagicMock, patch
+from factories.application import create_application
+
+
+@pytest.fixture
+def app():
+    application = create_application()
+    application.config["TESTING"] = True
+    yield application
+
+
+@pytest.fixture
+def client(app):
+    return app.test_client()
+
+
+@pytest.fixture
+def mock_celery_send(app):
+    """Mock celery.send_task so no real tasks are dispatched."""
+    mock_result = MagicMock()
+    mock_result.task_id = "fake-task-id-1234"
+
+    with patch("api.create_celery") as mock_create:
+        mock_celery = MagicMock()
+        mock_celery.send_task.return_value = mock_result
+        mock_create.return_value = mock_celery
+        yield mock_celery
+```
+
+Key details:
+- `api.py` imports `create_celery` from `factories._celery` and calls it per-request in each endpoint. We patch `api.create_celery` to intercept at the call site.
+- The mock returns a `MagicMock` with `.task_id` set so `jsonify` can serialize it.
+
+**Step 3: Add test recipe to justfile**
+
+Add after the existing `fmt` recipe:
+
+```just
+# Run backend tests inside the container
+test *args:
+    docker compose exec backend pytest -v {{ args }}
+```
+
+The `*args` lets users pass extra flags: `just test -k functions`, `just test --tb=short`, etc.
+
+**Step 4: Commit**
+
+```bash
+git add backend/tests/__init__.py backend/tests/conftest.py justfile
+git commit -m "feat: add test scaffolding with conftest fixtures and just test recipe"
+```
+
+---
+
+### Task 3: Write tests for iKy_functions.py pure functions
+
+**Files:**
+- Create: `backend/tests/test_iky_functions.py`
+- Test: `pytest tests/test_iky_functions.py -v`
+
+**Reference:** `backend/factories/iKy_functions.py` - all functions are pure (no side effects) except `location_geo` (calls Nominatim API, skip it).
+
+**Step 1: Write test_iky_functions.py**
+
+```python
+"""Tests for backend/factories/iKy_functions.py - pure extraction functions."""
+
+from factories.iKy_functions import (
+    extract_hashtags,
+    extract_mentions,
+    extract_url,
+    extract_mails,
+    extract_url_linkedin,
+    extract_url_instagram,
+    extract_url_twitter,
+    extract_url_tiktok,
+    extract_url_github,
+    extract_url_githubio,
+    extract_github,
+    extract_tiktok,
+    extract_twitter,
+    extract_instagram,
+    extract_linkedin,
+    analize_rrss,
+    name_match,
+    simple_analysis,
+    deep_analysis,
+)
+
+
+# ── extract_hashtags ──────────────────────────────────────────────
+
+class TestExtractHashtags:
+    def test_single_hashtag(self):
+        assert extract_hashtags("hello #world") == ["world"]
+
+    def test_multiple_hashtags(self):
+        assert extract_hashtags("#foo #bar #baz") == ["foo", "bar", "baz"]
+
+    def test_no_hashtags(self):
+        assert extract_hashtags("no hashtags here") == []
+
+    def test_hashtag_with_underscores(self):
+        assert extract_hashtags("#hello_world") == ["hello_world"]
+
+    def test_empty_string(self):
+        assert extract_hashtags("") == []
+
+
+# ── extract_mentions ──────────────────────────────────────────────
+
+class TestExtractMentions:
+    def test_single_mention(self):
+        result = extract_mentions("hello @user1")
+        assert "user1" in result
+
+    def test_multiple_mentions(self):
+        result = extract_mentions("@alice and @bob")
+        assert "alice" in result
+        assert "bob" in result
+
+    def test_no_mentions(self):
+        # May return empty strings from regex edge cases
+        result = [m for m in extract_mentions("no mentions") if m]
+        assert result == []
+
+    def test_empty_string(self):
+        result = [m for m in extract_mentions("") if m]
+        assert result == []
+
+
+# ── extract_url ───────────────────────────────────────────────────
+
+class TestExtractUrl:
+    def test_https_url(self):
+        result = extract_url("visit https://example.com today")
+        assert len(result) == 1
+        assert "example.com" in result[0]["url"]
+
+    def test_http_url(self):
+        result = extract_url("visit http://example.com today")
+        assert len(result) == 1
+
+    def test_no_urls(self):
+        assert extract_url("no urls here") == []
+
+    def test_url_with_path(self):
+        result = extract_url("check https://github.com/user/repo out")
+        assert len(result) == 1
+        assert "github.com/user/repo" in result[0]["url"]
+
+
+# ── extract_mails ─────────────────────────────────────────────────
+
+class TestExtractMails:
+    def test_valid_email(self):
+        result = extract_mails("user@example.com")
+        assert len(result) == 1
+        assert result[0]["email"] == "user@example.com"
+
+    def test_no_email(self):
+        assert extract_mails("not an email") == []
+
+    def test_empty_string(self):
+        assert extract_mails("") == []
+
+
+# ── extract_url_linkedin ─────────────────────────────────────────
+
+class TestExtractUrlLinkedin:
+    def test_linkedin_url(self):
+        text = "https://www.linkedin.com/in/johndoe/"
+        result = extract_url_linkedin(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "linkedin"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_linkedin(self):
+        assert extract_url_linkedin("https://example.com") == []
+
+
+# ── extract_url_instagram ────────────────────────────────────────
+
+class TestExtractUrlInstagram:
+    def test_instagram_url(self):
+        text = "https://www.instagram.com/johndoe/"
+        result = extract_url_instagram(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "instagram"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_instagram(self):
+        assert extract_url_instagram("https://example.com") == []
+
+
+# ── extract_url_twitter ──────────────────────────────────────────
+
+class TestExtractUrlTwitter:
+    def test_twitter_url(self):
+        text = "https://www.twitter.com/johndoe/"
+        result = extract_url_twitter(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "twitter"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_twitter(self):
+        assert extract_url_twitter("https://example.com") == []
+
+
+# ── extract_url_tiktok ───────────────────────────────────────────
+
+class TestExtractUrlTiktok:
+    def test_tiktok_url(self):
+        text = "https://www.tiktok.com/@johndoe/"
+        result = extract_url_tiktok(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "tiktok"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_tiktok(self):
+        assert extract_url_tiktok("https://example.com") == []
+
+
+# ── extract_url_github ───────────────────────────────────────────
+
+class TestExtractUrlGithub:
+    def test_github_url(self):
+        text = "https://www.github.com/johndoe/"
+        result = extract_url_github(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "github"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_github(self):
+        assert extract_url_github("https://example.com") == []
+
+
+# ── extract_url_githubio ─────────────────────────────────────────
+
+class TestExtractUrlGithubio:
+    def test_githubio_url(self):
+        text = "https://johndoe.github.io"
+        result = extract_url_githubio(text)
+        assert len(result) == 1
+        assert result[0]["module"] == "github"
+        assert result[0]["param"] == "johndoe"
+
+    def test_no_githubio(self):
+        assert extract_url_githubio("https://example.com") == []
+
+
+# ── extract_github (fuzzy text) ──────────────────────────────────
+
+class TestExtractGithub:
+    def test_github_mention(self):
+        result = extract_github("github: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+    def test_github_colon_space(self):
+        result = extract_github("github: johndoe")
+        found_params = [r["param"] for r in result]
+        assert "johndoe" in found_params
+
+
+# ── extract_tiktok (fuzzy text) ──────────────────────────────────
+
+class TestExtractTiktok:
+    def test_tiktok_mention(self):
+        result = extract_tiktok("tiktok: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# ── extract_twitter (fuzzy text) ─────────────────────────────────
+
+class TestExtractTwitter:
+    def test_twitter_mention(self):
+        result = extract_twitter("twitter: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# ── extract_instagram (fuzzy text) ───────────────────────────────
+
+class TestExtractInstagram:
+    def test_instagram_mention(self):
+        result = extract_instagram("instagram: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# ── extract_linkedin (fuzzy text) ────────────────────────────────
+
+class TestExtractLinkedin:
+    def test_linkedin_mention(self):
+        result = extract_linkedin("linkedin: @myuser")
+        found_params = [r["param"] for r in result]
+        assert "myuser" in found_params
+
+
+# ── analize_rrss ─────────────────────────────────────────────────
+
+class TestAnalizeRrss:
+    def test_combines_all_extractors(self):
+        text = "#osint @user1 https://www.github.com/testuser/"
+        result = analize_rrss(text)
+        assert "hashtags" in result
+        assert "mentions" in result
+        assert "url" in result
+        assert "email" in result
+        assert "tasks" in result
+        assert "osint" in result["hashtags"]
+
+    def test_empty_text(self):
+        result = analize_rrss("")
+        assert result["hashtags"] == []
+        assert result["email"] == []
+
+    def test_with_linkedin_url(self):
+        text = "check https://www.linkedin.com/in/johndoe/"
+        result = analize_rrss(text)
+        task_modules = [t["module"] for t in result["tasks"]]
+        assert "linkedin" in task_modules
+
+
+# ── name_match ────────────────────────────────────────────────────
+
+class TestNameMatch:
+    def test_two_names_both_present(self):
+        assert name_match(["John", "Doe"], "John Doe is here") is True
+
+    def test_two_names_one_present(self):
+        # With 2 names, min_matching=2, so both must match
+        assert name_match(["John", "Doe"], "John is here") is False
+
+    def test_three_names_two_present(self):
+        # With 3 names, min_matching=2, so 2 of 3 must match
+        assert name_match(["John", "Michael", "Doe"],
+                          "John Doe is here") is True
+
+    def test_three_names_one_present(self):
+        assert name_match(["John", "Michael", "Doe"],
+                          "John is here") is False
+
+    def test_no_match(self):
+        assert name_match(["Alice", "Bob"], "Charlie is here") is False
+
+
+# ── simple_analysis ───────────────────────────────────────────────
+
+class TestSimpleAnalysis:
+    def test_twitter_url_extraction(self):
+        data = [
+            "John Doe (@johndoe) | Twitter",
+            "https://twitter.com/johndoe",
+            "Some description"
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "johndoe", data, output)
+        usernames = [u["usernames"] for u in result.get("usernames", [])]
+        assert "johndoe" in usernames
+
+    def test_github_url_extraction(self):
+        data = [
+            "johndoe (John Doe) \u00b7 GitHub",
+            "https://github.com/johndoe",
+            "Some repos"
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "johndoe", data, output)
+        usernames = [u["usernames"] for u in result.get("usernames", [])]
+        assert "johndoe" in usernames
+
+    def test_instagram_url_extraction(self):
+        data = [
+            "John Doe (@johndoe) Instagram profile",
+            "https://www.instagram.com/johndoe/",
+            "Photos"
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "johndoe", data, output)
+        usernames = [u["usernames"] for u in result.get("usernames", [])]
+        assert "johndoe" in usernames
+
+    def test_no_social_match(self):
+        data = [
+            "Random Page",
+            "https://example.com/page",
+            "Nothing interesting"
+        ]
+        output = {}
+        result = simple_analysis("google", "search", "testuser", data, output)
+        assert result.get("usernames", []) == []
+
+    def test_accumulates_output(self):
+        """simple_analysis should add to existing output, not replace."""
+        existing = {"usernames": [{"source": "prev", "type": "x",
+                                   "usernames": "old", "rrss": "test"}]}
+        data = [
+            "Title",
+            "https://twitter.com/newuser",
+            "Desc"
+        ]
+        result = simple_analysis("bing", "search", "newuser", data, existing)
+        assert len(result["usernames"]) == 2
+
+
+# ── deep_analysis ─────────────────────────────────────────────────
+
+class TestDeepAnalysis:
+    def test_username_in_url_adds_to_search(self):
+        data = [
+            "John Doe Profile",
+            "https://example.com/johndoe/profile",
+            "A description"
+        ]
+        output = {}
+        result = deep_analysis(
+            ["John", "Doe"], ["johndoe"], "google", data, output
+        )
+        assert len(result["search"]) == 1
+        assert result["search"][0]["link"] == "google"
+
+    def test_name_in_title_adds_to_search(self):
+        data = [
+            "John Doe - Developer",
+            "https://example.com/some-page",
+            "A description"
+        ]
+        output = {}
+        result = deep_analysis(
+            ["John", "Doe"], ["otheruser"], "bing", data, output
+        )
+        assert len(result["search"]) == 1
+
+    def test_no_match_empty_search(self):
+        data = [
+            "Unrelated Page",
+            "https://example.com/page",
+            "Nothing about the person"
+        ]
+        output = {}
+        result = deep_analysis(
+            ["Alice", "Smith"], ["alicesmith"], "yahoo", data, output
+        )
+        assert result["search"] == []
+
+    def test_rawresult_always_added(self):
+        data = ["Title", "https://url.com", "Desc"]
+        output = {}
+        result = deep_analysis(["X"], ["y"], "google", data, output)
+        assert len(result["rawresult"]) == 1
+
+    def test_searcher_icon_mapping(self):
+        data = ["T", "https://u.com/johndoe", "D"]
+        for searcher, expected_icon in [
+            ("google", "fab fa-google"),
+            ("yahoo", "fab fa-yahoo"),
+            ("bing", "fab fa-windows"),
+            ("duckduckgo", "fas fa-kiwi-bird"),
+        ]:
+            output = {}
+            result = deep_analysis(
+                ["John"], ["johndoe"], searcher, data, output
+            )
+            assert result["rawresult"][0]["icon"] == expected_icon
+```
+
+**Step 2: Run tests inside container**
+
+Run: `docker compose exec backend pytest tests/test_iky_functions.py -v`
+Expected: All tests PASS. These are pure functions with no external dependencies.
+
+**Step 3: Commit**
+
+```bash
+git add backend/tests/test_iky_functions.py
+git commit -m "test: add unit tests for iKy_functions.py pure extraction functions"
+```
+
+---
+
+### Task 4: Write tests for Flask API endpoints
+
+**Files:**
+- Create: `backend/tests/test_api.py`
+- Test: `pytest tests/test_api.py -v`
+
+**Reference:** `backend/api.py` - all POST endpoints extract `username`/`from` from JSON, call `celery.send_task(...)`, return `jsonify(module=..., task=..., param=..., from_m=...)`.
+
+**Step 1: Write test_api.py**
+
+```python
+"""Tests for backend/api.py - Flask API endpoints with mocked Celery dispatch."""
+
+import json
+
+
+class TestTasklistEndpoint:
+    def test_tasklist_returns_modules(self, client):
+        resp = client.get("/tasklist")
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert "modules" in data
+        assert isinstance(data["modules"], list)
+        # Should contain known routes
+        assert "github" in data["modules"]
+
+
+class TestTestingEndpoint:
+    def test_testing_echoes_json(self, client):
+        payload = {"key": "value", "num": 42}
+        resp = client.post(
+            "/testing",
+            data=json.dumps(payload),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        assert resp.get_json() == payload
+
+
+class TestModuleEndpoints:
+    """Test that POST module endpoints dispatch Celery tasks correctly."""
+
+    SIMPLE_MODULES = [
+        ("github", "modules.github.github_tasks.t_github"),
+        ("twitter", "modules.twitter.twitter_tasks.t_twitter"),
+        ("linkedin", "modules.linkedin.linkedin_tasks.t_linkedin"),
+        ("keybase", "modules.keybase.keybase_tasks.t_keybase"),
+        ("search", "modules.search.search_tasks.t_search"),
+        ("reddit", "modules.reddit.reddit_tasks.t_reddit"),
+        ("gitlab", "modules.gitlab.gitlab_tasks.t_gitlab"),
+        ("mastodon", "modules.mastodon.mastodon_tasks.t_mastodon"),
+        ("holehe", "modules.holehe.holehe_tasks.t_holehe"),
+        ("sherlock", "modules.sherlock.sherlock_tasks.t_sherlock"),
+    ]
+
+    def test_module_dispatches_celery_task(self, client, mock_celery_send):
+        """Each module endpoint should call celery.send_task with the right path."""
+        for route, expected_task in self.SIMPLE_MODULES:
+            mock_celery_send.send_task.reset_mock()
+            resp = client.post(
+                f"/{route}",
+                data=json.dumps({"username": "testuser", "from": "Initial"}),
+                content_type="application/json",
+            )
+            assert resp.status_code == 200, f"/{route} returned {resp.status_code}"
+            data = resp.get_json()
+            assert data["module"] == route, f"/{route} wrong module"
+            assert data["task"] == "fake-task-id-1234"
+            assert data["param"] == "testuser"
+            mock_celery_send.send_task.assert_called_once()
+            call_args = mock_celery_send.send_task.call_args
+            assert call_args[0][0] == expected_task, (
+                f"/{route} dispatched wrong task: {call_args[0][0]}"
+            )
+
+    def test_endpoint_with_empty_username(self, client, mock_celery_send):
+        """Endpoints should handle missing username gracefully (empty string default)."""
+        resp = client.post(
+            "/github",
+            data=json.dumps({"from": "Initial"}),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert data["param"] == ""
+
+    def test_spotify_extra_params(self, client, mock_celery_send):
+        """Spotify endpoint accepts extra 'proc' parameter."""
+        resp = client.post(
+            "/spotify",
+            data=json.dumps({
+                "username": "testuser",
+                "from": "Initial",
+                "proc": 2,
+            }),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert data["module"] == "spotify"
+        call_args = mock_celery_send.send_task.call_args
+        assert call_args[0][0] == "modules.spotify.spotify_tasks.t_spotify"
+        # Spotify passes (username, from_m, proc)
+        assert call_args[1]["args"] == ("testuser", "Initial", 2)
+
+    def test_dorks_extra_params(self, client, mock_celery_send):
+        """Dorks endpoint accepts extra 'dorks' parameter."""
+        resp = client.post(
+            "/dorks",
+            data=json.dumps({
+                "username": "testuser",
+                "dorks": "site:example.com",
+                "from": "Initial",
+            }),
+            content_type="application/json",
+        )
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert data["module"] == "dorks"
+
+
+class TestStateAndResultEndpoints:
+    def test_state_endpoint(self, client, mock_celery_send):
+        """GET /state/<id>/<app> should return state info."""
+        mock_celery_send.AsyncResult.return_value.state = "PENDING"
+        resp = client.get("/state/fake-id/github")
+        assert resp.status_code == 200
+        data = resp.get_json()
+        assert "state" in data
+        assert data["task_id"] == "fake-id"
+        assert data["task_app"] == "github"
+
+    def test_apikey_get(self, client, tmp_path, monkeypatch):
+        """GET-style POST to /apikey (no body) reads existing keys."""
+        # This calls api_keys_read() which reads from CWD/factories/apikeys.json
+        # We test that the endpoint doesn't crash; actual key content depends on file
+        resp = client.post(
+            "/apikey",
+            content_type="application/json",
+        )
+        # May fail if apikeys.json doesn't exist in test env - that's OK,
+        # we're testing the route exists and handles the request
+        assert resp.status_code in (200, 500)
+```
+
+**Step 2: Run tests**
+
+Run: `docker compose exec backend pytest tests/test_api.py -v`
+Expected: All tests PASS. The mock_celery_send fixture intercepts all Celery calls.
+
+**Step 3: Commit**
+
+```bash
+git add backend/tests/test_api.py
+git commit -m "test: add API endpoint tests with mocked Celery dispatch"
+```
+
+---
+
+### Task 5: Write tests for github module processor
+
+**Files:**
+- Create: `backend/tests/test_github_tasks.py`
+- Test: `pytest tests/test_github_tasks.py -v`
+
+**Reference:** `backend/modules/github/github_tasks.py` - `p_github()` calls GitHub API, parses JSON, builds structured output.
+
+**Step 1: Write test_github_tasks.py**
+
+```python
+"""Tests for backend/modules/github/github_tasks.py - p_github processor."""
+
+import json
+from unittest.mock import patch, MagicMock
+import pytest
+
+
+# Fixture: minimal GitHub API user response
+GITHUB_USER_RESPONSE = {
+    "login": "testuser",
+    "id": 12345,
+    "name": "Test User",
+    "email": "test@example.com",
+    "company": "TestCorp",
+    "blog": "https://testuser.dev",
+    "location": "Buenos Aires, Argentina",
+    "bio": "Developer. github: @testuser",
+    "twitter_username": "testuser_tw",
+    "public_repos": 42,
+    "public_gists": 5,
+    "followers": 100,
+    "following": 50,
+    "avatar_url": "https://avatars.githubusercontent.com/u/12345",
+    "created_at": "2020-01-15T10:30:00Z",
+    "updated_at": "2024-06-01T14:00:00Z",
+    "type": "User",
+}
+
+# Minimal HTML for the contribution graph page
+GITHUB_HTML_RESPONSE = """
+<html><body>
+<div class="graph-before-activity-overview">
+<span style="width: 11px">contrib</span>
+</div>
+</body></html>
+"""
+
+GITHUB_NOT_FOUND = {"message": "Not Found"}
+
+
+@pytest.fixture
+def mock_github_api():
+    """Mock requests.get for GitHub API and HTML scraping."""
+    with patch("modules.github.github_tasks.requests") as mock_requests:
+        api_response = MagicMock()
+        api_response.json.return_value = GITHUB_USER_RESPONSE.copy()
+        api_response.text = json.dumps(GITHUB_USER_RESPONSE)
+
+        html_response = MagicMock()
+        html_response.content = GITHUB_HTML_RESPONSE.encode()
+
+        def side_effect(url, *args, **kwargs):
+            if "api.github.com" in url:
+                return api_response
+            return html_response
+
+        mock_requests.get.side_effect = side_effect
+        yield mock_requests
+
+
+@pytest.fixture
+def mock_github_not_found():
+    """Mock requests.get to return 'Not Found'."""
+    with patch("modules.github.github_tasks.requests") as mock_requests:
+        response = MagicMock()
+        response.json.return_value = GITHUB_NOT_FOUND.copy()
+        response.text = json.dumps(GITHUB_NOT_FOUND)
+        mock_requests.get.return_value = response
+        yield mock_requests
+
+
+@pytest.fixture
+def mock_location_geo():
+    """Mock location_geo to avoid real geocoding calls."""
+    with patch("modules.github.github_tasks.location_geo") as mock_geo:
+        mock_geo.return_value = {
+            "Caption": "Buenos Aires, Argentina",
+            "Accessability": "place",
+            "Latitude": -34.6037,
+            "Longitude": -58.3816,
+            "Name": "Buenos Aires",
+            "Time": "",
+        }
+        yield mock_geo
+
+
+class TestPGithub:
+    def test_basic_output_structure(self, mock_github_api, mock_location_geo):
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser", "Initial")
+
+        # Result is a list of dicts
+        assert isinstance(result, list)
+        # First items are module metadata
+        modules = [list(item.keys())[0] for item in result if isinstance(item, dict)]
+        assert "module" in modules
+        assert "param" in modules
+        assert "validation" in modules
+        assert "graphic" in modules
+        assert "profile" in modules
+        assert "timeline" in modules
+
+    def test_validation_initial(self, mock_github_api, mock_location_geo):
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser", "Initial")
+        validation = next(
+            item["validation"] for item in result if "validation" in item
+        )
+        assert validation == "no"
+
+    def test_validation_non_initial(self, mock_github_api, mock_location_geo):
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser", "github")
+        validation = next(
+            item["validation"] for item in result if "validation" in item
+        )
+        assert validation == "soft"
+
+    def test_not_found_raises(self, mock_github_not_found):
+        from modules.github.github_tasks import p_github
+
+        with pytest.raises(Exception, match="User not found"):
+            p_github("nonexistent_user")
+
+    def test_email_from_at_sign(self, mock_github_api, mock_location_geo):
+        """When input contains @, username is extracted from email prefix."""
+        from modules.github.github_tasks import p_github
+
+        result = p_github("testuser@example.com", "Initial")
+        param = next(item["param"] for item in result if "param" in item)
+        assert param == "testuser"
+```
+
+**Step 2: Run tests**
+
+Run: `docker compose exec backend pytest tests/test_github_tasks.py -v`
+Expected: All tests PASS. HTTP calls are mocked, no real API traffic.
+
+**Step 3: Commit**
+
+```bash
+git add backend/tests/test_github_tasks.py
+git commit -m "test: add github module processor tests with mocked HTTP"
+```
+
+---
+
+### Task 6: Rebuild container and verify full test suite
+
+**Step 1: Rebuild to install pytest in container**
+
+Run: `just rebuild`
+
+This rebuilds the Docker image with `pytest` now in `requirements.txt`.
+
+**Step 2: Run full test suite**
+
+Run: `just test`
+
+Expected output (approximately):
+
+```
+tests/test_iky_functions.py::TestExtractHashtags::test_single_hashtag PASSED
+tests/test_iky_functions.py::TestExtractHashtags::test_multiple_hashtags PASSED
+...
+tests/test_api.py::TestTasklistEndpoint::test_tasklist_returns_modules PASSED
+...
+tests/test_github_tasks.py::TestPGithub::test_basic_output_structure PASSED
+...
+
+===== ~55 passed =====
+```
+
+**Step 3: Fix any failures**
+
+If any tests fail, debug and fix. Common issues:
+- Import path mismatches (pyproject.toml pythonpath)
+- Mock patch targets (must match the import location, not the definition location)
+- Regex edge cases in extraction functions
+
+**Step 4: Final commit**
+
+```bash
+git add -A
+git commit -m "test: verify full test suite passes in container"
+```
+
+---
+
+## Summary of commands
+
+| Command | Purpose |
+|---------|---------|
+| `just test` | Run all tests in backend container |
+| `just test -k functions` | Run only iKy_functions tests |
+| `just test -k api` | Run only API tests |
+| `just test -k github` | Run only github module tests |
+| `just test --tb=short` | Shorter tracebacks |
+| `just test -x` | Stop on first failure |
diff --git a/docs/plans/2026-02-25-module-renderers-design.md b/docs/plans/2026-02-25-module-renderers-design.md
new file mode 100644
index 00000000..9b938229
--- /dev/null
+++ b/docs/plans/2026-02-25-module-renderers-design.md
@@ -0,0 +1,215 @@
+# Module-Specific Visualizations for frontend-next
+
+**Date:** 2026-02-25
+**Branch:** `frontend-next`
+**Status:** Approved
+
+## Problem
+
+All 28 modules in frontend-next use a generic `ResultCard` with Details/Table/Raw tabs.
+The original Angular frontend has rich, module-specific visualizations for ~20 modules.
+We need to bring each module to parity.
+
+## Architecture
+
+### Module Renderer Registry
+
+A `moduleRenderers` map keyed by module ID. `ResultCard` checks this map first; if a
+custom renderer exists, it renders that instead of the generic tabs. Custom renderers
+receive the parsed `ModuleResultRaw` and render a grid of visualization cards.
+
+```typescript
+const RENDERERS: Record<string, ComponentType<RendererProps>> = {
+  twitter:  TwitterRenderer,
+  github:   GithubRenderer,
+  holehe:   AccountCheckRenderer,
+  sherlock: AccountCheckRenderer,
+  // ...
+};
+```
+
+### New Shared Viz Components
+
+1. **Treemap** — Recharts treemap for profile stat breakdowns (Twitter/TikTok resume)
+2. **BubbleChart** — D3 circle-pack for skill/topic distributions (LinkedIn, Spotify, Reddit)
+3. **ContributionCalendar** — CSS grid heatmap (GitHub calendar, no raw HTML injection)
+4. **DonutChart** — `ModuleChart` with `variant="donut"` prop for doughnut charts
+
+### Module Renderer Grouping
+
+| Renderer | Modules | Visualizations |
+|----------|---------|----------------|
+| `SocialProfileRenderer` | twitter, instagram, tiktok, twitch, reddit, spotify, mastodon, keybase, venmo, linkedin | Force graph + module-specific charts |
+| `AccountCheckRenderer` | holehe, sherlock, socialscan | Force graph (found) + status list |
+| `SearchResultRenderer` | search, dorks | Social graph + word clouds + result lists |
+| `LeakRenderer` | leaks, leaklookup, darkpass, psbdmp | Graph/cloud + breach list |
+| `EnrichmentRenderer` | emailrep, fullcontact, peopledatalabs | Force graph(s) + cloud |
+| `GithubRenderer` | github | Force graph + contribution calendar |
+| `SimpleGraphRenderer` | gitlab, tinder, skype, ghostproject | Force graph only |
+
+### Data Parsing
+
+Each custom renderer parses `graphic[]` using known positional indices from the backend
+(e.g., Twitter `graphic[0].social`, `graphic[1].resume.children`). The `GraphicItem` type
+supports this via `[key: string]: unknown`.
+
+### Layout
+
+Responsive CSS grid of visualization cards per renderer. Cards have title headers + viz.
+Click-to-expand using Dialog component for full-size view.
+
+## Deferred
+
+- Comparison page (side-by-side Twitter period comparison)
+- Text scramble animation (FullContact bios)
+- 3D rotating word cloud (existing CSS word cloud covers same data)
+- Per-card help popovers
+
+## Module Visualization Map
+
+### Twitter (12 visualizations)
+- `graphic[0].social` — Force graph (profile info nodes)
+- `graphic[1].resume.children` — Treemap (following/followers/tweets/likes)
+- `graphic[2].popularity` — Donut chart (following vs followers ratio)
+- `graphic[3].approval` — Donut chart (tweets vs likes ratio)
+- `graphic[4].hashtag` — Word cloud (hashtags)
+- `graphic[5].users` — Force graph (mentioned users)
+- `graphic[6].tweetslist` — Line chart (retweets/likes/replies per tweet)
+- `graphic[7].week` — Bar chart (activity by weekday)
+- `graphic[8].hour` — Bar chart (activity by hour)
+- `graphic[9].sources` — Horizontal bar chart (tweet sources/devices)
+- `graphic[10].time` — Bar chart (tweets over time)
+- `graphic[11].twvsrt` — Pie chart (tweets vs retweets)
+
+### Instagram (11 visualizations)
+- `graphic[0].instagram` — Force graph (profile info)
+- `graphic[1].popularig` — Line chart (likes/comments per post)
+- `graphic[2].mediatype` — Donut chart (photo/video/carousel)
+- `graphic[3].hashtag` — Word cloud (hashtags)
+- `graphic[4].mention` — Word cloud (mentions)
+- `graphic[5].tagged` — Word cloud (tagged users)
+- `graphic[6].hour` — Bar chart (by hour)
+- `graphic[7].week` — Bar chart (by weekday)
+- `graphic[8].photos` — Force graph (post images as picture nodes)
+- `graphic[9].list` — List (posts with date/description/likes)
+- `graphic[10].location` — Map (geolocated posts)
+
+### TikTok (8 visualizations)
+- `graphic[0].tiktok` — Force graph (profile info)
+- `graphic[1].resume.children` — Treemap (following/followers/hearts/videos)
+- `graphic[2].posts` — Line chart (plays/likes/comments per video)
+- `graphic[3].hashtag` — Word cloud (hashtags)
+- `graphic[4].hour` — Bar chart (by hour)
+- `graphic[5].week` — Bar chart (by weekday)
+- `graphic[6].videos` — Force graph (video thumbnails as picture nodes)
+- `graphic[7].time` — Bar chart (videos over time)
+
+### Twitch (6 visualizations)
+- `graphic[0].twitch` — Force graph (profile info)
+- `graphic[1].duration` — Horizontal bar chart (video durations)
+- `graphic[2].hour` — Bar chart (by hour)
+- `graphic[3].week` — Bar chart (by weekday)
+- `graphic[4].list` — List (video titles/dates/descriptions)
+- `graphic[5].time` — Bar chart (streams over time)
+
+### Reddit (4 visualizations)
+- `graphic[0].reddit` — Force graph (profile info)
+- `graphic[1].bubble` — Bubble chart (subreddit topics)
+- `graphic[2].hour` — Bar chart (by hour)
+- `graphic[3].week` — Bar chart (by weekday)
+
+### Spotify (5 visualizations)
+- `graphic[0].spotify` — Force graph (profile info)
+- `graphic[1].playlists` — Horizontal bar chart (playlists by track count)
+- `graphic[2].lang` — Bubble chart (music languages)
+- `graphic[3].autors` — Word cloud (artists)
+- `graphic[4].words` — Word cloud (track title words)
+
+### LinkedIn (4 visualizations)
+- `graphic[0].linkedin` — Force graph (profile info)
+- `graphic[1].skill` — Bubble chart (skills by endorsement)
+- `graphic[2].pos` — List (job positions)
+- `graphic[3].certs` — List (certifications)
+
+### Mastodon (3 visualizations)
+- `graphic[0].mastodon` — Force graph (profile info)
+- `graphic[1].list` — List (accounts with avatar/toots/followers)
+- `graphic[2].social` — Force graph (social connections)
+
+### Keybase (3 visualizations)
+- `graphic[0].keybase` — Force graph (profile info)
+- `graphic[1].devices` — Force graph (devices)
+- `graphic[2].social` — Force graph (social proofs)
+
+### Venmo (3 visualizations)
+- `graphic[0].venmo` — Force graph (profile info)
+- `graphic[1].friends` — Force graph (friends network)
+- `graphic[2].trans` — List (transactions)
+
+### GitHub (2 visualizations)
+- `graphic[0].github` — Force graph (profile info nodes)
+- `graphic[1].cal_actual` — Contribution calendar heatmap
+
+### Holehe (2 visualizations)
+- `graphic[0].holehe` — Force graph (found sites only)
+- `graphic[1].lists` — List (all sites: exists, rateLimit, emailrecovery, phoneNumber)
+
+### Sherlock (2 visualizations)
+- `graphic[0].sherlock` — Force graph (claimed sites)
+- `graphic[1].lists` — List (all sites: title, URL, status code)
+
+### Socialscan (2 visualizations)
+- `graphic[0].social_email` — Force graph (email-registered platforms)
+- `graphic[1].social_user` — Force graph (username-registered platforms)
+
+### Search (9 visualizations)
+- `graphic[0].names` — Word cloud
+- `graphic[1].username` — Word cloud
+- `graphic[2].social` — Force graph
+- `graphic[3].rawresults` — List (all raw results)
+- `graphic[4].searches` — List (analyzed/filtered results)
+- `graphic[5].mentions` — Word cloud
+- `graphic[6].hashtags` — Word cloud
+- `graphic[7].emails` — Word cloud
+- (search-searches component exists but is mostly unused)
+
+### Dorks (9 visualizations — mirrors Search)
+- `graphic[0].names` — Word cloud
+- `graphic[1].username` — Word cloud
+- `graphic[2].social` — Force graph
+- `graphic[3].rawresults` — List (all raw results)
+- `graphic[4].searches` — List (analyzed results)
+- `graphic[5].mentions` — Word cloud
+- `graphic[6].hashtags` — Word cloud
+- `graphic[7].emails` — Word cloud
+
+### Leak/HIBP (1 visualization)
+- `graphic[0].leak` — Force graph (breached databases)
+
+### LeakLookup (1 visualization)
+- `graphic[0].leaklookup` — Accordion list (sites with leaked field names/values)
+
+### Darkpass (1 visualization)
+- `graphic[0].darkpass` — List (leaked passwords)
+
+### PsbDmp (2 visualizations)
+- `graphic[0].psbdmp` — Word cloud (paste content words)
+- `graphic[1].list` — List (paste entries with time/ID/tags)
+
+### EmailRep (2 visualizations)
+- `graphic[0].emailrep` — Force graph (reputation details)
+- `graphic[1].social` — Force graph (associated social profiles)
+
+### FullContact (2 visualizations, skip text scramble)
+- `graphic[0].fullcontact` — Force graph (enriched profile)
+- `graphic[1].cloud` — Word cloud (digital footprint)
+
+### PeopleDataLabs (2 visualizations)
+- `graphic[0].peopledatalabs` — Force graph (enriched profile)
+- `graphic[1].social` — Force graph (social profiles)
+
+### Simple modules (force graph only)
+- GitLab: `graphic[0].gitlab`
+- Tinder: `graphic[0].tinder`
+- Skype: status text only
+- GhostProject: `graphic[0].ghostproject`
diff --git a/docs/plans/2026-02-25-module-renderers-plan.md b/docs/plans/2026-02-25-module-renderers-plan.md
new file mode 100644
index 00000000..603fb976
--- /dev/null
+++ b/docs/plans/2026-02-25-module-renderers-plan.md
@@ -0,0 +1,1619 @@
+# Module-Specific Renderers Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** Bring all 28 frontend-next modules to visualization parity with the original Angular frontend by implementing module-specific renderers that replace the generic ResultCard fallback.
+
+**Architecture:** Module renderer registry pattern. Each module gets a custom React component that parses its `graphic[]` data at known positional indices and renders the appropriate visualizations. `ResultCard` checks the registry first; falls back to generic tabs if no renderer exists. Shared viz primitives (treemap, bubble chart, donut) are added to `src/components/viz/`.
+
+**Tech Stack:** React 19, Recharts 3.7 (treemap, charts), d3-hierarchy (bubble chart), existing ForceGraph/WordCloud/LocationMap/DataTable components, Tailwind 4, shadcn/ui.
+
+---
+
+## Task 1: Add d3-hierarchy dependency
+
+**Files:**
+- Modify: `frontend-next/package.json`
+
+**Step 1: Install d3-hierarchy for bubble chart circle-packing**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npm install d3-hierarchy @types/d3-hierarchy`
+
+**Step 2: Verify installation**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && node -e "require('d3-hierarchy')"`
+Expected: No error
+
+**Step 3: Commit**
+
+```bash
+git add frontend-next/package.json frontend-next/package-lock.json
+git commit -m "[ADD] d3-hierarchy dependency for bubble chart viz"
+```
+
+---
+
+## Task 2: Create Treemap viz component
+
+**Files:**
+- Create: `frontend-next/src/components/viz/treemap-chart.tsx`
+- Test: `frontend-next/src/lib/__tests__/treemap-chart.test.ts`
+
+**Step 1: Write the test**
+
+File: `frontend-next/src/lib/__tests__/treemap-chart.test.ts`
+
+This is a data-transformation unit test since Recharts Treemap does the rendering.
+
+```typescript
+import { describe, expect, it } from "vitest";
+
+// We'll test the data normalization utility that the Treemap component uses
+import { normalizeTreemapData } from "@/components/viz/treemap-chart";
+
+describe("normalizeTreemapData", () => {
+  it("converts children array to recharts treemap format", () => {
+    const input = [
+      { name: "Following", total: 500 },
+      { name: "Followers", total: 1200 },
+      { name: "Tweets", total: 3400 },
+      { name: "Likes", total: 8900 },
+    ];
+    const result = normalizeTreemapData(input);
+    expect(result).toHaveLength(4);
+    expect(result[0]).toEqual({ name: "Following", size: 500 });
+    expect(result[1]).toEqual({ name: "Followers", size: 1200 });
+  });
+
+  it("handles empty input", () => {
+    expect(normalizeTreemapData([])).toEqual([]);
+  });
+
+  it("handles value key instead of total", () => {
+    const input = [
+      { name: "A", value: 10 },
+      { name: "B", value: 20 },
+    ];
+    const result = normalizeTreemapData(input);
+    expect(result).toEqual([
+      { name: "A", size: 10 },
+      { name: "B", size: 20 },
+    ]);
+  });
+});
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run src/lib/__tests__/treemap-chart.test.ts`
+Expected: FAIL — module not found
+
+**Step 3: Implement treemap component**
+
+File: `frontend-next/src/components/viz/treemap-chart.tsx`
+
+```tsx
+import { ResponsiveContainer, Treemap } from "recharts";
+
+const TREEMAP_COLORS = [
+  "#06b6d4", // cyan-500
+  "#14b8a6", // teal-500
+  "#0891b2", // cyan-600
+  "#0d9488", // teal-600
+  "#22d3ee", // cyan-400
+  "#2dd4bf", // teal-400
+] as const;
+
+interface TreemapEntry {
+  name: string;
+  total?: number;
+  value?: number;
+  size?: number;
+}
+
+interface TreemapChartProps {
+  data: TreemapEntry[];
+  height?: number;
+}
+
+export function normalizeTreemapData(
+  data: TreemapEntry[],
+): { name: string; size: number }[] {
+  return data.map((d) => ({
+    name: d.name,
+    size: d.total ?? d.value ?? d.size ?? 0,
+  }));
+}
+
+function CustomContent(props: {
+  x?: number;
+  y?: number;
+  width?: number;
+  height?: number;
+  name?: string;
+  size?: number;
+  index?: number;
+  depth?: number;
+}) {
+  const { x = 0, y = 0, width = 0, height = 0, name, size, index = 0, depth } = props;
+  if (depth !== 1 || width < 30 || height < 20) return null;
+
+  return (
+    <g>
+      <rect
+        x={x}
+        y={y}
+        width={width}
+        height={height}
+        fill={TREEMAP_COLORS[index % TREEMAP_COLORS.length]}
+        stroke="rgba(10, 10, 15, 0.8)"
+        strokeWidth={2}
+        rx={4}
+      />
+      {width > 50 && height > 30 && (
+        <>
+          <text
+            x={x + width / 2}
+            y={y + height / 2 - 6}
+            textAnchor="middle"
+            fill="white"
+            fontSize={12}
+            fontWeight={600}
+          >
+            {name}
+          </text>
+          <text
+            x={x + width / 2}
+            y={y + height / 2 + 10}
+            textAnchor="middle"
+            fill="rgba(255,255,255,0.7)"
+            fontSize={11}
+          >
+            {typeof size === "number" ? size.toLocaleString() : ""}
+          </text>
+        </>
+      )}
+    </g>
+  );
+}
+
+export function TreemapChart({ data, height = 250 }: TreemapChartProps) {
+  const normalized = normalizeTreemapData(data);
+  if (normalized.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">No data available.</p>
+    );
+  }
+
+  return (
+    <ResponsiveContainer width="100%" height={height}>
+      <Treemap
+        data={normalized}
+        dataKey="size"
+        nameKey="name"
+        content={<CustomContent />}
+      />
+    </ResponsiveContainer>
+  );
+}
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run src/lib/__tests__/treemap-chart.test.ts`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add frontend-next/src/components/viz/treemap-chart.tsx frontend-next/src/lib/__tests__/treemap-chart.test.ts
+git commit -m "[ADD] Treemap visualization component with Recharts"
+```
+
+---
+
+## Task 3: Create BubbleChart viz component
+
+**Files:**
+- Create: `frontend-next/src/components/viz/bubble-chart.tsx`
+- Test: `frontend-next/src/lib/__tests__/bubble-chart.test.ts`
+
+**Step 1: Write the test**
+
+File: `frontend-next/src/lib/__tests__/bubble-chart.test.ts`
+
+```typescript
+import { describe, expect, it } from "vitest";
+
+import { computeBubbleLayout } from "@/components/viz/bubble-chart";
+
+describe("computeBubbleLayout", () => {
+  it("returns positioned circles from flat data", () => {
+    const input = [
+      { name: "JavaScript", value: 50 },
+      { name: "Python", value: 30 },
+      { name: "Rust", value: 20 },
+    ];
+    const circles = computeBubbleLayout(input, 400, 300);
+    expect(circles).toHaveLength(3);
+    for (const c of circles) {
+      expect(c).toHaveProperty("x");
+      expect(c).toHaveProperty("y");
+      expect(c).toHaveProperty("r");
+      expect(c).toHaveProperty("name");
+      expect(c.r).toBeGreaterThan(0);
+    }
+  });
+
+  it("sizes bubbles proportional to value", () => {
+    const input = [
+      { name: "Big", value: 100 },
+      { name: "Small", value: 10 },
+    ];
+    const circles = computeBubbleLayout(input, 400, 300);
+    const big = circles.find((c) => c.name === "Big")!;
+    const small = circles.find((c) => c.name === "Small")!;
+    expect(big.r).toBeGreaterThan(small.r);
+  });
+
+  it("handles empty input", () => {
+    expect(computeBubbleLayout([], 400, 300)).toEqual([]);
+  });
+});
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run src/lib/__tests__/bubble-chart.test.ts`
+Expected: FAIL
+
+**Step 3: Implement bubble chart component**
+
+File: `frontend-next/src/components/viz/bubble-chart.tsx`
+
+```tsx
+import { useEffect, useRef, useState } from "react";
+
+import { hierarchy, pack } from "d3-hierarchy";
+
+const BUBBLE_COLORS = [
+  "#06b6d4",
+  "#14b8a6",
+  "#22d3ee",
+  "#2dd4bf",
+  "#0891b2",
+  "#0d9488",
+  "#67e8f9",
+  "#5eead4",
+] as const;
+
+interface BubbleEntry {
+  name: string;
+  value: number;
+}
+
+interface LayoutCircle {
+  x: number;
+  y: number;
+  r: number;
+  name: string;
+  value: number;
+}
+
+interface BubbleChartProps {
+  data: BubbleEntry[];
+  height?: number;
+}
+
+export function computeBubbleLayout(
+  data: BubbleEntry[],
+  width: number,
+  height: number,
+): LayoutCircle[] {
+  if (data.length === 0) return [];
+
+  const root = hierarchy({ children: data } as {
+    children: BubbleEntry[];
+  })
+    .sum((d) => ("value" in d ? (d as BubbleEntry).value : 0))
+    .sort((a, b) => (b.value ?? 0) - (a.value ?? 0));
+
+  const packLayout = pack<{ children: BubbleEntry[] }>()
+    .size([width, height])
+    .padding(4);
+
+  packLayout(root);
+
+  return (root.leaves() as unknown as { x: number; y: number; r: number; data: BubbleEntry }[]).map(
+    (leaf) => ({
+      x: leaf.x,
+      y: leaf.y,
+      r: leaf.r,
+      name: leaf.data.name,
+      value: leaf.data.value,
+    }),
+  );
+}
+
+export function BubbleChart({ data, height = 300 }: BubbleChartProps) {
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [width, setWidth] = useState(400);
+
+  useEffect(() => {
+    const el = containerRef.current;
+    if (!el) return;
+    const observer = new ResizeObserver((entries) => {
+      const w = entries[0]?.contentRect.width;
+      if (w && w > 0) setWidth(w);
+    });
+    observer.observe(el);
+    return () => observer.disconnect();
+  }, []);
+
+  const circles = computeBubbleLayout(data, width, height);
+
+  if (circles.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">No data available.</p>
+    );
+  }
+
+  return (
+    <div ref={containerRef} className="w-full">
+      <svg width={width} height={height} className="overflow-visible">
+        {circles.map((c, i) => (
+          <g key={c.name}>
+            <circle
+              cx={c.x}
+              cy={c.y}
+              r={c.r}
+              fill={BUBBLE_COLORS[i % BUBBLE_COLORS.length]}
+              opacity={0.8}
+              stroke={BUBBLE_COLORS[i % BUBBLE_COLORS.length]}
+              strokeWidth={1}
+            />
+            {c.r > 20 && (
+              <>
+                <text
+                  x={c.x}
+                  y={c.y - 4}
+                  textAnchor="middle"
+                  fill="white"
+                  fontSize={Math.min(c.r / 3, 13)}
+                  fontWeight={500}
+                >
+                  {c.name}
+                </text>
+                <text
+                  x={c.x}
+                  y={c.y + 10}
+                  textAnchor="middle"
+                  fill="rgba(255,255,255,0.7)"
+                  fontSize={Math.min(c.r / 3.5, 11)}
+                >
+                  {c.value}
+                </text>
+              </>
+            )}
+          </g>
+        ))}
+      </svg>
+    </div>
+  );
+}
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run src/lib/__tests__/bubble-chart.test.ts`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add frontend-next/src/components/viz/bubble-chart.tsx frontend-next/src/lib/__tests__/bubble-chart.test.ts
+git commit -m "[ADD] Bubble chart (d3 circle-pack) visualization component"
+```
+
+---
+
+## Task 4: Add donut variant to ModuleChart
+
+**Files:**
+- Modify: `frontend-next/src/components/viz/module-chart.tsx`
+
+**Step 1: Add `variant` prop to ModuleChart**
+
+In `frontend-next/src/components/viz/module-chart.tsx`, add `variant?: "default" | "donut" | "full-pie"` to the `ModuleChartProps` interface. When `variant="donut"`, set `innerRadius={60} outerRadius={100}`. When `variant="full-pie"`, set `innerRadius={0}`. The existing default behavior already uses `innerRadius={40}` (donut-like), so this is a small tweak.
+
+Modify `ModuleChartProps`:
+```typescript
+interface ModuleChartProps {
+  data: Record<string, unknown>[];
+  type?: "bar" | "pie" | "line";
+  variant?: "default" | "donut" | "full-pie";
+  dataKey?: string;
+  nameKey?: string;
+  layout?: "vertical" | "horizontal";
+  height?: number;
+}
+```
+
+In the pie chart rendering section, use:
+```typescript
+innerRadius={variant === "full-pie" ? 0 : variant === "donut" ? 60 : 40}
+```
+
+Also add `layout` support: when `layout="horizontal"`, render a horizontal `BarChart` by swapping XAxis/YAxis and adding `layout="vertical"` to BarChart.
+
+Also add `height` prop (default 300) to allow callers to control chart height.
+
+**Step 2: Run existing tests**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run`
+Expected: All existing tests pass (no regressions)
+
+**Step 3: Commit**
+
+```bash
+git add frontend-next/src/components/viz/module-chart.tsx
+git commit -m "[UPT] Add donut/full-pie variants, horizontal layout, and height prop to ModuleChart"
+```
+
+---
+
+## Task 5: Create ContributionCalendar component (GitHub)
+
+**Files:**
+- Create: `frontend-next/src/components/viz/contribution-calendar.tsx`
+
+**Step 1: Implement the CSS grid heatmap**
+
+File: `frontend-next/src/components/viz/contribution-calendar.tsx`
+
+This component takes raw contribution data (array of `{date, count, level}`) and renders a GitHub-style heatmap using CSS grid. The backend scrapes this data from GitHub and puts it in `graphic[1].cal_actual` as HTML, but we can also parse it. For safety (no dangerouslySetInnerHTML), we render our own grid.
+
+If the backend data is a raw HTML string (legacy), we extract the data attributes from the SVG `rect` elements. If it's already structured data, we use it directly.
+
+```tsx
+import { useMemo } from "react";
+
+const LEVEL_COLORS = [
+  "bg-zinc-800/50",     // level 0 — no contributions
+  "bg-emerald-900/60",  // level 1
+  "bg-emerald-700/70",  // level 2
+  "bg-emerald-500/80",  // level 3
+  "bg-cyan-400",        // level 4
+] as const;
+
+interface ContributionDay {
+  date: string;
+  count: number;
+  level: number;
+}
+
+interface ContributionCalendarProps {
+  htmlData?: string;
+  structuredData?: ContributionDay[];
+}
+
+/**
+ * Parse GitHub contribution calendar HTML to extract day data.
+ * Looks for <td> or <rect> elements with data-date, data-count, data-level attributes.
+ */
+function parseCalendarHtml(html: string): ContributionDay[] {
+  const days: ContributionDay[] = [];
+  // Match data-date="YYYY-MM-DD" data-level="N" patterns
+  const regex =
+    /data-date="(\d{4}-\d{2}-\d{2})"[^>]*data-level="(\d)"/g;
+  let match;
+  while ((match = regex.exec(html)) !== null) {
+    days.push({
+      date: match[1],
+      count: 0,
+      level: parseInt(match[2], 10),
+    });
+  }
+  return days;
+}
+
+export function ContributionCalendar({
+  htmlData,
+  structuredData,
+}: ContributionCalendarProps) {
+  const days = useMemo(() => {
+    if (structuredData && structuredData.length > 0) return structuredData;
+    if (htmlData) return parseCalendarHtml(htmlData);
+    return [];
+  }, [htmlData, structuredData]);
+
+  if (days.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No calendar data available.
+      </p>
+    );
+  }
+
+  // Group by week (columns) — 7 rows (Sun-Sat) x N weeks
+  const weeks: ContributionDay[][] = [];
+  let currentWeek: ContributionDay[] = [];
+
+  // Pad the first week if it doesn't start on Sunday
+  if (days.length > 0) {
+    const firstDay = new Date(days[0].date).getDay();
+    for (let i = 0; i < firstDay; i++) {
+      currentWeek.push({ date: "", count: 0, level: -1 });
+    }
+  }
+
+  for (const day of days) {
+    currentWeek.push(day);
+    if (currentWeek.length === 7) {
+      weeks.push(currentWeek);
+      currentWeek = [];
+    }
+  }
+  if (currentWeek.length > 0) {
+    while (currentWeek.length < 7) {
+      currentWeek.push({ date: "", count: 0, level: -1 });
+    }
+    weeks.push(currentWeek);
+  }
+
+  return (
+    <div className="overflow-x-auto rounded-md border border-border bg-background/30 p-3">
+      <div className="flex gap-[3px]">
+        {weeks.map((week, wi) => (
+          <div key={wi} className="flex flex-col gap-[3px]">
+            {week.map((day, di) => (
+              <div
+                key={`${wi}-${di}`}
+                className={`h-[11px] w-[11px] rounded-[2px] ${
+                  day.level < 0
+                    ? "bg-transparent"
+                    : LEVEL_COLORS[day.level] ?? LEVEL_COLORS[0]
+                }`}
+                title={day.date ? `${day.date}: ${day.count} contributions` : ""}
+              />
+            ))}
+          </div>
+        ))}
+      </div>
+    </div>
+  );
+}
+```
+
+**Step 2: Run typecheck**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx tsc --noEmit`
+Expected: No errors
+
+**Step 3: Commit**
+
+```bash
+git add frontend-next/src/components/viz/contribution-calendar.tsx
+git commit -m "[ADD] GitHub contribution calendar heatmap component"
+```
+
+---
+
+## Task 6: Create renderer infrastructure and types
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/types.ts`
+- Create: `frontend-next/src/components/gatherer/renderers/index.ts`
+- Create: `frontend-next/src/components/gatherer/renderers/viz-card.tsx`
+
+**Step 1: Define renderer types and shared VizCard wrapper**
+
+File: `frontend-next/src/components/gatherer/renderers/types.ts`
+
+```typescript
+import type { GraphicItem, ModuleResultRaw } from "@/types/api";
+
+/** Props passed to every custom module renderer */
+export interface RendererProps {
+  result: ModuleResultRaw;
+}
+
+/**
+ * Safely extract a value from graphic[] at a given index and key.
+ * Returns undefined if the path doesn't exist.
+ */
+export function gfx<T = unknown>(
+  graphic: GraphicItem[],
+  index: number,
+  key: string,
+): T | undefined {
+  const item = graphic[index];
+  if (!item) return undefined;
+  return item[key] as T | undefined;
+}
+```
+
+File: `frontend-next/src/components/gatherer/renderers/viz-card.tsx`
+
+```tsx
+import type { ReactNode } from "react";
+
+import { Card } from "@/components/ui/card";
+
+interface VizCardProps {
+  title: string;
+  children: ReactNode;
+  className?: string;
+}
+
+/**
+ * Wrapper card for individual visualizations within a module renderer.
+ * Provides consistent styling with a title header.
+ */
+export function VizCard({ title, children, className = "" }: VizCardProps) {
+  return (
+    <Card
+      className={`overflow-hidden border-border/60 p-0 ${className}`}
+    >
+      <div className="border-b border-border/40 px-3 py-2">
+        <h4 className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+          {title}
+        </h4>
+      </div>
+      <div className="p-3">{children}</div>
+    </Card>
+  );
+}
+```
+
+File: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+```typescript
+import type { ComponentType } from "react";
+
+import type { RendererProps } from "./types";
+
+/**
+ * Registry of custom module renderers.
+ * If a module ID has an entry here, ResultCard renders it instead of the generic view.
+ */
+export const MODULE_RENDERERS: Record<
+  string,
+  ComponentType<RendererProps>
+> = {
+  // Populated by subsequent tasks
+};
+```
+
+**Step 2: Run typecheck**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx tsc --noEmit`
+Expected: No errors
+
+**Step 3: Commit**
+
+```bash
+git add frontend-next/src/components/gatherer/renderers/
+git commit -m "[ADD] Module renderer infrastructure: types, VizCard, registry"
+```
+
+---
+
+## Task 7: Wire MODULE_RENDERERS into ResultCard
+
+**Files:**
+- Modify: `frontend-next/src/components/gatherer/result-card.tsx`
+
+**Step 1: Import and use the renderer registry**
+
+At the top of `result-card.tsx`, add:
+
+```typescript
+import { MODULE_RENDERERS } from "@/components/gatherer/renderers";
+```
+
+In the `ResultCard` component body, after getting `result` and `mod`, add a check before the existing expanded content:
+
+```tsx
+const CustomRenderer = MODULE_RENDERERS[moduleId];
+```
+
+In the JSX, replace the expanded body section. If `CustomRenderer` exists, render it directly (always expanded, no tabs). If not, fall back to the existing generic tabs:
+
+```tsx
+{expanded && (
+  <div className="border-t border-border px-4 py-4">
+    {CustomRenderer ? (
+      <CustomRenderer result={result} />
+    ) : (
+      <Tabs defaultValue="details">
+        {/* ... existing generic tabs ... */}
+      </Tabs>
+    )}
+  </div>
+)}
+```
+
+**Step 2: Run existing tests**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run`
+Expected: All tests pass (registry is empty so no behavior change)
+
+**Step 3: Commit**
+
+```bash
+git add frontend-next/src/components/gatherer/result-card.tsx
+git commit -m "[UPT] Wire module renderer registry into ResultCard"
+```
+
+---
+
+## Task 8: Create graph data helpers for iKy gather format
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/graph-helpers.ts`
+- Test: `frontend-next/src/lib/__tests__/graph-helpers.test.ts`
+
+**Step 1: Write the test**
+
+File: `frontend-next/src/lib/__tests__/graph-helpers.test.ts`
+
+```typescript
+import { describe, expect, it } from "vitest";
+
+import { gatherToGraph } from "@/components/gatherer/renderers/graph-helpers";
+
+describe("gatherToGraph", () => {
+  it("converts iKy gather array to ForceGraph nodes and links", () => {
+    const gather = [
+      {
+        "name-node": "Github",
+        title: "Github",
+        subtitle: "",
+        icon: "fab fa-github",
+        link: "Github",
+      },
+      {
+        "name-node": "GitRepos",
+        title: "Repos",
+        subtitle: "42",
+        icon: "fas fa-folder-open",
+        link: "Github",
+      },
+      {
+        "name-node": "GitFollowers",
+        title: "Followers",
+        subtitle: "120",
+        icon: "fas fa-users",
+        link: "Github",
+      },
+    ];
+    const { nodes, links } = gatherToGraph(gather);
+    expect(nodes).toHaveLength(3);
+    expect(nodes[0]).toEqual({
+      id: "Github",
+      label: "Github",
+      group: "primary",
+    });
+    expect(nodes[1]).toEqual({
+      id: "GitRepos",
+      label: "Repos: 42",
+      group: "Github",
+    });
+    expect(links).toHaveLength(2);
+    expect(links[0]).toEqual({ source: "GitRepos", target: "Github" });
+  });
+
+  it("handles picture field as img", () => {
+    const gather = [
+      {
+        "name-node": "Hub",
+        title: "Hub",
+        subtitle: "",
+        link: "Hub",
+      },
+      {
+        "name-node": "Avatar",
+        title: "Avatar",
+        subtitle: "",
+        picture: "https://example.com/avatar.jpg",
+        link: "Hub",
+      },
+    ];
+    const { nodes } = gatherToGraph(gather);
+    const avatar = nodes.find((n) => n.id === "Avatar");
+    expect(avatar?.img).toBe("https://example.com/avatar.jpg");
+  });
+
+  it("returns empty for empty input", () => {
+    const { nodes, links } = gatherToGraph([]);
+    expect(nodes).toEqual([]);
+    expect(links).toEqual([]);
+  });
+});
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run src/lib/__tests__/graph-helpers.test.ts`
+Expected: FAIL
+
+**Step 3: Implement graph-helpers**
+
+File: `frontend-next/src/components/gatherer/renderers/graph-helpers.ts`
+
+```typescript
+/**
+ * Convert iKy backend "gather" array (used by ngx-graphs) to ForceGraph props.
+ *
+ * The backend gather format is:
+ * ```
+ * { "name-node": string, title: string, subtitle: string,
+ *   icon?: string, link: string, picture?: string, help?: string }
+ * ```
+ *
+ * The `link` field identifies the hub node that this node connects to.
+ * Hub nodes have `link === title` (they link to themselves).
+ */
+
+interface GatherNode {
+  "name-node": string;
+  title: string;
+  subtitle?: string | number;
+  icon?: string;
+  link: string;
+  picture?: string;
+  help?: string;
+}
+
+interface GraphNode {
+  id: string;
+  label: string;
+  img?: string;
+  group?: string;
+}
+
+interface GraphLink {
+  source: string;
+  target: string;
+}
+
+export function gatherToGraph(gather: GatherNode[]): {
+  nodes: GraphNode[];
+  links: GraphLink[];
+} {
+  if (!gather || gather.length === 0) return { nodes: [], links: [] };
+
+  const nodes: GraphNode[] = [];
+  const links: GraphLink[] = [];
+
+  // First pass: identify hub nodes (link === title)
+  const hubIds = new Set<string>();
+  for (const item of gather) {
+    if (item.link === item.title) {
+      hubIds.add(item["name-node"]);
+    }
+  }
+
+  for (const item of gather) {
+    const id = item["name-node"];
+    const isHub = hubIds.has(id);
+    const subtitle = item.subtitle != null && item.subtitle !== ""
+      ? String(item.subtitle)
+      : "";
+    const label = subtitle ? `${item.title}: ${subtitle}` : item.title;
+
+    nodes.push({
+      id,
+      label,
+      img: item.picture || undefined,
+      group: isHub ? "primary" : item.link,
+    });
+
+    // Non-hub nodes link to their hub
+    if (!isHub) {
+      // Find the hub node by title matching the link value
+      const hub = gather.find(
+        (g) => g.title === item.link && hubIds.has(g["name-node"]),
+      );
+      if (hub) {
+        links.push({ source: id, target: hub["name-node"] });
+      }
+    }
+  }
+
+  return { nodes, links };
+}
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run src/lib/__tests__/graph-helpers.test.ts`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add frontend-next/src/components/gatherer/renderers/graph-helpers.ts frontend-next/src/lib/__tests__/graph-helpers.test.ts
+git commit -m "[ADD] Graph data helpers for iKy gather format conversion"
+```
+
+---
+
+## Task 9: Twitter renderer
+
+This is the most complex renderer (12 visualizations). It serves as the template for all other social profile renderers.
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/twitter-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+**Step 1: Implement the Twitter renderer**
+
+File: `frontend-next/src/components/gatherer/renderers/twitter-renderer.tsx`
+
+```tsx
+import { BubbleChart } from "@/components/viz/bubble-chart";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+import { TreemapChart } from "@/components/viz/treemap-chart";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+export function TwitterRenderer({ result }: RendererProps) {
+  const g = result.graphic;
+
+  // graphic[0].social — Force graph (profile info)
+  const socialData = gfx<unknown[]>(g, 0, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData as never[]) : null;
+
+  // graphic[1].resume.children — Treemap
+  const resumeData = gfx<{ children: { name: string; total: number }[] }>(
+    g, 1, "resume",
+  );
+
+  // graphic[2].popularity — Donut chart
+  const popularity = gfx<{ title: string; value: number }[]>(g, 2, "popularity");
+
+  // graphic[3].approval — Donut chart
+  const approval = gfx<{ title: string; value: number }[]>(g, 3, "approval");
+
+  // graphic[4].hashtag — Word cloud
+  const hashtags = gfx<{ label: string; value: number }[]>(g, 4, "hashtag");
+
+  // graphic[5].users — Force graph (mentioned users)
+  const usersData = gfx<unknown[]>(g, 5, "users");
+  const usersGraph = usersData ? gatherToGraph(usersData as never[]) : null;
+
+  // graphic[6].tweetslist — Line chart
+  const tweetsList = gfx<Record<string, unknown>[]>(g, 6, "tweetslist");
+
+  // graphic[7].week — Bar chart
+  const weekData = gfx<{ name: string; value: number }[]>(g, 7, "week");
+
+  // graphic[8].hour — Bar chart
+  const hourData = gfx<{ name: string; value: number }[]>(g, 8, "hour");
+
+  // graphic[9].sources — Horizontal bar chart
+  const sources = gfx<{ name: string; value: number }[]>(g, 9, "sources");
+
+  // graphic[10].time — Timeline bar chart
+  const timeData = gfx<{ name: string; value: number }[]>(g, 10, "time");
+
+  // graphic[11].twvsrt — Pie chart (tweets vs retweets)
+  const twvsrt = gfx<{ title: string; value: number }[]>(g, 11, "twvsrt");
+
+  return (
+    <div className="grid grid-cols-1 gap-3 md:grid-cols-2 lg:grid-cols-3">
+      {socialGraph && socialGraph.nodes.length >= 2 && (
+        <VizCard title="Social Graph" className="md:col-span-2">
+          <ForceGraph
+            nodes={socialGraph.nodes}
+            links={socialGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {resumeData?.children && resumeData.children.length > 0 && (
+        <VizCard title="Resume">
+          <TreemapChart data={resumeData.children} />
+        </VizCard>
+      )}
+
+      {popularity && popularity.length > 0 && (
+        <VizCard title="Popularity">
+          <ModuleChart
+            data={popularity.map((d) => ({ name: d.title, value: d.value }))}
+            type="pie"
+            variant="donut"
+            height={250}
+          />
+        </VizCard>
+      )}
+
+      {approval && approval.length > 0 && (
+        <VizCard title="Approval">
+          <ModuleChart
+            data={approval.map((d) => ({ name: d.title, value: d.value }))}
+            type="pie"
+            variant="donut"
+            height={250}
+          />
+        </VizCard>
+      )}
+
+      {hashtags && hashtags.length > 0 && (
+        <VizCard title="Hashtags">
+          <WordCloud
+            words={hashtags.map((h) => ({ text: h.label, value: h.value }))}
+          />
+        </VizCard>
+      )}
+
+      {usersGraph && usersGraph.nodes.length >= 2 && (
+        <VizCard title="Mentioned Users">
+          <ForceGraph
+            nodes={usersGraph.nodes}
+            links={usersGraph.links}
+            height={300}
+          />
+        </VizCard>
+      )}
+
+      {tweetsList && tweetsList.length > 0 && (
+        <VizCard title="Tweets" className="md:col-span-2">
+          <ModuleChart data={tweetsList} type="line" height={250} />
+        </VizCard>
+      )}
+
+      {weekData && weekData.length > 0 && (
+        <VizCard title="Activity by Day">
+          <ModuleChart data={weekData} type="bar" height={200} />
+        </VizCard>
+      )}
+
+      {hourData && hourData.length > 0 && (
+        <VizCard title="Activity by Hour">
+          <ModuleChart data={hourData} type="bar" height={200} />
+        </VizCard>
+      )}
+
+      {sources && sources.length > 0 && (
+        <VizCard title="Sources">
+          <ModuleChart data={sources} type="bar" layout="horizontal" height={200} />
+        </VizCard>
+      )}
+
+      {timeData && timeData.length > 0 && (
+        <VizCard title="Timeline">
+          <ModuleChart data={timeData} type="bar" height={200} />
+        </VizCard>
+      )}
+
+      {twvsrt && twvsrt.length > 0 && (
+        <VizCard title="Tweets vs Retweets">
+          <ModuleChart
+            data={twvsrt.map((d) => ({ name: d.title, value: d.value }))}
+            type="pie"
+            variant="full-pie"
+            height={250}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+```
+
+**Step 2: Register in index.ts**
+
+Add to `frontend-next/src/components/gatherer/renderers/index.ts`:
+```typescript
+import { TwitterRenderer } from "./twitter-renderer";
+
+export const MODULE_RENDERERS: Record<string, ComponentType<RendererProps>> = {
+  twitter: TwitterRenderer,
+};
+```
+
+**Step 3: Typecheck**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx tsc --noEmit`
+Expected: No errors
+
+**Step 4: Commit**
+
+```bash
+git add frontend-next/src/components/gatherer/renderers/twitter-renderer.tsx frontend-next/src/components/gatherer/renderers/index.ts
+git commit -m "[ADD] Twitter module renderer with 12 visualizations"
+```
+
+---
+
+## Task 10: Instagram renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/instagram-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+Same pattern as Twitter. Instagram visualizations:
+- `graphic[0].instagram` — Force graph
+- `graphic[1].popularig` — Line chart (likes/comments per post)
+- `graphic[2].mediatype` — Donut chart
+- `graphic[3].hashtag` — Word cloud
+- `graphic[4].mention` — Word cloud
+- `graphic[5].tagged` — Word cloud
+- `graphic[6].hour` — Bar chart
+- `graphic[7].week` — Bar chart
+- `graphic[8].photos` — Force graph (images as picture nodes)
+- `graphic[9].list` — DataTable (posts)
+- `graphic[10].location` — LocationMap
+
+Register as `instagram: InstagramRenderer` in index.ts.
+
+**Commit:** `[ADD] Instagram module renderer with 11 visualizations`
+
+---
+
+## Task 11: TikTok renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/tiktok-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+TikTok visualizations:
+- `graphic[0].tiktok` — Force graph
+- `graphic[1].resume.children` — Treemap
+- `graphic[2].posts` — Line chart
+- `graphic[3].hashtag` — Word cloud
+- `graphic[4].hour` — Bar chart
+- `graphic[5].week` — Bar chart
+- `graphic[6].videos` — Force graph (thumbnails)
+- `graphic[7].time` — Bar chart (timeline)
+
+Register as `tiktok: TiktokRenderer` in index.ts.
+
+**Commit:** `[ADD] TikTok module renderer with 8 visualizations`
+
+---
+
+## Task 12: Twitch renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/twitch-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+Twitch visualizations:
+- `graphic[0].twitch` — Force graph
+- `graphic[1].duration` — Horizontal bar chart
+- `graphic[2].hour` — Bar chart
+- `graphic[3].week` — Bar chart
+- `graphic[4].list` — DataTable (videos)
+- `graphic[5].time` — Bar chart (timeline)
+
+Register as `twitch: TwitchRenderer` in index.ts.
+
+**Commit:** `[ADD] Twitch module renderer with 6 visualizations`
+
+---
+
+## Task 13: Reddit renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/reddit-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+Reddit visualizations:
+- `graphic[0].reddit` — Force graph
+- `graphic[1].bubble` — BubbleChart (subreddit topics)
+- `graphic[2].hour` — Bar chart
+- `graphic[3].week` — Bar chart
+
+Register as `reddit: RedditRenderer` in index.ts.
+
+**Commit:** `[ADD] Reddit module renderer with 4 visualizations`
+
+---
+
+## Task 14: Spotify renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/spotify-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+Spotify visualizations:
+- `graphic[0].spotify` — Force graph
+- `graphic[1].playlists` — Horizontal bar chart
+- `graphic[2].lang` — BubbleChart (music languages)
+- `graphic[3].autors` — Word cloud (artists)
+- `graphic[4].words` — Word cloud (track words)
+
+Register as `spotify: SpotifyRenderer` in index.ts.
+
+**Commit:** `[ADD] Spotify module renderer with 5 visualizations`
+
+---
+
+## Task 15: LinkedIn renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/linkedin-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+LinkedIn visualizations:
+- `graphic[0].linkedin` — Force graph
+- `graphic[1].skill` — BubbleChart (skills by endorsement)
+- `graphic[2].pos` — DataTable (job positions)
+- `graphic[3].certs` — DataTable (certifications)
+
+Register as `linkedin: LinkedinRenderer` in index.ts.
+
+**Commit:** `[ADD] LinkedIn module renderer with 4 visualizations`
+
+---
+
+## Task 16: Mastodon, Keybase, Venmo renderers
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/mastodon-renderer.tsx`
+- Create: `frontend-next/src/components/gatherer/renderers/keybase-renderer.tsx`
+- Create: `frontend-next/src/components/gatherer/renderers/venmo-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+**Mastodon:**
+- `graphic[0].mastodon` — Force graph
+- `graphic[1].list` — DataTable (accounts)
+- `graphic[2].social` — Force graph
+
+**Keybase:**
+- `graphic[0].keybase` — Force graph
+- `graphic[1].devices` — Force graph
+- `graphic[2].social` — Force graph
+
+**Venmo:**
+- `graphic[0].venmo` — Force graph
+- `graphic[1].friends` — Force graph
+- `graphic[2].trans` — DataTable (transactions)
+
+Register all three in index.ts.
+
+**Commit:** `[ADD] Mastodon, Keybase, Venmo module renderers`
+
+---
+
+## Task 17: GitHub renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/github-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+GitHub visualizations:
+- `graphic[0].github` — Force graph (profile info)
+- `graphic[1].cal_actual` — ContributionCalendar heatmap
+
+```tsx
+import { ContributionCalendar } from "@/components/viz/contribution-calendar";
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+export function GithubRenderer({ result }: RendererProps) {
+  const g = result.graphic;
+
+  const githubData = gfx<unknown[]>(g, 0, "github");
+  const graph = githubData ? gatherToGraph(githubData as never[]) : null;
+
+  // cal_actual is a raw HTML string from the backend
+  const calHtml = gfx<string>(g, 1, "cal_actual");
+
+  return (
+    <div className="grid grid-cols-1 gap-3 md:grid-cols-3">
+      {graph && graph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-1">
+          <ForceGraph
+            nodes={graph.nodes}
+            links={graph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {calHtml && (
+        <VizCard title="Contributions" className="md:col-span-2">
+          <ContributionCalendar htmlData={calHtml} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+```
+
+Register as `github: GithubRenderer` in index.ts.
+
+**Commit:** `[ADD] GitHub module renderer with force graph and contribution calendar`
+
+---
+
+## Task 18: Account check renderers (Holehe, Sherlock, Socialscan)
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/account-check-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+These share the same pattern: force graph (found sites) + scrollable list (all sites with status).
+
+```tsx
+import { ForceGraph } from "@/components/viz/force-graph";
+import { DataTable } from "@/components/viz/data-table";
+
+import { gatherToGraph } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Shared renderer for account-existence-checking modules.
+ * Supports: holehe, sherlock, socialscan
+ */
+function AccountCheckLayout({
+  graphData,
+  listData,
+  graphTitle,
+  listTitle,
+}: {
+  graphData: unknown[] | undefined;
+  listData: Record<string, unknown>[] | undefined;
+  graphTitle: string;
+  listTitle: string;
+}) {
+  const graph = graphData ? gatherToGraph(graphData as never[]) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-3 md:grid-cols-3">
+      {graph && graph.nodes.length >= 2 && (
+        <VizCard title={graphTitle} className="md:col-span-2">
+          <ForceGraph
+            nodes={graph.nodes}
+            links={graph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {listData && listData.length > 0 && (
+        <VizCard title={listTitle} className="md:col-span-1">
+          <DataTable data={listData} searchable pageSize={15} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+export function HoleheRenderer({ result }: RendererProps) {
+  return (
+    <AccountCheckLayout
+      graphData={gfx<unknown[]>(result.graphic, 0, "holehe")}
+      listData={gfx<Record<string, unknown>[]>(result.graphic, 1, "lists")}
+      graphTitle="Found Accounts"
+      listTitle="All Sites Checked"
+    />
+  );
+}
+
+export function SherlockRenderer({ result }: RendererProps) {
+  return (
+    <AccountCheckLayout
+      graphData={gfx<unknown[]>(result.graphic, 0, "sherlock")}
+      listData={gfx<Record<string, unknown>[]>(result.graphic, 1, "lists")}
+      graphTitle="Claimed Accounts"
+      listTitle="All Sites Checked"
+    />
+  );
+}
+
+export function SocialscanRenderer({ result }: RendererProps) {
+  const emailGraph = gfx<unknown[]>(result.graphic, 0, "social_email");
+  const userGraph = gfx<unknown[]>(result.graphic, 1, "social_user");
+  const emailNodes = emailGraph ? gatherToGraph(emailGraph as never[]) : null;
+  const userNodes = userGraph ? gatherToGraph(userGraph as never[]) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-3 md:grid-cols-2">
+      {emailNodes && emailNodes.nodes.length >= 2 && (
+        <VizCard title="Email Registrations">
+          <ForceGraph
+            nodes={emailNodes.nodes}
+            links={emailNodes.links}
+            height={300}
+          />
+        </VizCard>
+      )}
+      {userNodes && userNodes.nodes.length >= 2 && (
+        <VizCard title="Username Registrations">
+          <ForceGraph
+            nodes={userNodes.nodes}
+            links={userNodes.links}
+            height={300}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+```
+
+Register `holehe: HoleheRenderer`, `sherlock: SherlockRenderer`, `socialscan: SocialscanRenderer` in index.ts.
+
+**Commit:** `[ADD] Account check renderers for Holehe, Sherlock, Socialscan`
+
+---
+
+## Task 19: Search and Dorks renderers
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/search-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+Both Search and Dorks share the same structure:
+- `graphic[0].names` — Word cloud
+- `graphic[1].username` — Word cloud
+- `graphic[2].social` — Force graph
+- `graphic[3].rawresults` — DataTable (all results)
+- `graphic[4].searches` — DataTable (filtered results)
+- `graphic[5].mentions` — Word cloud
+- `graphic[6].hashtags` — Word cloud
+- `graphic[7].emails` — Word cloud
+
+Create a single `SearchResultRenderer` component used by both module IDs.
+
+The list items from the backend have shape: `{ title, simple, url, desc, icon, link }`. The DataTable should display `simple` (title), `desc` (description), and `url` (as a clickable link). Create custom column definitions for the DataTable.
+
+Register `search: SearchResultRenderer`, `dorks: SearchResultRenderer` in index.ts.
+
+**Commit:** `[ADD] Search and Dorks module renderers with word clouds and result lists`
+
+---
+
+## Task 20: Leak renderers (leaks, leaklookup, darkpass, psbdmp)
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/leak-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+**Leak/HIBP:** `graphic[0].leak` — Force graph (breached databases)
+
+**LeakLookup:** `graphic[0].leaklookup` — Accordion-style list. Each item is a breach site with nested field/value pairs. Render as expandable sections using shadcn Collapsible or nested card.
+
+**Darkpass:** `graphic[0].darkpass` — Simple list of leaked passwords.
+
+**PsbDmp:**
+- `graphic[0].psbdmp` — Word cloud (paste content words)
+- `graphic[1].list` — DataTable (paste entries)
+
+Register `leaks: LeakGraphRenderer`, `leaklookup: LeakLookupRenderer`, `darkpass: DarkpassRenderer`, `psbdmp: PsbdmpRenderer` in index.ts.
+
+**Commit:** `[ADD] Leak module renderers for HIBP, LeakLookup, Darkpass, PsbDmp`
+
+---
+
+## Task 21: Enrichment renderers (EmailRep, FullContact, PeopleDataLabs)
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/enrichment-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+**EmailRep:**
+- `graphic[0].emailrep` — Force graph (reputation details)
+- `graphic[1].social` — Force graph (social profiles)
+
+**FullContact:**
+- `graphic[0].fullcontact` — Force graph (enriched profile)
+- `graphic[1].cloud` — Word cloud (digital footprint)
+
+**PeopleDataLabs:**
+- `graphic[0].peopledatalabs` — Force graph (enriched profile)
+- `graphic[1].social` — Force graph (social profiles)
+
+Register `emailrep: EmailRepRenderer`, `fullcontact: FullContactRenderer`, `peopledatalabs: PeopleDataLabsRenderer` in index.ts.
+
+**Commit:** `[ADD] Enrichment module renderers for EmailRep, FullContact, PeopleDataLabs`
+
+---
+
+## Task 22: Simple graph renderers (GitLab, Tinder, Skype, GhostProject)
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/simple-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+These modules only have a single force graph visualization. Create a generic `SimpleGraphRenderer` factory:
+
+```typescript
+function makeSimpleRenderer(graphKey: string, title: string) {
+  return function SimpleRenderer({ result }: RendererProps) {
+    const data = gfx<unknown[]>(result.graphic, 0, graphKey);
+    const graph = data ? gatherToGraph(data as never[]) : null;
+    if (!graph || graph.nodes.length < 2) return null;
+    return (
+      <VizCard title={title}>
+        <ForceGraph nodes={graph.nodes} links={graph.links} height={350} />
+      </VizCard>
+    );
+  };
+}
+```
+
+Register:
+- `gitlab: makeSimpleRenderer("gitlab", "GitLab Profile")`
+- `tinder: makeSimpleRenderer("tinder", "Tinder Profile")`
+- `ghostproject: makeSimpleRenderer("ghostproject", "GhostProject")`
+- `skype` gets a simple status text renderer (no graph)
+
+**Commit:** `[ADD] Simple graph renderers for GitLab, Tinder, Skype, GhostProject`
+
+---
+
+## Task 23: Tweetiment renderer
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/renderers/tweetiment-renderer.tsx`
+- Modify: `frontend-next/src/components/gatherer/renderers/index.ts`
+
+**Tweetiment:** `graphic[0].sentiment` — Multi-series line chart (positive/negative/neutral)
+
+Register as `tweetiment: TweetimentRenderer` in index.ts.
+
+**Commit:** `[ADD] Tweetiment sentiment analysis renderer`
+
+---
+
+## Task 24: Update MSW mock data for module-specific formats
+
+**Files:**
+- Modify: `frontend-next/src/mocks/data.ts`
+- Modify: `frontend-next/src/mocks/handlers.ts`
+
+Update the mock data to use the real iKy backend data format (positional `graphic[]` arrays with module-specific keys). Add mock data for at least: twitter, github, holehe, search — these cover the main renderer patterns.
+
+Update handlers.ts to return the correct mock data based on the module name in the dispatch request.
+
+**Commit:** `[UPT] Update MSW mocks with module-specific graphic data formats`
+
+---
+
+## Task 25: Final integration test and cleanup
+
+**Step 1: Run all unit tests**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vitest run`
+Expected: All tests pass
+
+**Step 2: Run typecheck**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx tsc --noEmit`
+Expected: No errors
+
+**Step 3: Run build**
+
+Run: `cd /home/jpdborgna/src/iKy/frontend-next && npx vite build`
+Expected: Build succeeds with no errors
+
+**Step 4: Verify all renderers are registered**
+
+Check that `MODULE_RENDERERS` in `index.ts` has entries for all 28 modules (or all modules that have custom visualizations — some may still use generic fallback if they have no dedicated Angular component, like `usersearch`).
+
+Expected module count in registry: ~25 custom renderers (twitter, instagram, tiktok, twitch, reddit, spotify, linkedin, mastodon, keybase, venmo, github, holehe, sherlock, socialscan, search, dorks, leaks, leaklookup, darkpass, psbdmp, emailrep, fullcontact, peopledatalabs, gitlab, tinder, skype, ghostproject, tweetiment).
+
+**Step 5: Commit any final cleanups**
+
+```bash
+git commit -m "[UPT] Final integration cleanup for module renderers"
+```
diff --git a/docs/plans/2026-02-25-new-frontend-design.md b/docs/plans/2026-02-25-new-frontend-design.md
new file mode 100644
index 00000000..908f0de0
--- /dev/null
+++ b/docs/plans/2026-02-25-new-frontend-design.md
@@ -0,0 +1,300 @@
+# New Frontend Design — React + Vite + shadcn/ui
+
+**Date**: 2026-02-25
+**Status**: Approved
+**Goal**: Build a new frontend with usability parity, modern stack, dark hacker aesthetic, coexisting alongside the current Angular frontend in a separate container.
+
+---
+
+## Tech Stack
+
+| Layer | Choice | Rationale |
+|-------|--------|-----------|
+| Framework | React 19 + TypeScript | Best viz ecosystem, strong types |
+| Build | Vite 6 | Instant HMR, fast builds |
+| Routing | React Router 7 | Standard SPA routing |
+| State | Zustand | Minimal boilerplate, great DX |
+| Server state | TanStack Query | Polling, caching, WS invalidation |
+| Styling | Tailwind CSS 4 | Utility-first, easy dark theme |
+| Components | shadcn/ui | Copy-paste, fully customizable |
+| Charts | Recharts | React-native charting |
+| Network graphs | react-force-graph-2d | D3-force with React wrapper |
+| Maps | react-leaflet | Same Leaflet engine as today |
+| Tables | TanStack Table | Headless, full control |
+| WebSocket | Socket.IO client | Real-time task updates |
+| Icons | Lucide React + react-icons | shadcn default + social icons |
+| Forms | React Hook Form + Zod | Validation for search/API keys |
+| Testing | Vitest + Testing Library + Playwright + MSW | Unit, component, e2e, API mocking |
+
+---
+
+## Project Structure
+
+```
+frontend-next/
+├── src/
+│   ├── app/             # Root layout, providers, global styles
+│   ├── pages/           # Route pages
+│   │   ├── gatherer/    # Main search + module results
+│   │   ├── profile/     # Aggregated profile view
+│   │   ├── timeline/    # Chronological events
+│   │   └── apikeys/     # API key management
+│   ├── components/
+│   │   ├── ui/          # shadcn/ui components (button, card, dialog, etc.)
+│   │   ├── layout/      # Sidebar, Header, Footer
+│   │   ├── viz/         # Reusable: ForceGraph, Charts, WordCloud, Map, DataTable
+│   │   └── modules/     # Custom components only for unique module viz
+│   ├── hooks/           # useModuleQuery, useWebSocket, useTheme
+│   ├── lib/             # API client, socket client, utilities
+│   ├── stores/          # Zustand: gatherStore, apiKeyStore, uiStore
+│   └── types/           # TypeScript types for API responses, modules
+├── public/              # Static assets (logo, geojson)
+├── Dockerfile
+├── nginx.conf
+├── vite.config.ts
+├── tailwind.config.ts
+├── tsconfig.json
+└── package.json
+```
+
+---
+
+## Architecture
+
+```
+┌─────────────────────────────────────────────────┐
+│                   React App                      │
+│                                                  │
+│  ┌───────────┐   ┌──────────┐   ┌────────────┐ │
+│  │  Pages     │   │  Stores  │   │ TanStack   │ │
+│  │ (routes)   │──▶│ (Zustand)│◀──│ Query      │ │
+│  └───────────┘   └──────────┘   └─────┬──────┘ │
+│        │                              │         │
+│        ▼                              ▼         │
+│  ┌───────────┐              ┌──────────────┐    │
+│  │Components │              │  API Client   │    │
+│  │ (viz, ui) │              │  + Socket.IO  │    │
+│  └───────────┘              └──────┬───────┘    │
+└────────────────────────────────────┼────────────┘
+                                     │
+                    ┌────────────────┼──────────────┐
+                    │         Flask Backend          │
+                    │  POST /module → task_id        │
+                    │  WS: task:state, task:result   │
+                    │  GET /apikey, POST /apikey      │
+                    └────────────────────────────────┘
+```
+
+### Data Flow for a Search
+
+1. User types email/username in search bar → dispatches to `gatherStore`
+2. `gatherStore.startSearch(input)` fires POST to each enabled module
+3. Each POST returns a `task_id` — stored in `gatherStore.tasks[module]`
+4. **WebSocket**: Backend emits `task:state` and `task:result` events per task_id
+5. Socket.IO client receives events → updates TanStack Query cache → components re-render
+6. **Fallback**: If WS disconnects, TanStack Query falls back to HTTP polling via `/state` and `/result`
+7. Results aggregated into `gatherStore.results[module]` with typed shapes
+8. Profile/Timeline pages read from the same store, filtered by their view
+
+### State Architecture
+
+| Store | Purpose | Key State |
+|-------|---------|-----------|
+| `gatherStore` | Search state & results | `input`, `tasks`, `results`, `status` per module |
+| `apiKeyStore` | API key management | `keys: ApiKey[]`, CRUD operations |
+| `uiStore` | UI preferences | `sidebarOpen`, `theme`, `activeFilters` |
+
+---
+
+## Pages
+
+### Routes
+
+```
+/                    → redirect to /gatherer
+/gatherer            → Main search + module results (core page)
+/profile             → Aggregated profile view
+/timeline            → Chronological events
+/apikeys             → API key management
+```
+
+No `/principal` dashboard — the gatherer IS the landing page.
+
+### Gatherer (core page)
+
+- **Search bar** at top with email/username input + validation
+- **Module progress grid**: glanceable status of all running tasks (icons with status badges)
+- **Category filter tabs**: All | Social | Leaks | Search | Enrichment
+- **Expandable result cards** per module with sub-tabs: Graph | Table | Raw JSON
+- **Validation badge** on each card (hard/soft/none)
+- **Export** button per module or all at once (JSON)
+
+### Profile
+
+- Avatar, name, email, location header
+- Tabs: Overview | Photos | Social | Map
+- Aggregates `profile` arrays from all completed modules
+
+### Timeline
+
+- Vertical timeline, newest first
+- Aggregates `timeline` arrays from all modules, sorted by date descending
+- Icon + text per event
+
+### API Keys
+
+- TanStack Table with inline editing
+- Masked key display
+- Import/Export JSON buttons
+- Add/Edit/Delete operations
+
+---
+
+## Module Registry (Hybrid Component Approach)
+
+```typescript
+interface ModuleConfig {
+  id: string              // "github", "twitter", etc.
+  label: string           // "GitHub"
+  icon: IconType
+  category: "social" | "email" | "search" | "leak" | "enrichment"
+  requiresApiKey?: string
+  specialParams?: Record<string, any>
+  visualization: {
+    useGenericGraph?: boolean
+    useGenericChart?: boolean
+    useGenericTable?: boolean
+    customComponent?: React.FC
+  }
+}
+```
+
+~20 of 28 modules use generic viz components. Custom components only for:
+- **Twitter**: Timeline sub-view, popularity metrics
+- **GitHub**: Repo grid with language bars
+- **Holehe/UserSearch**: Account existence matrix
+- **Dorks**: Search result list with source links
+
+---
+
+## Shared Visualization Components
+
+| Component | Library | Used For |
+|-----------|---------|----------|
+| `ForceGraph` | react-force-graph-2d | Network relationships |
+| `ModuleChart` | Recharts | Bar/line/pie charts |
+| `DataTable` | TanStack Table | Tabular data |
+| `WordCloud` | react-wordcloud | Keyword frequency |
+| `LocationMap` | react-leaflet | Geolocation display |
+| `ResultCard` | shadcn Card | Expandable module container |
+| `StatusBadge` | shadcn Badge | Task status display |
+| `ModuleGrid` | CSS Grid | Progress overview |
+
+---
+
+## Dark Hacker Theme
+
+- **Background**: Near-black (`#0a0a0f`) with subtle blue tint
+- **Cards**: Dark gray (`#111118`) with faint border glow
+- **Accent**: Cyan/teal (`#06b6d4`)
+- **Text**: White primary, gray-400 secondary
+- **Status colors**: Green (success), amber (pending), red (error), cyan (info)
+- **Font**: JetBrains Mono for data, Inter for UI text
+- **Effects**: Subtle glow on active elements, scanline-style progress bars
+
+---
+
+## Docker Setup
+
+Coexists alongside old frontend:
+
+```yaml
+# docker-compose.yml additions
+frontend-next:
+  build:
+    context: ./frontend-next
+    dockerfile: Dockerfile
+  ports:
+    - "5173:5173"
+  depends_on:
+    - backend
+  environment:
+    - VITE_API_URL=http://backend:5000
+    - VITE_WS_URL=ws://backend:5000
+```
+
+**Dev**: Vite dev server on 5173
+**Prod**: Multi-stage build → Nginx serving static files
+
+---
+
+## Backend Changes (Minimal)
+
+1. Add `flask-socketio` to `requirements.txt`
+2. Wrap Flask app with `SocketIO(app)`
+3. Emit `task:started`, `task:result`, `task:error` events (~15 lines in `api.py`)
+4. Update CORS to include `:5173` origin
+5. Socket.IO uses Redis as message queue (already available)
+
+No changes to existing HTTP endpoints.
+
+---
+
+## Testing Strategy
+
+| Layer | Tool | Focus |
+|-------|------|-------|
+| Unit | Vitest | Stores, utilities, data transformers |
+| Component | Vitest + Testing Library | Key components with mock data |
+| Integration | Playwright | Full page flows |
+| API mocking | MSW | Mock backend during dev/tests |
+
+Priority test targets:
+- Module registry renders correct viz per module type
+- Gather flow: search → task dispatch → result display
+- WebSocket connection/reconnection/fallback
+- API key CRUD
+- Profile/Timeline data aggregation
+
+---
+
+## API Contract Reference
+
+### Standard Module Flow
+
+```
+POST /<module> {"username": "target", "from": "Initial"}
+→ {"module": "...", "task": "uuid", "param": "...", "from_m": "Initial"}
+
+WS event: task:state {task_id, module, state: "PENDING|SUCCESS|FAILURE"}
+WS event: task:result {task_id, module, result: [...]}
+```
+
+### Result Shape (array, order-dependent)
+
+```json
+[
+  {"module": "github"},
+  {"param": "target"},
+  {"validation": "hard|soft|no|not_used"},
+  {"raw": {...}},
+  {"graphic": [...]},
+  {"profile": [...]},
+  {"timeline": [...]},
+  {"tasks": [...]}
+]
+```
+
+### API Keys
+
+- `GET /apikey` → `[{id, name, key}]`
+- `POST /apikey` → `[{id, name, key}]` (write)
+
+### 38 Module Endpoints
+
+Social: github, twitter, instagram, tiktok, reddit, tinder, venmo, mastodon, twitch, linkedin, keybase, gitlab, skype, spotify
+Email/Leak: emailrep, leaks, leaklookup, darkpass, psbdmp
+Username: usersearch, socialscan, sherlock, holehe
+Enrichment: peopledatalabs, fullcontact, ghostproject
+Search: search, dorks
+Special: twitter_info, twitter_infos, twitter_comp, twitter_comps, tweetiment
diff --git a/docs/plans/2026-02-25-new-frontend-plan.md b/docs/plans/2026-02-25-new-frontend-plan.md
new file mode 100644
index 00000000..af148625
--- /dev/null
+++ b/docs/plans/2026-02-25-new-frontend-plan.md
@@ -0,0 +1,2419 @@
+# New Frontend Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** Build a new React frontend (`frontend-next/`) with usability parity to the existing Angular 8 frontend, using modern tooling, dark hacker aesthetic, and WebSocket support.
+
+**Architecture:** React 19 + Vite 6 SPA talking to the existing Flask backend. Zustand for local state, TanStack Query for server state, Socket.IO for real-time task updates. Data-driven module registry with generic visualization components + custom overrides for unique modules.
+
+**Tech Stack:** React 19, TypeScript, Vite 6, Tailwind CSS 4, shadcn/ui, Zustand, TanStack Query, Socket.IO, Recharts, react-force-graph-2d, react-leaflet, TanStack Table, Vitest, Playwright, MSW.
+
+**Design Doc:** `docs/plans/2026-02-25-new-frontend-design.md`
+
+---
+
+## Phase 1: Project Scaffold
+
+### Task 1.1: Initialize Vite + React + TypeScript project
+
+**Files:**
+- Create: `frontend-next/` (entire scaffold)
+
+**Step 1: Create Vite project**
+
+```bash
+cd /home/jpdborgna/src/iKy
+npm create vite@latest frontend-next -- --template react-ts
+```
+
+**Step 2: Verify it runs**
+
+```bash
+cd frontend-next && npm install && npm run dev -- --port 5173
+```
+
+Expected: Dev server on http://localhost:5173 with Vite + React boilerplate.
+
+**Step 3: Clean up boilerplate**
+
+Remove `src/App.css`, `src/assets/react.svg`, default content from `src/App.tsx` and `src/index.css`. Keep the skeleton.
+
+**Step 4: Commit**
+
+```bash
+git add frontend-next/
+git commit -m "[ADD] Scaffold frontend-next with Vite + React + TypeScript"
+```
+
+---
+
+### Task 1.2: Install and configure Tailwind CSS 4
+
+**Files:**
+- Modify: `frontend-next/package.json`
+- Create: `frontend-next/src/index.css` (Tailwind directives)
+
+**Step 1: Install Tailwind**
+
+```bash
+cd frontend-next
+npm install tailwindcss @tailwindcss/vite
+```
+
+**Step 2: Configure Vite plugin**
+
+In `frontend-next/vite.config.ts`:
+```typescript
+import { defineConfig } from "vite";
+import react from "@vitejs/plugin-react";
+import tailwindcss from "@tailwindcss/vite";
+
+export default defineConfig({
+  plugins: [react(), tailwindcss()],
+  server: { port: 5173 },
+});
+```
+
+**Step 3: Add Tailwind import to CSS**
+
+In `frontend-next/src/index.css`:
+```css
+@import "tailwindcss";
+```
+
+**Step 4: Add path aliases to tsconfig**
+
+In `frontend-next/tsconfig.json`, add to `compilerOptions`:
+```json
+{
+  "baseUrl": ".",
+  "paths": {
+    "@/*": ["./src/*"]
+  }
+}
+```
+
+And install the Vite path plugin:
+```bash
+npm install -D @types/node
+```
+
+Update `vite.config.ts` to add path resolve:
+```typescript
+import path from "path";
+
+export default defineConfig({
+  plugins: [react(), tailwindcss()],
+  resolve: {
+    alias: {
+      "@": path.resolve(__dirname, "./src"),
+    },
+  },
+  server: { port: 5173 },
+});
+```
+
+**Step 5: Verify Tailwind works**
+
+Add `<h1 className="text-3xl font-bold text-cyan-400">iKy</h1>` to App.tsx, confirm cyan text renders.
+
+**Step 6: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Configure Tailwind CSS 4 with path aliases"
+```
+
+---
+
+### Task 1.3: Initialize shadcn/ui
+
+**Files:**
+- Create: `frontend-next/components.json`
+- Create: `frontend-next/src/components/ui/` (generated components)
+- Modify: `frontend-next/src/index.css` (CSS variables)
+
+**Step 1: Run shadcn init**
+
+```bash
+cd frontend-next
+npx shadcn@latest init
+```
+
+Choose: TypeScript, New York style, Zinc base color, CSS variables = yes.
+
+**Step 2: Configure dark theme CSS variables**
+
+Override the generated CSS variables in `src/index.css` with iKy dark hacker theme:
+
+```css
+@layer base {
+  :root {
+    /* Dark-only theme - no light mode */
+    --background: 240 10% 3.9%;      /* #0a0a0f near-black with blue tint */
+    --foreground: 0 0% 95%;
+    --card: 240 6% 7%;               /* #111118 dark gray */
+    --card-foreground: 0 0% 95%;
+    --popover: 240 6% 7%;
+    --popover-foreground: 0 0% 95%;
+    --primary: 187 92% 41%;          /* #06b6d4 cyan/teal accent */
+    --primary-foreground: 240 10% 3.9%;
+    --secondary: 240 4% 16%;
+    --secondary-foreground: 0 0% 95%;
+    --muted: 240 4% 16%;
+    --muted-foreground: 240 5% 64%;
+    --accent: 187 92% 41%;
+    --accent-foreground: 240 10% 3.9%;
+    --destructive: 0 62% 50%;
+    --destructive-foreground: 0 0% 95%;
+    --border: 240 4% 16%;
+    --input: 240 4% 16%;
+    --ring: 187 92% 41%;
+  }
+}
+```
+
+**Step 3: Install JetBrains Mono and Inter fonts**
+
+```bash
+npm install @fontsource/jetbrains-mono @fontsource/inter
+```
+
+Import in `src/main.tsx`:
+```typescript
+import "@fontsource/inter/400.css";
+import "@fontsource/inter/500.css";
+import "@fontsource/inter/600.css";
+import "@fontsource/inter/700.css";
+import "@fontsource/jetbrains-mono/400.css";
+import "@fontsource/jetbrains-mono/500.css";
+```
+
+**Step 4: Install first shadcn components**
+
+```bash
+npx shadcn@latest add button card badge input tabs dialog toast sonner
+```
+
+**Step 5: Verify with a dark-themed card**
+
+Render a `<Card>` with dark background, cyan border glow, and verify it looks right.
+
+**Step 6: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Configure shadcn/ui with dark hacker theme"
+```
+
+---
+
+## Phase 2: Core Infrastructure
+
+### Task 2.1: TypeScript types for API contract
+
+**Files:**
+- Create: `frontend-next/src/types/api.ts`
+- Create: `frontend-next/src/types/modules.ts`
+
+**Step 1: Define API response types**
+
+```typescript
+// src/types/api.ts
+
+/** Response from POST /<module> */
+export interface TaskDispatchResponse {
+  module: string;
+  task: string; // UUID
+  param: string;
+  from_m: string;
+}
+
+/** Response from GET /state/<task_id>/<module> */
+export interface TaskStateResponse {
+  state: "PENDING" | "STARTED" | "SUCCESS" | "FAILURE" | "RETRY" | "REVOKED";
+  task_id: string;
+  task_app: string;
+}
+
+/** Individual result array items (order-dependent from backend) */
+export interface ModuleResultRaw {
+  module: string;
+  param: string;
+  validation: "hard" | "soft" | "no" | "not_used";
+  raw: Record<string, unknown> | RawError[];
+  graphic: GraphicItem[];
+  profile: ProfileItem[];
+  timeline: TimelineEvent[];
+  tasks: TaskReference[];
+}
+
+export interface RawError {
+  status: "Warning" | "Fail";
+  reason: string;
+  traceback?: string;
+}
+
+export interface GraphicItem {
+  details?: unknown[];
+  social?: unknown[];
+  cal_actual?: string;
+  cal_previous?: string;
+  [key: string]: unknown;
+}
+
+export interface ProfileItem {
+  email?: string;
+  name?: string;
+  organization?: string;
+  location?: string;
+  geo?: { lat: number; lng: number };
+  photos?: { src: string; caption?: string }[];
+  presence?: { source: string; url: string; name?: string }[];
+  social?: { source: string; url: string; name?: string }[];
+  [key: string]: unknown;
+}
+
+export interface TimelineEvent {
+  date: string;
+  action: string;
+  icon?: string;
+  desc?: string;
+}
+
+export interface TaskReference {
+  module: string;
+  param: string;
+}
+
+/** Response from GET /result/<task_id> */
+export interface TaskResultResponse {
+  result: Record<string, unknown>[];
+  error?: string;
+}
+
+/** API Key */
+export interface ApiKey {
+  id: string;
+  name: string;
+  key: string;
+}
+
+/** Response from GET/POST /apikey */
+export interface ApiKeyResponse {
+  keys: ApiKey[];
+}
+
+/** Response from GET /tasklist */
+export interface TaskListResponse {
+  modules: string[];
+}
+```
+
+**Step 2: Define module registry types**
+
+```typescript
+// src/types/modules.ts
+import type { ComponentType } from "react";
+
+export type ModuleCategory =
+  | "social"
+  | "email"
+  | "search"
+  | "leak"
+  | "enrichment"
+  | "username";
+
+export type InputType = "email" | "username" | "both";
+
+export interface ModuleConfig {
+  id: string;
+  label: string;
+  icon: string; // lucide icon name or react-icons identifier
+  category: ModuleCategory;
+  inputType: InputType; // what kind of input this module accepts
+  requiresApiKey?: string;
+  specialParams?: Record<string, unknown>;
+  visualization: {
+    useGenericGraph?: boolean;
+    useGenericChart?: boolean;
+    useGenericTable?: boolean;
+    customComponent?: ComponentType<{ data: unknown }>;
+  };
+}
+```
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] TypeScript types for API contract and module registry"
+```
+
+---
+
+### Task 2.2: API client with environment config
+
+**Files:**
+- Create: `frontend-next/src/lib/api-client.ts`
+- Create: `frontend-next/.env`
+- Create: `frontend-next/.env.example`
+
+**Step 1: Create environment files**
+
+```env
+# .env
+VITE_API_URL=http://localhost:5000
+VITE_WS_URL=ws://localhost:5000
+```
+
+```env
+# .env.example
+VITE_API_URL=http://localhost:5000
+VITE_WS_URL=ws://localhost:5000
+```
+
+**Step 2: Create API client**
+
+```typescript
+// src/lib/api-client.ts
+import type {
+  ApiKey,
+  ApiKeyResponse,
+  TaskDispatchResponse,
+  TaskListResponse,
+  TaskResultResponse,
+  TaskStateResponse,
+} from "@/types/api";
+
+const API_URL = import.meta.env.VITE_API_URL ?? "http://localhost:5000";
+
+async function request<T>(
+  path: string,
+  options?: RequestInit
+): Promise<T> {
+  const res = await fetch(`${API_URL}${path}`, {
+    headers: { "Content-Type": "application/json" },
+    ...options,
+  });
+  if (!res.ok) {
+    throw new Error(`API error ${res.status}: ${res.statusText}`);
+  }
+  return res.json() as Promise<T>;
+}
+
+/** GET /tasklist */
+export function fetchTaskList(): Promise<TaskListResponse> {
+  return request("/tasklist");
+}
+
+/** POST /<module> — dispatch a task */
+export function dispatchModule(
+  module: string,
+  params: { username: string; from?: string; [key: string]: unknown }
+): Promise<TaskDispatchResponse> {
+  return request(`/${module}`, {
+    method: "POST",
+    body: JSON.stringify(params),
+  });
+}
+
+/** GET /state/<task_id>/<module> — poll task state */
+export function fetchTaskState(
+  taskId: string,
+  module: string
+): Promise<TaskStateResponse> {
+  return request(`/state/${taskId}/${module}`);
+}
+
+/** GET /result/<task_id> — fetch completed result */
+export function fetchTaskResult(
+  taskId: string
+): Promise<TaskResultResponse> {
+  return request(`/result/${taskId}`);
+}
+
+/** GET /apikey — read API keys (POST with empty body) */
+export function fetchApiKeys(): Promise<ApiKeyResponse> {
+  return request("/apikey", { method: "POST", body: JSON.stringify({}) });
+}
+
+/** POST /apikey — write API keys */
+export function writeApiKeys(keys: ApiKey[]): Promise<ApiKeyResponse> {
+  return request("/apikey", {
+    method: "POST",
+    body: JSON.stringify(keys),
+  });
+}
+```
+
+**Step 3: Write test for API client**
+
+```typescript
+// src/lib/__tests__/api-client.test.ts
+import { describe, expect, it, vi, beforeEach, afterEach } from "vitest";
+import { fetchTaskList, dispatchModule } from "../api-client";
+
+const mockFetch = vi.fn();
+global.fetch = mockFetch;
+
+describe("api-client", () => {
+  beforeEach(() => mockFetch.mockClear());
+
+  it("fetchTaskList calls GET /tasklist", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: true,
+      json: () => Promise.resolve({ modules: ["github", "twitter"] }),
+    });
+    const result = await fetchTaskList();
+    expect(mockFetch).toHaveBeenCalledWith(
+      "http://localhost:5000/tasklist",
+      expect.objectContaining({ headers: { "Content-Type": "application/json" } })
+    );
+    expect(result.modules).toEqual(["github", "twitter"]);
+  });
+
+  it("dispatchModule calls POST /<module>", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: true,
+      json: () =>
+        Promise.resolve({
+          module: "github",
+          task: "uuid-123",
+          param: "john",
+          from_m: "Initial",
+        }),
+    });
+    const result = await dispatchModule("github", {
+      username: "john",
+      from: "Initial",
+    });
+    expect(result.task).toBe("uuid-123");
+  });
+
+  it("throws on non-ok response", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: false,
+      status: 500,
+      statusText: "Internal Server Error",
+    });
+    await expect(fetchTaskList()).rejects.toThrow("API error 500");
+  });
+});
+```
+
+**Step 4: Install Vitest and run test**
+
+```bash
+cd frontend-next
+npm install -D vitest
+```
+
+Add to `package.json` scripts: `"test": "vitest run", "test:watch": "vitest"`
+
+Run: `npx vitest run src/lib/__tests__/api-client.test.ts`
+Expected: 3 tests PASS
+
+**Step 5: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] API client with typed endpoints and unit tests"
+```
+
+---
+
+### Task 2.3: Zustand stores
+
+**Files:**
+- Create: `frontend-next/src/stores/gather-store.ts`
+- Create: `frontend-next/src/stores/apikey-store.ts`
+- Create: `frontend-next/src/stores/ui-store.ts`
+
+**Step 1: Install Zustand**
+
+```bash
+npm install zustand
+```
+
+**Step 2: Create gather store**
+
+```typescript
+// src/stores/gather-store.ts
+import { create } from "zustand";
+import type { ModuleResultRaw } from "@/types/api";
+
+type TaskStatus = "idle" | "dispatching" | "pending" | "running" | "success" | "error";
+
+interface TaskEntry {
+  taskId: string;
+  status: TaskStatus;
+  result?: ModuleResultRaw;
+  error?: string;
+}
+
+interface GatherState {
+  input: string;
+  inputType: "email" | "username";
+  tasks: Record<string, TaskEntry>; // keyed by module id
+  isSearching: boolean;
+
+  setInput: (input: string) => void;
+  startSearch: (input: string) => void;
+  setTaskDispatched: (module: string, taskId: string) => void;
+  setTaskStatus: (module: string, status: TaskStatus) => void;
+  setTaskResult: (module: string, result: ModuleResultRaw) => void;
+  setTaskError: (module: string, error: string) => void;
+  reset: () => void;
+}
+
+const isEmail = (s: string) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(s);
+
+export const useGatherStore = create<GatherState>((set) => ({
+  input: "",
+  inputType: "email",
+  tasks: {},
+  isSearching: false,
+
+  setInput: (input) =>
+    set({ input, inputType: isEmail(input) ? "email" : "username" }),
+
+  startSearch: (input) =>
+    set({
+      input,
+      inputType: isEmail(input) ? "email" : "username",
+      tasks: {},
+      isSearching: true,
+    }),
+
+  setTaskDispatched: (module, taskId) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { taskId, status: "dispatching" },
+      },
+    })),
+
+  setTaskStatus: (module, status) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { ...state.tasks[module], status },
+      },
+    })),
+
+  setTaskResult: (module, result) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { ...state.tasks[module], status: "success", result },
+      },
+    })),
+
+  setTaskError: (module, error) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { ...state.tasks[module], status: "error", error },
+      },
+    })),
+
+  reset: () => set({ input: "", tasks: {}, isSearching: false }),
+}));
+```
+
+**Step 3: Create API key store**
+
+```typescript
+// src/stores/apikey-store.ts
+import { create } from "zustand";
+import type { ApiKey } from "@/types/api";
+
+interface ApiKeyState {
+  keys: ApiKey[];
+  isLoading: boolean;
+  setKeys: (keys: ApiKey[]) => void;
+  addKey: (key: ApiKey) => void;
+  updateKey: (id: string, updates: Partial<ApiKey>) => void;
+  removeKey: (id: string) => void;
+  setLoading: (loading: boolean) => void;
+}
+
+export const useApiKeyStore = create<ApiKeyState>((set) => ({
+  keys: [],
+  isLoading: false,
+
+  setKeys: (keys) => set({ keys }),
+  addKey: (key) => set((s) => ({ keys: [...s.keys, key] })),
+  updateKey: (id, updates) =>
+    set((s) => ({
+      keys: s.keys.map((k) => (k.id === id ? { ...k, ...updates } : k)),
+    })),
+  removeKey: (id) => set((s) => ({ keys: s.keys.filter((k) => k.id !== id) })),
+  setLoading: (isLoading) => set({ isLoading }),
+}));
+```
+
+**Step 4: Create UI store**
+
+```typescript
+// src/stores/ui-store.ts
+import { create } from "zustand";
+import type { ModuleCategory } from "@/types/modules";
+
+interface UiState {
+  sidebarOpen: boolean;
+  activeFilter: ModuleCategory | "all";
+  toggleSidebar: () => void;
+  setFilter: (filter: ModuleCategory | "all") => void;
+}
+
+export const useUiStore = create<UiState>((set) => ({
+  sidebarOpen: true,
+  activeFilter: "all",
+
+  toggleSidebar: () => set((s) => ({ sidebarOpen: !s.sidebarOpen })),
+  setFilter: (activeFilter) => set({ activeFilter }),
+}));
+```
+
+**Step 5: Write store tests**
+
+```typescript
+// src/stores/__tests__/gather-store.test.ts
+import { describe, expect, it, beforeEach } from "vitest";
+import { useGatherStore } from "../gather-store";
+
+describe("gatherStore", () => {
+  beforeEach(() => useGatherStore.getState().reset());
+
+  it("detects email input type", () => {
+    useGatherStore.getState().setInput("test@example.com");
+    expect(useGatherStore.getState().inputType).toBe("email");
+  });
+
+  it("detects username input type", () => {
+    useGatherStore.getState().setInput("johndoe");
+    expect(useGatherStore.getState().inputType).toBe("username");
+  });
+
+  it("tracks task dispatch", () => {
+    useGatherStore.getState().setTaskDispatched("github", "uuid-1");
+    const task = useGatherStore.getState().tasks.github;
+    expect(task.taskId).toBe("uuid-1");
+    expect(task.status).toBe("dispatching");
+  });
+});
+```
+
+**Step 6: Run tests**
+
+Run: `npx vitest run src/stores/__tests__/`
+Expected: All tests PASS
+
+**Step 7: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Zustand stores for gather, apikeys, and UI state"
+```
+
+---
+
+### Task 2.4: Module registry
+
+**Files:**
+- Create: `frontend-next/src/lib/module-registry.ts`
+
+**Step 1: Create module registry with all 28+ modules**
+
+```typescript
+// src/lib/module-registry.ts
+import type { ModuleConfig } from "@/types/modules";
+
+export const MODULE_REGISTRY: ModuleConfig[] = [
+  // === Email/Leak ===
+  {
+    id: "emailrep",
+    label: "EmailRep",
+    icon: "mail-check",
+    category: "email",
+    inputType: "email",
+    requiresApiKey: "emailrep_key",
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "leaklookup",
+    label: "LeakLookup",
+    icon: "shield-alert",
+    category: "leak",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "leaks",
+    label: "HIBP",
+    icon: "lock-keyhole",
+    category: "leak",
+    inputType: "email",
+    requiresApiKey: "haveibeenpwned_key",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "darkpass",
+    label: "Darkpass",
+    icon: "skull",
+    category: "leak",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "psbdmp",
+    label: "PsbDmp",
+    icon: "file-text",
+    category: "leak",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "holehe",
+    label: "Holehe",
+    icon: "user-search",
+    category: "username",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  // === Social ===
+  {
+    id: "github",
+    label: "GitHub",
+    icon: "github",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "gitlab",
+    label: "GitLab",
+    icon: "gitlab",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "twitter",
+    label: "Twitter",
+    icon: "twitter",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericChart: true },
+  },
+  {
+    id: "instagram",
+    label: "Instagram",
+    icon: "instagram",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericChart: true },
+  },
+  {
+    id: "tiktok",
+    label: "TikTok",
+    icon: "music",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "reddit",
+    label: "Reddit",
+    icon: "message-circle",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "mastodon",
+    label: "Mastodon",
+    icon: "at-sign",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "twitch",
+    label: "Twitch",
+    icon: "tv",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericChart: true },
+  },
+  {
+    id: "spotify",
+    label: "Spotify",
+    icon: "headphones",
+    category: "social",
+    inputType: "username",
+    specialParams: { proc: 1 },
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "tinder",
+    label: "Tinder",
+    icon: "flame",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "venmo",
+    label: "Venmo",
+    icon: "dollar-sign",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "linkedin",
+    label: "LinkedIn",
+    icon: "briefcase",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "keybase",
+    label: "Keybase",
+    icon: "key",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "skype",
+    label: "Skype",
+    icon: "phone",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  // === Username Search ===
+  {
+    id: "usersearch",
+    label: "UserSearch",
+    icon: "search",
+    category: "username",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "socialscan",
+    label: "SocialScan",
+    icon: "scan",
+    category: "username",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "sherlock",
+    label: "Sherlock",
+    icon: "fingerprint",
+    category: "username",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  // === Search ===
+  {
+    id: "search",
+    label: "Searchers",
+    icon: "globe",
+    category: "search",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "dorks",
+    label: "Dorks",
+    icon: "terminal",
+    category: "search",
+    inputType: "username",
+    specialParams: { dorks: "" },
+    visualization: { useGenericTable: true },
+  },
+  // === Enrichment ===
+  {
+    id: "peopledatalabs",
+    label: "PeopleDataLabs",
+    icon: "database",
+    category: "enrichment",
+    inputType: "email",
+    requiresApiKey: "peopledatalabs_key",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "fullcontact",
+    label: "FullContact",
+    icon: "contact",
+    category: "enrichment",
+    inputType: "email",
+    requiresApiKey: "fullcontact_key",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "ghostproject",
+    label: "GhostProject",
+    icon: "ghost",
+    category: "enrichment",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+];
+
+/** Get modules by category */
+export function getModulesByCategory(category: string): ModuleConfig[] {
+  if (category === "all") return MODULE_REGISTRY;
+  return MODULE_REGISTRY.filter((m) => m.category === category);
+}
+
+/** Get a single module config */
+export function getModule(id: string): ModuleConfig | undefined {
+  return MODULE_REGISTRY.find((m) => m.id === id);
+}
+
+/** Get modules applicable for a given input type */
+export function getModulesForInput(
+  input: string
+): ModuleConfig[] {
+  const isEmail = /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(input);
+  return MODULE_REGISTRY.filter(
+    (m) => m.inputType === "both" || (isEmail ? m.inputType === "email" : m.inputType === "username")
+  );
+}
+```
+
+**Step 2: Write tests**
+
+```typescript
+// src/lib/__tests__/module-registry.test.ts
+import { describe, expect, it } from "vitest";
+import {
+  MODULE_REGISTRY,
+  getModulesByCategory,
+  getModule,
+  getModulesForInput,
+} from "../module-registry";
+
+describe("module-registry", () => {
+  it("has 28 modules", () => {
+    expect(MODULE_REGISTRY.length).toBe(28);
+  });
+
+  it("filters by category", () => {
+    const leaks = getModulesByCategory("leak");
+    expect(leaks.every((m) => m.category === "leak")).toBe(true);
+    expect(leaks.length).toBeGreaterThan(0);
+  });
+
+  it("finds module by id", () => {
+    const github = getModule("github");
+    expect(github?.label).toBe("GitHub");
+  });
+
+  it("filters email modules for email input", () => {
+    const mods = getModulesForInput("test@example.com");
+    expect(mods.every((m) => m.inputType === "email" || m.inputType === "both")).toBe(true);
+  });
+
+  it("filters username modules for username input", () => {
+    const mods = getModulesForInput("johndoe");
+    expect(mods.every((m) => m.inputType === "username" || m.inputType === "both")).toBe(true);
+  });
+});
+```
+
+**Step 3: Run tests**
+
+Run: `npx vitest run src/lib/__tests__/module-registry.test.ts`
+Expected: All PASS
+
+**Step 4: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Module registry with 28 OSINT modules and category filtering"
+```
+
+---
+
+### Task 2.5: Socket.IO client
+
+**Files:**
+- Create: `frontend-next/src/lib/socket-client.ts`
+
+**Step 1: Install Socket.IO client**
+
+```bash
+npm install socket.io-client
+```
+
+**Step 2: Create socket client**
+
+```typescript
+// src/lib/socket-client.ts
+import { io, Socket } from "socket.io-client";
+
+const WS_URL = import.meta.env.VITE_WS_URL ?? "ws://localhost:5000";
+
+let socket: Socket | null = null;
+
+export function getSocket(): Socket {
+  if (!socket) {
+    socket = io(WS_URL, {
+      autoConnect: false,
+      transports: ["websocket", "polling"],
+      reconnection: true,
+      reconnectionAttempts: 10,
+      reconnectionDelay: 1000,
+    });
+  }
+  return socket;
+}
+
+export function connectSocket(): void {
+  const s = getSocket();
+  if (!s.connected) s.connect();
+}
+
+export function disconnectSocket(): void {
+  if (socket?.connected) socket.disconnect();
+}
+
+/** Subscribe to task updates for a specific task */
+export function subscribeToTask(
+  taskId: string,
+  onState: (data: { task_id: string; module: string; state: string }) => void,
+  onResult: (data: { task_id: string; module: string; result: unknown[] }) => void,
+  onError: (data: { task_id: string; module: string; error: string }) => void
+): () => void {
+  const s = getSocket();
+  const stateEvent = `task:state:${taskId}`;
+  const resultEvent = `task:result:${taskId}`;
+  const errorEvent = `task:error:${taskId}`;
+
+  s.on(stateEvent, onState);
+  s.on(resultEvent, onResult);
+  s.on(errorEvent, onError);
+
+  // Return cleanup function
+  return () => {
+    s.off(stateEvent, onState);
+    s.off(resultEvent, onResult);
+    s.off(errorEvent, onError);
+  };
+}
+```
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Socket.IO client with task subscription support"
+```
+
+---
+
+### Task 2.6: TanStack Query setup with module query hook
+
+**Files:**
+- Create: `frontend-next/src/hooks/use-module-query.ts`
+- Modify: `frontend-next/src/app/` (add QueryClientProvider)
+
+**Step 1: Install TanStack Query**
+
+```bash
+npm install @tanstack/react-query
+```
+
+**Step 2: Create QueryClient provider**
+
+In `src/app/providers.tsx`:
+```typescript
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import type { ReactNode } from "react";
+
+const queryClient = new QueryClient({
+  defaultOptions: {
+    queries: {
+      staleTime: 30_000,
+      retry: 2,
+    },
+  },
+});
+
+export function Providers({ children }: { children: ReactNode }) {
+  return (
+    <QueryClientProvider client={queryClient}>
+      {children}
+    </QueryClientProvider>
+  );
+}
+```
+
+**Step 3: Create the module query hook**
+
+This is the core hook that handles dispatching a module task, polling for state, and fetching results. It uses TanStack Query's polling capabilities with Socket.IO as the primary path and HTTP polling as fallback.
+
+```typescript
+// src/hooks/use-module-query.ts
+import { useCallback } from "react";
+import { useQueryClient } from "@tanstack/react-query";
+import {
+  dispatchModule,
+  fetchTaskResult,
+  fetchTaskState,
+} from "@/lib/api-client";
+import { subscribeToTask } from "@/lib/socket-client";
+import { useGatherStore } from "@/stores/gather-store";
+import { parseModuleResult } from "@/lib/result-parser";
+
+export function useModuleDispatch() {
+  const queryClient = useQueryClient();
+  const {
+    setTaskDispatched,
+    setTaskStatus,
+    setTaskResult,
+    setTaskError,
+  } = useGatherStore();
+
+  const dispatch = useCallback(
+    async (
+      module: string,
+      params: { username: string; from?: string; [key: string]: unknown }
+    ) => {
+      try {
+        // 1. Dispatch task
+        setTaskDispatched(module, "");
+        const response = await dispatchModule(module, params);
+        const { task: taskId } = response;
+        setTaskDispatched(module, taskId);
+        setTaskStatus(module, "pending");
+
+        // 2. Try WebSocket subscription
+        const cleanup = subscribeToTask(
+          taskId,
+          (data) => setTaskStatus(module, data.state === "SUCCESS" ? "success" : "running"),
+          async (data) => {
+            const parsed = parseModuleResult(data.result as Record<string, unknown>[]);
+            setTaskResult(module, parsed);
+            cleanup();
+          },
+          (data) => {
+            setTaskError(module, data.error);
+            cleanup();
+          }
+        );
+
+        // 3. Fallback: HTTP polling (runs regardless, socket events will arrive first if available)
+        const pollResult = async () => {
+          const maxAttempts = 120; // 120 * 1s = 2 min timeout
+          for (let i = 0; i < maxAttempts; i++) {
+            const currentTask = useGatherStore.getState().tasks[module];
+            if (currentTask?.status === "success" || currentTask?.status === "error") {
+              return; // Socket already delivered the result
+            }
+            try {
+              const state = await fetchTaskState(taskId, module);
+              if (state.state === "SUCCESS") {
+                const result = await fetchTaskResult(taskId);
+                const parsed = parseModuleResult(result.result);
+                setTaskResult(module, parsed);
+                cleanup();
+                return;
+              }
+              if (state.state === "FAILURE") {
+                setTaskError(module, "Task failed");
+                cleanup();
+                return;
+              }
+            } catch {
+              // Polling error — continue trying
+            }
+            await new Promise((r) => setTimeout(r, 1000));
+          }
+          setTaskError(module, "Task timed out");
+          cleanup();
+        };
+
+        pollResult();
+      } catch (err) {
+        setTaskError(module, err instanceof Error ? err.message : "Unknown error");
+      }
+    },
+    [queryClient, setTaskDispatched, setTaskStatus, setTaskResult, setTaskError]
+  );
+
+  return { dispatch };
+}
+```
+
+**Step 4: Create result parser**
+
+The backend returns results as an array of single-key objects. Parse them into a typed shape.
+
+```typescript
+// src/lib/result-parser.ts
+import type { ModuleResultRaw } from "@/types/api";
+
+/** Parse the backend result array into a typed object */
+export function parseModuleResult(
+  resultArray: Record<string, unknown>[]
+): ModuleResultRaw {
+  const findValue = (key: string) =>
+    resultArray.find((item) => key in item)?.[key];
+
+  return {
+    module: (findValue("module") as string) ?? "",
+    param: (findValue("param") as string) ?? "",
+    validation: (findValue("validation") as ModuleResultRaw["validation"]) ?? "not_used",
+    raw: (findValue("raw") as Record<string, unknown>) ?? {},
+    graphic: (findValue("graphic") as ModuleResultRaw["graphic"]) ?? [],
+    profile: (findValue("profile") as ModuleResultRaw["profile"]) ?? [],
+    timeline: (findValue("timeline") as ModuleResultRaw["timeline"]) ?? [],
+    tasks: (findValue("tasks") as ModuleResultRaw["tasks"]) ?? [],
+  };
+}
+```
+
+**Step 5: Write test for result parser**
+
+```typescript
+// src/lib/__tests__/result-parser.test.ts
+import { describe, expect, it } from "vitest";
+import { parseModuleResult } from "../result-parser";
+
+describe("parseModuleResult", () => {
+  it("parses backend result array into typed object", () => {
+    const raw = [
+      { module: "github" },
+      { param: "johndoe" },
+      { validation: "no" },
+      { raw: { data: "test" } },
+      { graphic: [{ details: [1, 2] }] },
+      { profile: [{ name: "John" }] },
+      { timeline: [{ date: "2024-01-01", action: "Created repo" }] },
+      { tasks: [{ module: "twitter", param: "johndoe" }] },
+    ];
+    const result = parseModuleResult(raw);
+    expect(result.module).toBe("github");
+    expect(result.param).toBe("johndoe");
+    expect(result.validation).toBe("no");
+    expect(result.timeline).toHaveLength(1);
+    expect(result.tasks[0].module).toBe("twitter");
+  });
+
+  it("handles missing fields gracefully", () => {
+    const result = parseModuleResult([{ module: "test" }]);
+    expect(result.module).toBe("test");
+    expect(result.graphic).toEqual([]);
+    expect(result.timeline).toEqual([]);
+  });
+});
+```
+
+**Step 6: Run tests**
+
+Run: `npx vitest run src/lib/__tests__/result-parser.test.ts`
+Expected: PASS
+
+**Step 7: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] TanStack Query setup, module dispatch hook, and result parser"
+```
+
+---
+
+## Phase 3: Layout & Navigation
+
+### Task 3.1: App shell with sidebar and routing
+
+**Files:**
+- Create: `frontend-next/src/app/layout.tsx`
+- Create: `frontend-next/src/app/router.tsx`
+- Create: `frontend-next/src/components/layout/sidebar.tsx`
+- Create: `frontend-next/src/components/layout/header.tsx`
+- Modify: `frontend-next/src/main.tsx`
+- Modify: `frontend-next/src/App.tsx`
+
+**Step 1: Install React Router**
+
+```bash
+npm install react-router
+```
+
+**Step 2: Create router config**
+
+```typescript
+// src/app/router.tsx
+import { createBrowserRouter, Navigate } from "react-router";
+import { AppLayout } from "./layout";
+
+// Lazy-loaded pages
+const GathererPage = React.lazy(() => import("@/pages/gatherer/page"));
+const ProfilePage = React.lazy(() => import("@/pages/profile/page"));
+const TimelinePage = React.lazy(() => import("@/pages/timeline/page"));
+const ApiKeysPage = React.lazy(() => import("@/pages/apikeys/page"));
+
+export const router = createBrowserRouter([
+  {
+    element: <AppLayout />,
+    children: [
+      { index: true, element: <Navigate to="/gatherer" replace /> },
+      { path: "gatherer", element: <GathererPage /> },
+      { path: "profile", element: <ProfilePage /> },
+      { path: "timeline", element: <TimelinePage /> },
+      { path: "apikeys", element: <ApiKeysPage /> },
+    ],
+  },
+]);
+```
+
+**Step 3: Create sidebar component**
+
+Build a collapsible sidebar with nav links (Gatherer, Profile, Timeline, API Keys), iKy logo at top, and collapse toggle. Use shadcn `Button` for nav items with Lucide icons. Active route highlighted with cyan accent.
+
+**Step 4: Create header component**
+
+Minimal header with sidebar toggle button and iKy branding text.
+
+**Step 5: Create layout component**
+
+```typescript
+// src/app/layout.tsx
+import { Outlet, Suspense } from "react-router";
+import { Sidebar } from "@/components/layout/sidebar";
+import { Header } from "@/components/layout/header";
+
+export function AppLayout() {
+  return (
+    <div className="flex h-screen bg-background text-foreground">
+      <Sidebar />
+      <div className="flex flex-1 flex-col overflow-hidden">
+        <Header />
+        <main className="flex-1 overflow-auto p-6">
+          <Suspense fallback={<div className="text-muted-foreground">Loading...</div>}>
+            <Outlet />
+          </Suspense>
+        </main>
+      </div>
+    </div>
+  );
+}
+```
+
+**Step 6: Wire up main.tsx**
+
+```typescript
+// src/main.tsx
+import React from "react";
+import ReactDOM from "react-dom/client";
+import { RouterProvider } from "react-router";
+import { Providers } from "./app/providers";
+import { router } from "./app/router";
+import "@fontsource/inter/400.css";
+import "@fontsource/inter/500.css";
+import "@fontsource/inter/600.css";
+import "@fontsource/inter/700.css";
+import "@fontsource/jetbrains-mono/400.css";
+import "./index.css";
+
+ReactDOM.createRoot(document.getElementById("root")!).render(
+  <React.StrictMode>
+    <Providers>
+      <RouterProvider router={router} />
+    </Providers>
+  </React.StrictMode>
+);
+```
+
+**Step 7: Create placeholder pages**
+
+Create minimal placeholder components for each page (just a title) so routing works:
+- `src/pages/gatherer/page.tsx` — `export default function GathererPage() { return <h1>Gatherer</h1>; }`
+- `src/pages/profile/page.tsx`
+- `src/pages/timeline/page.tsx`
+- `src/pages/apikeys/page.tsx`
+
+**Step 8: Verify navigation works**
+
+Start dev server, confirm sidebar renders with dark theme, links navigate between pages, active route is highlighted.
+
+**Step 9: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] App shell with sidebar navigation, routing, and placeholder pages"
+```
+
+---
+
+## Phase 4: Gatherer Page (Core)
+
+### Task 4.1: Search bar component
+
+**Files:**
+- Create: `frontend-next/src/components/layout/search-bar.tsx`
+
+**Step 1: Build search bar**
+
+A full-width search input in the header area with:
+- Text input with placeholder "Enter email or username..."
+- Auto-detection badge showing "email" or "username" based on input
+- Submit button with search icon
+- Validation: shows error state for empty input
+- On submit: calls `gatherStore.startSearch(input)` and triggers module dispatch
+
+Use shadcn `Input`, `Button`, `Badge`. Style with cyan focus ring on dark background.
+
+**Step 2: Wire to gather store and dispatch hook**
+
+On submit, the search bar should:
+1. Call `startSearch(input)` to reset state
+2. Get applicable modules via `getModulesForInput(input)`
+3. Call `dispatch(module, { username, from: "Initial" })` for each module
+4. For email input: split email, use full email for email modules, username part for username modules
+
+**Step 3: Verify it renders correctly**
+
+**Step 4: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Search bar component with auto-detection and module dispatch"
+```
+
+---
+
+### Task 4.2: Module progress grid
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/module-grid.tsx`
+
+**Step 1: Build module grid component**
+
+A CSS grid of small cards, one per dispatched module, showing:
+- Module icon (from registry)
+- Module label
+- Status indicator: spinner (pending/running), green check (success), red X (error), gray dash (idle)
+- Uses `gatherStore.tasks` for status
+
+Each card is a small `Card` component with the module icon and a `StatusBadge`.
+
+**Step 2: Add category filter**
+
+A row of shadcn `Tabs` above the grid: All | Social | Leaks | Search | Username | Enrichment.
+Reads from `uiStore.activeFilter`, filters displayed modules.
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Module progress grid with status indicators and category filters"
+```
+
+---
+
+### Task 4.3: Generic result card with sub-tabs
+
+**Files:**
+- Create: `frontend-next/src/components/gatherer/result-card.tsx`
+
+**Step 1: Build expandable result card**
+
+A collapsible card for each module that has completed results:
+- Header: module icon + label + validation badge + expand/collapse toggle
+- Body (when expanded): sub-tabs for different visualizations
+  - "Details" tab — key findings from `graphic` data
+  - "Table" tab — tabular data from `graphic.social` or `graphic.details`
+  - "Raw" tab — raw JSON viewer (collapsible `<pre>` with syntax highlighting)
+- Uses module registry to decide which tabs to show
+
+**Step 2: Build JSON viewer sub-component**
+
+Simple `<pre>` block with `JSON.stringify(data, null, 2)`, styled with JetBrains Mono font, dark background, overflow scroll.
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Generic result card with details/table/raw sub-tabs"
+```
+
+---
+
+### Task 4.4: Assemble gatherer page
+
+**Files:**
+- Modify: `frontend-next/src/pages/gatherer/page.tsx`
+
+**Step 1: Compose the gatherer page**
+
+```typescript
+export default function GathererPage() {
+  return (
+    <div className="space-y-6">
+      <SearchBar />
+      <ModuleGrid />
+      <ResultCards />
+    </div>
+  );
+}
+```
+
+Where `ResultCards` maps over `gatherStore.tasks` entries with status "success" and renders a `ResultCard` for each.
+
+**Step 2: Add export button**
+
+A "Export All JSON" button that serializes all results from `gatherStore.tasks` into a downloadable JSON file.
+
+**Step 3: Verify end-to-end flow**
+
+With backend running: type an email → modules dispatch → progress grid updates → result cards appear. (This requires the backend to be running.)
+
+**Step 4: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Assemble gatherer page with search, grid, and result cards"
+```
+
+---
+
+## Phase 5: Visualization Components
+
+### Task 5.1: Force-directed graph component
+
+**Files:**
+- Create: `frontend-next/src/components/viz/force-graph.tsx`
+
+**Step 1: Install react-force-graph**
+
+```bash
+npm install react-force-graph-2d
+```
+
+**Step 2: Build ForceGraph component**
+
+A wrapper around `ForceGraph2D` that accepts `nodes` and `links` arrays from the module's `graphic` data. Dark background, cyan accent for nodes, gray links. Node labels rendered as text. Interactive: drag, zoom, hover tooltip.
+
+Props: `{ nodes: { id: string; label: string; img?: string; group?: string }[]; links: { source: string; target: string }[] }`
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Force-directed graph visualization component"
+```
+
+---
+
+### Task 5.2: Chart component (Recharts)
+
+**Files:**
+- Create: `frontend-next/src/components/viz/module-chart.tsx`
+
+**Step 1: Install Recharts**
+
+```bash
+npm install recharts
+```
+
+**Step 2: Build ModuleChart component**
+
+A flexible chart component that auto-selects chart type based on data shape:
+- Bar chart for categorical data
+- Pie chart for distribution data
+- Line chart for time-series data
+
+Props: `{ data: Record<string, unknown>[]; type?: "bar" | "pie" | "line" }`
+
+Dark theme: dark background, cyan/teal bars, gray grid lines. Responsive via `ResponsiveContainer`.
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Recharts-based module chart component"
+```
+
+---
+
+### Task 5.3: Data table component (TanStack Table)
+
+**Files:**
+- Create: `frontend-next/src/components/viz/data-table.tsx`
+
+**Step 1: Install TanStack Table**
+
+```bash
+npm install @tanstack/react-table
+```
+
+**Step 2: Build DataTable component**
+
+A generic table using TanStack Table with:
+- Auto-generated columns from data keys
+- Sorting per column
+- Search/filter input
+- Pagination
+- Dark theme styling with shadcn table primitives
+
+Props: `{ data: Record<string, unknown>[]; columns?: ColumnDef[] }`
+
+**Step 3: Add shadcn table component**
+
+```bash
+npx shadcn@latest add table
+```
+
+**Step 4: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Generic data table with sorting, filtering, and pagination"
+```
+
+---
+
+### Task 5.4: Location map component
+
+**Files:**
+- Create: `frontend-next/src/components/viz/location-map.tsx`
+
+**Step 1: Install react-leaflet**
+
+```bash
+npm install react-leaflet leaflet
+npm install -D @types/leaflet
+```
+
+**Step 2: Build LocationMap component**
+
+Dark-themed Leaflet map with:
+- Dark tile layer (CartoDB dark_all or similar)
+- Markers for discovered locations
+- Popup with location info on click
+
+Props: `{ locations: { lat: number; lng: number; label: string }[] }`
+
+**Step 3: Copy GeoJSON assets**
+
+Copy `frontend/src/assets/leaflet-countries/` and `frontend/src/assets/map/` to `frontend-next/public/geo/`.
+
+**Step 4: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Leaflet map component with dark tiles and location markers"
+```
+
+---
+
+### Task 5.5: Word cloud component
+
+**Files:**
+- Create: `frontend-next/src/components/viz/word-cloud.tsx`
+
+**Step 1: Install react-wordcloud**
+
+```bash
+npm install react-wordcloud
+```
+
+(If this package is unmaintained/broken, fall back to `d3-cloud` with a custom React wrapper.)
+
+**Step 2: Build WordCloud component**
+
+Props: `{ words: { text: string; value: number }[] }`
+
+Cyan/teal color scheme on dark background.
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Word cloud visualization component"
+```
+
+---
+
+## Phase 6: Profile Page
+
+### Task 6.1: Profile data aggregation
+
+**Files:**
+- Create: `frontend-next/src/lib/profile-aggregator.ts`
+- Create: `frontend-next/src/lib/__tests__/profile-aggregator.test.ts`
+
+**Step 1: Write failing test**
+
+```typescript
+// src/lib/__tests__/profile-aggregator.test.ts
+import { describe, expect, it } from "vitest";
+import { aggregateProfile } from "../profile-aggregator";
+import type { ModuleResultRaw } from "@/types/api";
+
+describe("aggregateProfile", () => {
+  it("merges profile data from multiple modules", () => {
+    const results: Record<string, { result?: ModuleResultRaw }> = {
+      github: {
+        result: {
+          module: "github", param: "john", validation: "no",
+          raw: {}, graphic: [], tasks: [],
+          profile: [{ name: "John Doe", organization: "ACME" }],
+          timeline: [],
+        },
+      },
+      twitter: {
+        result: {
+          module: "twitter", param: "john", validation: "no",
+          raw: {}, graphic: [], tasks: [],
+          profile: [{ name: "John D.", location: "NYC", photos: [{ src: "http://img.jpg" }] }],
+          timeline: [],
+        },
+      },
+    };
+    const profile = aggregateProfile(results);
+    expect(profile.names).toContain("John Doe");
+    expect(profile.names).toContain("John D.");
+    expect(profile.locations).toContain("NYC");
+    expect(profile.photos).toHaveLength(1);
+    expect(profile.organizations).toContain("ACME");
+  });
+});
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `npx vitest run src/lib/__tests__/profile-aggregator.test.ts`
+Expected: FAIL
+
+**Step 3: Implement aggregator**
+
+```typescript
+// src/lib/profile-aggregator.ts
+import type { ModuleResultRaw } from "@/types/api";
+
+export interface AggregatedProfile {
+  names: string[];
+  emails: string[];
+  organizations: string[];
+  locations: string[];
+  photos: { src: string; caption?: string; source: string }[];
+  presence: { source: string; url: string; name?: string }[];
+  social: { source: string; url: string; name?: string }[];
+  geo: { lat: number; lng: number; label: string }[];
+}
+
+export function aggregateProfile(
+  tasks: Record<string, { result?: ModuleResultRaw }>
+): AggregatedProfile {
+  const profile: AggregatedProfile = {
+    names: [],
+    emails: [],
+    organizations: [],
+    locations: [],
+    photos: [],
+    presence: [],
+    social: [],
+    geo: [],
+  };
+
+  for (const [moduleName, task] of Object.entries(tasks)) {
+    if (!task.result?.profile) continue;
+    for (const item of task.result.profile) {
+      if (item.name && !profile.names.includes(item.name as string))
+        profile.names.push(item.name as string);
+      if (item.email && !profile.emails.includes(item.email as string))
+        profile.emails.push(item.email as string);
+      if (item.organization && !profile.organizations.includes(item.organization as string))
+        profile.organizations.push(item.organization as string);
+      if (item.location && !profile.locations.includes(item.location as string))
+        profile.locations.push(item.location as string);
+      if (item.photos) {
+        for (const p of item.photos as { src: string; caption?: string }[]) {
+          profile.photos.push({ ...p, source: moduleName });
+        }
+      }
+      if (item.presence)
+        profile.presence.push(
+          ...(item.presence as { source: string; url: string }[])
+        );
+      if (item.social)
+        profile.social.push(
+          ...(item.social as { source: string; url: string }[])
+        );
+      if (item.geo) {
+        const g = item.geo as { lat: number; lng: number };
+        profile.geo.push({ ...g, label: moduleName });
+      }
+    }
+  }
+
+  return profile;
+}
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `npx vitest run src/lib/__tests__/profile-aggregator.test.ts`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Profile data aggregator with tests"
+```
+
+---
+
+### Task 6.2: Profile page UI
+
+**Files:**
+- Modify: `frontend-next/src/pages/profile/page.tsx`
+
+**Step 1: Build profile page**
+
+Layout:
+- **Header**: Avatar (first photo or placeholder), primary name, email, location
+- **Tabs** (shadcn Tabs): Overview | Photos | Social | Map
+- **Overview tab**: Cards showing key facts, organizations, presence list
+- **Photos tab**: Responsive grid of discovered images
+- **Social tab**: Cards for each social presence with platform icons and links
+- **Map tab**: `LocationMap` component with all discovered geo coordinates
+
+Reads from `gatherStore.tasks`, runs through `aggregateProfile()`.
+
+**Step 2: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Profile page with overview, photos, social, and map tabs"
+```
+
+---
+
+## Phase 7: Timeline Page
+
+### Task 7.1: Timeline data aggregation and page
+
+**Files:**
+- Create: `frontend-next/src/lib/timeline-aggregator.ts`
+- Modify: `frontend-next/src/pages/timeline/page.tsx`
+
+**Step 1: Write failing test for timeline aggregator**
+
+```typescript
+// src/lib/__tests__/timeline-aggregator.test.ts
+import { describe, expect, it } from "vitest";
+import { aggregateTimeline } from "../timeline-aggregator";
+
+describe("aggregateTimeline", () => {
+  it("aggregates and sorts events from multiple modules newest-first", () => {
+    const tasks = {
+      github: {
+        result: {
+          module: "github", param: "john", validation: "no" as const,
+          raw: {}, graphic: [], profile: [], tasks: [],
+          timeline: [
+            { date: "2024/01/15 10:30:00", action: "Created repo" },
+            { date: "2023/06/01 00:00:00", action: "Joined GitHub" },
+          ],
+        },
+      },
+      twitter: {
+        result: {
+          module: "twitter", param: "john", validation: "no" as const,
+          raw: {}, graphic: [], profile: [], tasks: [],
+          timeline: [
+            { date: "2024/03/20 15:00:00", action: "Posted tweet" },
+          ],
+        },
+      },
+    };
+    const events = aggregateTimeline(tasks);
+    expect(events).toHaveLength(3);
+    expect(events[0].action).toBe("Posted tweet"); // newest first
+    expect(events[0].source).toBe("twitter");
+  });
+});
+```
+
+**Step 2: Run test — expect FAIL**
+
+**Step 3: Implement aggregator**
+
+```typescript
+// src/lib/timeline-aggregator.ts
+import type { ModuleResultRaw, TimelineEvent } from "@/types/api";
+
+export interface AggregatedTimelineEvent extends TimelineEvent {
+  source: string;
+}
+
+export function aggregateTimeline(
+  tasks: Record<string, { result?: ModuleResultRaw }>
+): AggregatedTimelineEvent[] {
+  const events: AggregatedTimelineEvent[] = [];
+
+  for (const [moduleName, task] of Object.entries(tasks)) {
+    if (!task.result?.timeline) continue;
+    for (const event of task.result.timeline) {
+      events.push({ ...event, source: moduleName });
+    }
+  }
+
+  // Sort newest first
+  events.sort((a, b) => {
+    const dateA = new Date(a.date.replace(/\//g, "-"));
+    const dateB = new Date(b.date.replace(/\//g, "-"));
+    return dateB.getTime() - dateA.getTime();
+  });
+
+  return events;
+}
+```
+
+**Step 4: Run test — expect PASS**
+
+**Step 5: Build timeline page**
+
+Vertical timeline layout with:
+- Each event: colored dot (by module category), date, module badge, action text, optional description
+- Module icon next to each event
+- Alternating subtle backgrounds for readability
+- Uses `aggregateTimeline(gatherStore.tasks)`
+
+**Step 6: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Timeline page with data aggregation and vertical timeline UI"
+```
+
+---
+
+## Phase 8: API Keys Page
+
+### Task 8.1: API keys page with CRUD
+
+**Files:**
+- Modify: `frontend-next/src/pages/apikeys/page.tsx`
+- Create: `frontend-next/src/hooks/use-api-keys.ts`
+
+**Step 1: Create API keys hook**
+
+```typescript
+// src/hooks/use-api-keys.ts
+import { useQuery, useMutation, useQueryClient } from "@tanstack/react-query";
+import { fetchApiKeys, writeApiKeys } from "@/lib/api-client";
+import { useApiKeyStore } from "@/stores/apikey-store";
+
+export function useApiKeys() {
+  const queryClient = useQueryClient();
+  const { setKeys, setLoading } = useApiKeyStore();
+
+  const query = useQuery({
+    queryKey: ["apikeys"],
+    queryFn: async () => {
+      setLoading(true);
+      const res = await fetchApiKeys();
+      setKeys(res.keys);
+      setLoading(false);
+      return res.keys;
+    },
+  });
+
+  const mutation = useMutation({
+    mutationFn: writeApiKeys,
+    onSuccess: (data) => {
+      setKeys(data.keys);
+      queryClient.invalidateQueries({ queryKey: ["apikeys"] });
+    },
+  });
+
+  return { query, save: mutation.mutate, isSaving: mutation.isPending };
+}
+```
+
+**Step 2: Build API keys page**
+
+- Table with columns: Name, Key (masked with toggle reveal), Actions (edit, delete)
+- Inline editing: click edit → row becomes editable
+- Add row button
+- Import/Export buttons:
+  - Export: downloads keys as JSON file
+  - Import: file picker, parses JSON, loads into table
+- Save button calls `writeApiKeys()`
+
+Use shadcn `Table`, `Input`, `Button`, `Dialog` for confirmation.
+
+**Step 3: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] API keys page with CRUD, import/export, and masked display"
+```
+
+---
+
+## Phase 9: Backend WebSocket Support
+
+### Task 9.1: Add flask-socketio to backend
+
+**Files:**
+- Modify: `requirements.txt` (add `flask-socketio`, `eventlet`)
+- Modify: `backend/factories/application.py`
+- Modify: `backend/api.py` (add socket emit after task result)
+- Modify: `backend/run.py` (use socketio.run)
+
+**Step 1: Add dependencies**
+
+Add to `requirements.txt`:
+```
+flask-socketio==5.5.1
+eventlet==0.39.1
+```
+
+**Step 2: Integrate SocketIO into Flask app factory**
+
+```python
+# backend/factories/application.py
+import os
+
+from api import home
+from flask import Flask
+from flask_cors import CORS
+from flask_socketio import SocketIO
+
+from .configuration import get_config
+
+socketio = SocketIO()
+
+def create_application() -> tuple[Flask, SocketIO]:
+    config = get_config()
+    app = Flask(__name__)
+    cors_origins = os.environ.get(
+        "CORS_ORIGINS", "http://localhost:4200,http://localhost:5173"
+    ).split(",")
+    CORS(app, origins=cors_origins)
+    app.config.from_object(config)
+    app.register_blueprint(home)
+    socketio.init_app(
+        app,
+        cors_allowed_origins=cors_origins,
+        message_queue=os.environ.get("CELERY_BROKER_URL", "redis://localhost:6379/0"),
+        async_mode="eventlet",
+    )
+    return app, socketio
+```
+
+**Step 3: Add socket events to task result endpoint**
+
+In `backend/api.py`, after fetching a result, emit to the task-specific channel:
+
+```python
+from flask_socketio import emit
+
+@home.route("/result/<task_id>")
+def r_result(task_id):
+    celery = create_celery(current_app)
+    try:
+        res = celery.AsyncResult(task_id).get(timeout=120)
+    except Exception:
+        socketio.emit(f"task:error:{task_id}", {
+            "task_id": task_id, "error": "Task timed out or failed"
+        })
+        return jsonify(error="Task timed out or failed"), 504
+
+    socketio.emit(f"task:result:{task_id}", {
+        "task_id": task_id, "result": res
+    })
+    return jsonify(result=res)
+```
+
+**Note:** This is a minimal approach. A more robust implementation would use Celery signals (`task_success`, `task_failure`) to emit socket events directly from the worker, bypassing the HTTP endpoint entirely. That can be added as a follow-up optimization.
+
+**Step 4: Update run.py**
+
+```python
+from factories.application import create_application, socketio
+
+app, sio = create_application()
+
+if __name__ == "__main__":
+    sio.run(app, host="0.0.0.0", port=5000, debug=True)
+```
+
+**Step 5: Verify existing tests still pass**
+
+Run: `just test`
+Expected: All backend tests pass (socketio shouldn't break existing HTTP endpoints).
+
+**Step 6: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Flask-SocketIO integration for real-time task updates"
+```
+
+---
+
+## Phase 10: Docker Integration
+
+### Task 10.1: Create frontend-next Dockerfile and compose config
+
+**Files:**
+- Create: `install/docker/frontend-next/Dockerfile`
+- Create: `install/docker/frontend-next/nginx.conf`
+- Modify: `docker-compose.yml`
+
+**Step 1: Create Dockerfile (multi-stage)**
+
+```dockerfile
+# install/docker/frontend-next/Dockerfile
+FROM node:22-bookworm-slim AS build
+WORKDIR /app
+COPY frontend-next/package*.json ./
+RUN npm ci
+COPY frontend-next/ .
+ARG VITE_API_URL=http://localhost:5000
+ARG VITE_WS_URL=ws://localhost:5000
+RUN npm run build
+
+FROM nginx:alpine
+COPY --from=build /app/dist /usr/share/nginx/html
+COPY install/docker/frontend-next/nginx.conf /etc/nginx/conf.d/default.conf
+EXPOSE 5173
+HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
+    CMD wget -q --spider http://localhost:5173/ || exit 1
+```
+
+**Step 2: Create nginx.conf**
+
+```nginx
+server {
+    listen 5173;
+    root /usr/share/nginx/html;
+    index index.html;
+
+    location / {
+        try_files $uri $uri/ /index.html;
+    }
+
+    location ~* \.(js|css|png|jpg|jpeg|gif|ico|svg|woff|woff2|ttf)$ {
+        expires 1y;
+        add_header Cache-Control "public, immutable";
+    }
+}
+```
+
+**Step 3: Add to docker-compose.yml**
+
+Add `frontend-next` service alongside existing services:
+
+```yaml
+frontend-next:
+    build:
+        context: .
+        dockerfile: ./install/docker/frontend-next/Dockerfile
+        args:
+            VITE_API_URL: http://backend:5000
+            VITE_WS_URL: ws://backend:5000
+    ports:
+        - "5173:5173"
+    depends_on:
+        - backend
+```
+
+**Step 4: Update backend CORS**
+
+In `docker-compose.yml`, add environment variable to backend service:
+```yaml
+backend:
+    environment:
+        - CORS_ORIGINS=http://localhost:4200,http://localhost:5173,http://frontend-next:5173
+```
+
+**Step 5: Build and verify**
+
+```bash
+just build
+just up
+```
+
+Visit http://localhost:5173 — new frontend should load.
+Visit http://localhost:4200 — old frontend should still work.
+
+**Step 6: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Docker setup for frontend-next with nginx and compose integration"
+```
+
+---
+
+## Phase 11: Testing & Polish
+
+### Task 11.1: MSW setup for dev/test API mocking
+
+**Files:**
+- Create: `frontend-next/src/mocks/handlers.ts`
+- Create: `frontend-next/src/mocks/browser.ts`
+- Create: `frontend-next/src/mocks/data.ts`
+
+**Step 1: Install MSW**
+
+```bash
+npm install -D msw
+npx msw init public/ --save
+```
+
+**Step 2: Create mock handlers**
+
+Mock the main endpoints (`/tasklist`, `POST /<module>`, `/state/*`, `/result/*`, `/apikey`) with realistic sample data. This allows development without running the backend.
+
+**Step 3: Create browser worker**
+
+```typescript
+// src/mocks/browser.ts
+import { setupWorker } from "msw/browser";
+import { handlers } from "./handlers";
+
+export const worker = setupWorker(...handlers);
+```
+
+**Step 4: Conditional activation in main.tsx**
+
+```typescript
+async function enableMocking() {
+  if (import.meta.env.DEV && import.meta.env.VITE_ENABLE_MOCKS === "true") {
+    const { worker } = await import("./mocks/browser");
+    return worker.start();
+  }
+}
+
+enableMocking().then(() => {
+  // render app
+});
+```
+
+**Step 5: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] MSW mock service worker for development without backend"
+```
+
+---
+
+### Task 11.2: Playwright e2e smoke test
+
+**Files:**
+- Create: `frontend-next/e2e/gatherer.spec.ts`
+- Create: `frontend-next/playwright.config.ts`
+
+**Step 1: Install Playwright**
+
+```bash
+npm install -D @playwright/test
+npx playwright install chromium
+```
+
+**Step 2: Write smoke test**
+
+```typescript
+// e2e/gatherer.spec.ts
+import { test, expect } from "@playwright/test";
+
+test("search bar accepts input and shows module grid", async ({ page }) => {
+  await page.goto("/");
+  await expect(page).toHaveURL(/gatherer/);
+  const searchInput = page.getByPlaceholder(/email or username/i);
+  await expect(searchInput).toBeVisible();
+  await searchInput.fill("test@example.com");
+  await expect(page.getByText(/email/i)).toBeVisible(); // auto-detect badge
+});
+
+test("sidebar navigation works", async ({ page }) => {
+  await page.goto("/");
+  await page.getByRole("link", { name: /profile/i }).click();
+  await expect(page).toHaveURL(/profile/);
+  await page.getByRole("link", { name: /timeline/i }).click();
+  await expect(page).toHaveURL(/timeline/);
+  await page.getByRole("link", { name: /api keys/i }).click();
+  await expect(page).toHaveURL(/apikeys/);
+});
+```
+
+**Step 3: Add playwright config**
+
+```typescript
+// playwright.config.ts
+import { defineConfig } from "@playwright/test";
+
+export default defineConfig({
+  testDir: "./e2e",
+  webServer: {
+    command: "npm run dev",
+    port: 5173,
+    reuseExistingServer: true,
+  },
+  use: {
+    baseURL: "http://localhost:5173",
+  },
+});
+```
+
+**Step 4: Run tests**
+
+```bash
+npx playwright test
+```
+
+**Step 5: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Playwright e2e smoke tests for navigation and search"
+```
+
+---
+
+### Task 11.3: Update justfile with frontend-next commands
+
+**Files:**
+- Modify: `justfile` (add new recipes)
+
+**Step 1: Add recipes**
+
+```just
+# Frontend-next dev commands
+dev-next:
+    cd frontend-next && npm run dev
+
+build-next:
+    cd frontend-next && npm run build
+
+test-next:
+    cd frontend-next && npx vitest run
+
+test-next-e2e:
+    cd frontend-next && npx playwright test
+
+lint-next:
+    cd frontend-next && npx tsc --noEmit
+```
+
+**Step 2: Commit**
+
+```bash
+git add -A && git commit -m "[ADD] Justfile recipes for frontend-next dev commands"
+```
+
+---
+
+## Summary
+
+| Phase | Tasks | Description |
+|-------|-------|-------------|
+| 1 | 1.1–1.3 | Project scaffold (Vite, Tailwind, shadcn) |
+| 2 | 2.1–2.6 | Core infrastructure (types, API client, stores, registry, socket, queries) |
+| 3 | 3.1 | Layout shell, sidebar, routing |
+| 4 | 4.1–4.4 | Gatherer page (search, progress grid, result cards) |
+| 5 | 5.1–5.5 | Visualization components (graph, chart, table, map, word cloud) |
+| 6 | 6.1–6.2 | Profile page with data aggregation |
+| 7 | 7.1 | Timeline page with aggregation |
+| 8 | 8.1 | API keys page with CRUD |
+| 9 | 9.1 | Backend WebSocket support |
+| 10 | 10.1 | Docker integration |
+| 11 | 11.1–11.3 | Testing (MSW, Playwright) and justfile |
+
+**Total: ~22 tasks across 11 phases.**
diff --git a/frontend-next/.env b/frontend-next/.env
new file mode 100644
index 00000000..545bba9e
--- /dev/null
+++ b/frontend-next/.env
@@ -0,0 +1,2 @@
+VITE_API_URL=http://localhost:5000
+VITE_WS_URL=ws://localhost:5000
diff --git a/frontend-next/.env.example b/frontend-next/.env.example
new file mode 100644
index 00000000..545bba9e
--- /dev/null
+++ b/frontend-next/.env.example
@@ -0,0 +1,2 @@
+VITE_API_URL=http://localhost:5000
+VITE_WS_URL=ws://localhost:5000
diff --git a/frontend-next/.gitignore b/frontend-next/.gitignore
new file mode 100644
index 00000000..a547bf36
--- /dev/null
+++ b/frontend-next/.gitignore
@@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
diff --git a/frontend-next/README.md b/frontend-next/README.md
new file mode 100644
index 00000000..d2e77611
--- /dev/null
+++ b/frontend-next/README.md
@@ -0,0 +1,73 @@
+# React + TypeScript + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
+
+## React Compiler
+
+The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
+
+## Expanding the ESLint configuration
+
+If you are developing a production application, we recommend updating the configuration to enable type-aware lint rules:
+
+```js
+export default defineConfig([
+  globalIgnores(['dist']),
+  {
+    files: ['**/*.{ts,tsx}'],
+    extends: [
+      // Other configs...
+
+      // Remove tseslint.configs.recommended and replace with this
+      tseslint.configs.recommendedTypeChecked,
+      // Alternatively, use this for stricter rules
+      tseslint.configs.strictTypeChecked,
+      // Optionally, add this for stylistic rules
+      tseslint.configs.stylisticTypeChecked,
+
+      // Other configs...
+    ],
+    languageOptions: {
+      parserOptions: {
+        project: ['./tsconfig.node.json', './tsconfig.app.json'],
+        tsconfigRootDir: import.meta.dirname,
+      },
+      // other options...
+    },
+  },
+])
+```
+
+You can also install [eslint-plugin-react-x](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-x) and [eslint-plugin-react-dom](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-dom) for React-specific lint rules:
+
+```js
+// eslint.config.js
+import reactX from 'eslint-plugin-react-x'
+import reactDom from 'eslint-plugin-react-dom'
+
+export default defineConfig([
+  globalIgnores(['dist']),
+  {
+    files: ['**/*.{ts,tsx}'],
+    extends: [
+      // Other configs...
+      // Enable lint rules for React
+      reactX.configs['recommended-typescript'],
+      // Enable lint rules for React DOM
+      reactDom.configs.recommended,
+    ],
+    languageOptions: {
+      parserOptions: {
+        project: ['./tsconfig.node.json', './tsconfig.app.json'],
+        tsconfigRootDir: import.meta.dirname,
+      },
+      // other options...
+    },
+  },
+])
+```
diff --git a/frontend-next/components.json b/frontend-next/components.json
new file mode 100644
index 00000000..c3085d6c
--- /dev/null
+++ b/frontend-next/components.json
@@ -0,0 +1,23 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "new-york",
+  "rsc": false,
+  "tsx": true,
+  "tailwind": {
+    "config": "",
+    "css": "src/index.css",
+    "baseColor": "neutral",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "iconLibrary": "lucide",
+  "rtl": false,
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils",
+    "ui": "@/components/ui",
+    "lib": "@/lib",
+    "hooks": "@/hooks"
+  },
+  "registries": {}
+}
diff --git a/frontend-next/e2e/gatherer.spec.ts b/frontend-next/e2e/gatherer.spec.ts
new file mode 100644
index 00000000..b1cc0dba
--- /dev/null
+++ b/frontend-next/e2e/gatherer.spec.ts
@@ -0,0 +1,20 @@
+import { test, expect } from "@playwright/test";
+
+test("search bar accepts input and shows module grid", async ({ page }) => {
+  await page.goto("/");
+  await expect(page).toHaveURL(/gatherer/);
+  const searchInput = page.getByPlaceholder(/email or username/i);
+  await expect(searchInput).toBeVisible();
+  await searchInput.fill("test@example.com");
+  await expect(page.getByText(/email/i)).toBeVisible();
+});
+
+test("sidebar navigation works", async ({ page }) => {
+  await page.goto("/");
+  await page.getByRole("link", { name: /profile/i }).click();
+  await expect(page).toHaveURL(/profile/);
+  await page.getByRole("link", { name: /timeline/i }).click();
+  await expect(page).toHaveURL(/timeline/);
+  await page.getByRole("link", { name: /api keys/i }).click();
+  await expect(page).toHaveURL(/apikeys/);
+});
diff --git a/frontend-next/eslint.config.js b/frontend-next/eslint.config.js
new file mode 100644
index 00000000..5e6b472f
--- /dev/null
+++ b/frontend-next/eslint.config.js
@@ -0,0 +1,23 @@
+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import tseslint from 'typescript-eslint'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+  globalIgnores(['dist']),
+  {
+    files: ['**/*.{ts,tsx}'],
+    extends: [
+      js.configs.recommended,
+      tseslint.configs.recommended,
+      reactHooks.configs.flat.recommended,
+      reactRefresh.configs.vite,
+    ],
+    languageOptions: {
+      ecmaVersion: 2020,
+      globals: globals.browser,
+    },
+  },
+])
diff --git a/frontend-next/index.html b/frontend-next/index.html
new file mode 100644
index 00000000..01257472
--- /dev/null
+++ b/frontend-next/index.html
@@ -0,0 +1,13 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/vite.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>frontend-next</title>
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
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diff --git a/frontend-next/package-lock.json b/frontend-next/package-lock.json
new file mode 100644
index 00000000..d53bc249
--- /dev/null
+++ b/frontend-next/package-lock.json
@@ -0,0 +1,10845 @@
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+}
diff --git a/frontend-next/package.json b/frontend-next/package.json
new file mode 100644
index 00000000..44583232
--- /dev/null
+++ b/frontend-next/package.json
@@ -0,0 +1,66 @@
+{
+  "name": "frontend-next",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc -b && vite build",
+    "lint": "eslint .",
+    "preview": "vite preview",
+    "test": "vitest run",
+    "test:watch": "vitest"
+  },
+  "dependencies": {
+    "@fontsource/inter": "^5.2.8",
+    "@fontsource/jetbrains-mono": "^5.2.8",
+    "@tailwindcss/vite": "^4.2.1",
+    "@tanstack/react-query": "^5.90.21",
+    "@tanstack/react-table": "^8.21.3",
+    "@types/d3-hierarchy": "^3.1.7",
+    "class-variance-authority": "^0.7.1",
+    "clsx": "^2.1.1",
+    "d3-hierarchy": "^3.1.2",
+    "leaflet": "^1.9.4",
+    "lucide-react": "^0.575.0",
+    "next-themes": "^0.4.6",
+    "radix-ui": "^1.4.3",
+    "react": "^19.2.0",
+    "react-dom": "^19.2.0",
+    "react-force-graph-2d": "^1.29.1",
+    "react-leaflet": "^5.0.0",
+    "react-router": "^7.13.1",
+    "recharts": "^3.7.0",
+    "socket.io-client": "^4.8.3",
+    "sonner": "^2.0.7",
+    "tailwind-merge": "^3.5.0",
+    "tailwindcss": "^4.2.1",
+    "zustand": "^5.0.11"
+  },
+  "devDependencies": {
+    "@eslint/js": "^9.39.1",
+    "@playwright/test": "^1.58.2",
+    "@types/leaflet": "^1.9.21",
+    "@types/node": "^24.10.1",
+    "@types/react": "^19.2.7",
+    "@types/react-dom": "^19.2.3",
+    "@vitejs/plugin-react": "^5.1.1",
+    "@vitest/runner": "^4.0.18",
+    "eslint": "^9.39.1",
+    "eslint-plugin-react-hooks": "^7.0.1",
+    "eslint-plugin-react-refresh": "^0.4.24",
+    "globals": "^16.5.0",
+    "msw": "^2.12.10",
+    "shadcn": "^3.8.5",
+    "tw-animate-css": "^1.4.0",
+    "typescript": "~5.9.3",
+    "typescript-eslint": "^8.48.0",
+    "vite": "^7.3.1",
+    "vitest": "^4.0.18"
+  },
+  "msw": {
+    "workerDirectory": [
+      "public"
+    ]
+  }
+}
diff --git a/frontend-next/playwright.config.ts b/frontend-next/playwright.config.ts
new file mode 100644
index 00000000..beb77c2a
--- /dev/null
+++ b/frontend-next/playwright.config.ts
@@ -0,0 +1,13 @@
+import { defineConfig } from "@playwright/test";
+
+export default defineConfig({
+  testDir: "./e2e",
+  webServer: {
+    command: "npm run dev",
+    port: 5173,
+    reuseExistingServer: true,
+  },
+  use: {
+    baseURL: "http://localhost:5173",
+  },
+});
diff --git a/frontend-next/public/geo/world.json b/frontend-next/public/geo/world.json
new file mode 100644
index 00000000..9df0a611
--- /dev/null
+++ b/frontend-next/public/geo/world.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/frontend-next/public/mockServiceWorker.js b/frontend-next/public/mockServiceWorker.js
new file mode 100644
index 00000000..daa58d0f
--- /dev/null
+++ b/frontend-next/public/mockServiceWorker.js
@@ -0,0 +1,349 @@
+/* eslint-disable */
+/* tslint:disable */
+
+/**
+ * Mock Service Worker.
+ * @see https://github.com/mswjs/msw
+ * - Please do NOT modify this file.
+ */
+
+const PACKAGE_VERSION = '2.12.10'
+const INTEGRITY_CHECKSUM = '4db4a41e972cec1b64cc569c66952d82'
+const IS_MOCKED_RESPONSE = Symbol('isMockedResponse')
+const activeClientIds = new Set()
+
+addEventListener('install', function () {
+  self.skipWaiting()
+})
+
+addEventListener('activate', function (event) {
+  event.waitUntil(self.clients.claim())
+})
+
+addEventListener('message', async function (event) {
+  const clientId = Reflect.get(event.source || {}, 'id')
+
+  if (!clientId || !self.clients) {
+    return
+  }
+
+  const client = await self.clients.get(clientId)
+
+  if (!client) {
+    return
+  }
+
+  const allClients = await self.clients.matchAll({
+    type: 'window',
+  })
+
+  switch (event.data) {
+    case 'KEEPALIVE_REQUEST': {
+      sendToClient(client, {
+        type: 'KEEPALIVE_RESPONSE',
+      })
+      break
+    }
+
+    case 'INTEGRITY_CHECK_REQUEST': {
+      sendToClient(client, {
+        type: 'INTEGRITY_CHECK_RESPONSE',
+        payload: {
+          packageVersion: PACKAGE_VERSION,
+          checksum: INTEGRITY_CHECKSUM,
+        },
+      })
+      break
+    }
+
+    case 'MOCK_ACTIVATE': {
+      activeClientIds.add(clientId)
+
+      sendToClient(client, {
+        type: 'MOCKING_ENABLED',
+        payload: {
+          client: {
+            id: client.id,
+            frameType: client.frameType,
+          },
+        },
+      })
+      break
+    }
+
+    case 'CLIENT_CLOSED': {
+      activeClientIds.delete(clientId)
+
+      const remainingClients = allClients.filter((client) => {
+        return client.id !== clientId
+      })
+
+      // Unregister itself when there are no more clients
+      if (remainingClients.length === 0) {
+        self.registration.unregister()
+      }
+
+      break
+    }
+  }
+})
+
+addEventListener('fetch', function (event) {
+  const requestInterceptedAt = Date.now()
+
+  // Bypass navigation requests.
+  if (event.request.mode === 'navigate') {
+    return
+  }
+
+  // Opening the DevTools triggers the "only-if-cached" request
+  // that cannot be handled by the worker. Bypass such requests.
+  if (
+    event.request.cache === 'only-if-cached' &&
+    event.request.mode !== 'same-origin'
+  ) {
+    return
+  }
+
+  // Bypass all requests when there are no active clients.
+  // Prevents the self-unregistered worked from handling requests
+  // after it's been terminated (still remains active until the next reload).
+  if (activeClientIds.size === 0) {
+    return
+  }
+
+  const requestId = crypto.randomUUID()
+  event.respondWith(handleRequest(event, requestId, requestInterceptedAt))
+})
+
+/**
+ * @param {FetchEvent} event
+ * @param {string} requestId
+ * @param {number} requestInterceptedAt
+ */
+async function handleRequest(event, requestId, requestInterceptedAt) {
+  const client = await resolveMainClient(event)
+  const requestCloneForEvents = event.request.clone()
+  const response = await getResponse(
+    event,
+    client,
+    requestId,
+    requestInterceptedAt,
+  )
+
+  // Send back the response clone for the "response:*" life-cycle events.
+  // Ensure MSW is active and ready to handle the message, otherwise
+  // this message will pend indefinitely.
+  if (client && activeClientIds.has(client.id)) {
+    const serializedRequest = await serializeRequest(requestCloneForEvents)
+
+    // Clone the response so both the client and the library could consume it.
+    const responseClone = response.clone()
+
+    sendToClient(
+      client,
+      {
+        type: 'RESPONSE',
+        payload: {
+          isMockedResponse: IS_MOCKED_RESPONSE in response,
+          request: {
+            id: requestId,
+            ...serializedRequest,
+          },
+          response: {
+            type: responseClone.type,
+            status: responseClone.status,
+            statusText: responseClone.statusText,
+            headers: Object.fromEntries(responseClone.headers.entries()),
+            body: responseClone.body,
+          },
+        },
+      },
+      responseClone.body ? [serializedRequest.body, responseClone.body] : [],
+    )
+  }
+
+  return response
+}
+
+/**
+ * Resolve the main client for the given event.
+ * Client that issues a request doesn't necessarily equal the client
+ * that registered the worker. It's with the latter the worker should
+ * communicate with during the response resolving phase.
+ * @param {FetchEvent} event
+ * @returns {Promise<Client | undefined>}
+ */
+async function resolveMainClient(event) {
+  const client = await self.clients.get(event.clientId)
+
+  if (activeClientIds.has(event.clientId)) {
+    return client
+  }
+
+  if (client?.frameType === 'top-level') {
+    return client
+  }
+
+  const allClients = await self.clients.matchAll({
+    type: 'window',
+  })
+
+  return allClients
+    .filter((client) => {
+      // Get only those clients that are currently visible.
+      return client.visibilityState === 'visible'
+    })
+    .find((client) => {
+      // Find the client ID that's recorded in the
+      // set of clients that have registered the worker.
+      return activeClientIds.has(client.id)
+    })
+}
+
+/**
+ * @param {FetchEvent} event
+ * @param {Client | undefined} client
+ * @param {string} requestId
+ * @param {number} requestInterceptedAt
+ * @returns {Promise<Response>}
+ */
+async function getResponse(event, client, requestId, requestInterceptedAt) {
+  // Clone the request because it might've been already used
+  // (i.e. its body has been read and sent to the client).
+  const requestClone = event.request.clone()
+
+  function passthrough() {
+    // Cast the request headers to a new Headers instance
+    // so the headers can be manipulated with.
+    const headers = new Headers(requestClone.headers)
+
+    // Remove the "accept" header value that marked this request as passthrough.
+    // This prevents request alteration and also keeps it compliant with the
+    // user-defined CORS policies.
+    const acceptHeader = headers.get('accept')
+    if (acceptHeader) {
+      const values = acceptHeader.split(',').map((value) => value.trim())
+      const filteredValues = values.filter(
+        (value) => value !== 'msw/passthrough',
+      )
+
+      if (filteredValues.length > 0) {
+        headers.set('accept', filteredValues.join(', '))
+      } else {
+        headers.delete('accept')
+      }
+    }
+
+    return fetch(requestClone, { headers })
+  }
+
+  // Bypass mocking when the client is not active.
+  if (!client) {
+    return passthrough()
+  }
+
+  // Bypass initial page load requests (i.e. static assets).
+  // The absence of the immediate/parent client in the map of the active clients
+  // means that MSW hasn't dispatched the "MOCK_ACTIVATE" event yet
+  // and is not ready to handle requests.
+  if (!activeClientIds.has(client.id)) {
+    return passthrough()
+  }
+
+  // Notify the client that a request has been intercepted.
+  const serializedRequest = await serializeRequest(event.request)
+  const clientMessage = await sendToClient(
+    client,
+    {
+      type: 'REQUEST',
+      payload: {
+        id: requestId,
+        interceptedAt: requestInterceptedAt,
+        ...serializedRequest,
+      },
+    },
+    [serializedRequest.body],
+  )
+
+  switch (clientMessage.type) {
+    case 'MOCK_RESPONSE': {
+      return respondWithMock(clientMessage.data)
+    }
+
+    case 'PASSTHROUGH': {
+      return passthrough()
+    }
+  }
+
+  return passthrough()
+}
+
+/**
+ * @param {Client} client
+ * @param {any} message
+ * @param {Array<Transferable>} transferrables
+ * @returns {Promise<any>}
+ */
+function sendToClient(client, message, transferrables = []) {
+  return new Promise((resolve, reject) => {
+    const channel = new MessageChannel()
+
+    channel.port1.onmessage = (event) => {
+      if (event.data && event.data.error) {
+        return reject(event.data.error)
+      }
+
+      resolve(event.data)
+    }
+
+    client.postMessage(message, [
+      channel.port2,
+      ...transferrables.filter(Boolean),
+    ])
+  })
+}
+
+/**
+ * @param {Response} response
+ * @returns {Response}
+ */
+function respondWithMock(response) {
+  // Setting response status code to 0 is a no-op.
+  // However, when responding with a "Response.error()", the produced Response
+  // instance will have status code set to 0. Since it's not possible to create
+  // a Response instance with status code 0, handle that use-case separately.
+  if (response.status === 0) {
+    return Response.error()
+  }
+
+  const mockedResponse = new Response(response.body, response)
+
+  Reflect.defineProperty(mockedResponse, IS_MOCKED_RESPONSE, {
+    value: true,
+    enumerable: true,
+  })
+
+  return mockedResponse
+}
+
+/**
+ * @param {Request} request
+ */
+async function serializeRequest(request) {
+  return {
+    url: request.url,
+    mode: request.mode,
+    method: request.method,
+    headers: Object.fromEntries(request.headers.entries()),
+    cache: request.cache,
+    credentials: request.credentials,
+    destination: request.destination,
+    integrity: request.integrity,
+    redirect: request.redirect,
+    referrer: request.referrer,
+    referrerPolicy: request.referrerPolicy,
+    body: await request.arrayBuffer(),
+    keepalive: request.keepalive,
+  }
+}
diff --git a/frontend-next/public/vite.svg b/frontend-next/public/vite.svg
new file mode 100644
index 00000000..e7b8dfb1
--- /dev/null
+++ b/frontend-next/public/vite.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="31.88" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 257"><defs><linearGradient id="IconifyId1813088fe1fbc01fb466" x1="-.828%" x2="57.636%" y1="7.652%" y2="78.411%"><stop offset="0%" stop-color="#41D1FF"></stop><stop offset="100%" stop-color="#BD34FE"></stop></linearGradient><linearGradient id="IconifyId1813088fe1fbc01fb467" x1="43.376%" x2="50.316%" y1="2.242%" y2="89.03%"><stop offset="0%" stop-color="#FFEA83"></stop><stop offset="8.333%" stop-color="#FFDD35"></stop><stop offset="100%" stop-color="#FFA800"></stop></linearGradient></defs><path fill="url(#IconifyId1813088fe1fbc01fb466)" d="M255.153 37.938L134.897 252.976c-2.483 4.44-8.862 4.466-11.382.048L.875 37.958c-2.746-4.814 1.371-10.646 6.827-9.67l120.385 21.517a6.537 6.537 0 0 0 2.322-.004l117.867-21.483c5.438-.991 9.574 4.796 6.877 9.62Z"></path><path fill="url(#IconifyId1813088fe1fbc01fb467)" d="M185.432.063L96.44 17.501a3.268 3.268 0 0 0-2.634 3.014l-5.474 92.456a3.268 3.268 0 0 0 3.997 3.378l24.777-5.718c2.318-.535 4.413 1.507 3.936 3.838l-7.361 36.047c-.495 2.426 1.782 4.5 4.151 3.78l15.304-4.649c2.372-.72 4.652 1.36 4.15 3.788l-11.698 56.621c-.732 3.542 3.979 5.473 5.943 2.437l1.313-2.028l72.516-144.72c1.215-2.423-.88-5.186-3.54-4.672l-25.505 4.922c-2.396.462-4.435-1.77-3.759-4.114l16.646-57.705c.677-2.35-1.37-4.583-3.769-4.113Z"></path></svg>
\ No newline at end of file
diff --git a/frontend-next/src/app/layout.tsx b/frontend-next/src/app/layout.tsx
new file mode 100644
index 00000000..eff5b286
--- /dev/null
+++ b/frontend-next/src/app/layout.tsx
@@ -0,0 +1,27 @@
+import { Suspense } from "react";
+import { Outlet } from "react-router";
+
+import { Header } from "@/components/layout/header";
+import { Sidebar } from "@/components/layout/sidebar";
+
+export function AppLayout() {
+  return (
+    <div className="flex h-screen overflow-hidden bg-background text-foreground">
+      <Sidebar />
+      <div className="flex flex-1 flex-col overflow-hidden">
+        <Header />
+        <main className="flex-1 overflow-auto p-6">
+          <Suspense
+            fallback={
+              <div className="animate-pulse text-muted-foreground">
+                Loading...
+              </div>
+            }
+          >
+            <Outlet />
+          </Suspense>
+        </main>
+      </div>
+    </div>
+  );
+}
diff --git a/frontend-next/src/app/providers.tsx b/frontend-next/src/app/providers.tsx
new file mode 100644
index 00000000..fbfe6dcb
--- /dev/null
+++ b/frontend-next/src/app/providers.tsx
@@ -0,0 +1,17 @@
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import type { ReactNode } from "react";
+
+const queryClient = new QueryClient({
+  defaultOptions: {
+    queries: {
+      staleTime: 30_000,
+      retry: 2,
+    },
+  },
+});
+
+export function Providers({ children }: { children: ReactNode }) {
+  return (
+    <QueryClientProvider client={queryClient}>{children}</QueryClientProvider>
+  );
+}
diff --git a/frontend-next/src/app/router.tsx b/frontend-next/src/app/router.tsx
new file mode 100644
index 00000000..1ce29afa
--- /dev/null
+++ b/frontend-next/src/app/router.tsx
@@ -0,0 +1,22 @@
+import React from "react";
+import { createBrowserRouter, Navigate } from "react-router";
+
+import { AppLayout } from "./layout";
+
+const GathererPage = React.lazy(() => import("@/pages/gatherer/page"));
+const ProfilePage = React.lazy(() => import("@/pages/profile/page"));
+const TimelinePage = React.lazy(() => import("@/pages/timeline/page"));
+const ApiKeysPage = React.lazy(() => import("@/pages/apikeys/page"));
+
+export const router = createBrowserRouter([
+  {
+    element: <AppLayout />,
+    children: [
+      { index: true, element: <Navigate to="/gatherer" replace /> },
+      { path: "gatherer", element: <GathererPage /> },
+      { path: "profile", element: <ProfilePage /> },
+      { path: "timeline", element: <TimelinePage /> },
+      { path: "apikeys", element: <ApiKeysPage /> },
+    ],
+  },
+]);
diff --git a/frontend-next/src/components/gatherer/module-grid.tsx b/frontend-next/src/components/gatherer/module-grid.tsx
new file mode 100644
index 00000000..fc73dffb
--- /dev/null
+++ b/frontend-next/src/components/gatherer/module-grid.tsx
@@ -0,0 +1,108 @@
+import { CheckCircle2, Loader2, XCircle } from "lucide-react";
+
+import { Tabs, TabsList, TabsTrigger } from "@/components/ui/tabs";
+import { getModuleIcon } from "@/lib/icon-map";
+import { getModulesByCategory, MODULE_REGISTRY } from "@/lib/module-registry";
+import { useGatherStore, type TaskStatus } from "@/stores/gather-store";
+import { useUiStore } from "@/stores/ui-store";
+import type { ModuleCategory } from "@/types/modules";
+
+const CATEGORIES: Array<{ value: ModuleCategory | "all"; label: string }> = [
+  { value: "all", label: "All" },
+  { value: "social", label: "Social" },
+  { value: "leak", label: "Leak" },
+  { value: "email", label: "Email" },
+  { value: "username", label: "Username" },
+  { value: "search", label: "Search" },
+  { value: "enrichment", label: "Enrichment" },
+];
+
+function StatusIndicator({ status }: { status: TaskStatus | undefined }) {
+  if (!status || status === "idle") {
+    return (
+      <span className="inline-block size-2 rounded-full bg-muted-foreground/40" />
+    );
+  }
+
+  if (
+    status === "dispatching" ||
+    status === "pending" ||
+    status === "running"
+  ) {
+    return (
+      <Loader2 className="size-3.5 animate-spin text-primary" />
+    );
+  }
+
+  if (status === "success") {
+    return <CheckCircle2 className="size-3.5 text-emerald-400" />;
+  }
+
+  if (status === "error") {
+    return <XCircle className="size-3.5 text-red-400" />;
+  }
+
+  return null;
+}
+
+export function ModuleGrid() {
+  const tasks = useGatherStore((s) => s.tasks);
+  const isSearching = useGatherStore((s) => s.isSearching);
+  const { activeFilter, setFilter } = useUiStore();
+
+  const modules = getModulesByCategory(activeFilter);
+
+  // Only show the grid when there is or was a search
+  if (!isSearching && Object.keys(tasks).length === 0) {
+    return null;
+  }
+
+  return (
+    <div className="space-y-4">
+      <Tabs
+        value={activeFilter}
+        onValueChange={(v) => setFilter(v as ModuleCategory | "all")}
+      >
+        <TabsList className="bg-card border border-border">
+          {CATEGORIES.map((cat) => {
+            const count =
+              cat.value === "all"
+                ? MODULE_REGISTRY.length
+                : getModulesByCategory(cat.value).length;
+            return (
+              <TabsTrigger key={cat.value} value={cat.value}>
+                {cat.label}
+                <span className="ml-1 text-xs text-muted-foreground">
+                  {count}
+                </span>
+              </TabsTrigger>
+            );
+          })}
+        </TabsList>
+      </Tabs>
+
+      <div className="grid grid-cols-[repeat(auto-fill,minmax(80px,1fr))] gap-2">
+        {modules.map((mod) => {
+          const task = tasks[mod.id];
+          const Icon = getModuleIcon(mod.icon);
+          return (
+            <div
+              key={mod.id}
+              className="group flex flex-col items-center gap-1.5 rounded-lg border border-border bg-card/50 p-3 transition-colors hover:border-primary/30 hover:bg-card"
+            >
+              <div className="relative">
+                <Icon className="size-5 text-muted-foreground group-hover:text-foreground transition-colors" />
+                <div className="absolute -right-1.5 -top-1.5">
+                  <StatusIndicator status={task?.status} />
+                </div>
+              </div>
+              <span className="max-w-full truncate text-[10px] text-muted-foreground group-hover:text-foreground/80 transition-colors">
+                {mod.label}
+              </span>
+            </div>
+          );
+        })}
+      </div>
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/account-check-renderer.tsx b/frontend-next/src/components/gatherer/renderers/account-check-renderer.tsx
new file mode 100644
index 00000000..804ca10c
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/account-check-renderer.tsx
@@ -0,0 +1,136 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Shared layout for account-check modules (Holehe, Sherlock).
+ * Left: force graph of found accounts. Right: searchable data table.
+ */
+function AccountCheckLayout({
+  graphTitle,
+  graphData,
+  tableTitle,
+  tableData,
+}: {
+  graphTitle: string;
+  graphData: GatherItem[] | undefined;
+  tableTitle: string;
+  tableData: Record<string, unknown>[] | undefined;
+}) {
+  const graph = graphData ? gatherToGraph(graphData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4 lg:grid-cols-2">
+      {/* Force graph — found accounts */}
+      {graph && graph.nodes.length >= 2 && (
+        <VizCard title={graphTitle}>
+          <ForceGraph
+            nodes={graph.nodes}
+            links={graph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Data table — all sites with status */}
+      {tableData && tableData.length > 0 && (
+        <VizCard title={tableTitle}>
+          <DataTable data={tableData} searchable pageSize={10} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+/**
+ * Renderer for the Holehe module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 holehe — gather format — Force graph (found accounts)
+ *  1 lists  — DataTable rows {title, exists, rateLimit, emailrecovery, phoneNumber}
+ */
+export function HoleheRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  const graphData = gfx<GatherItem[]>(graphic, 0, "holehe");
+  const listData = gfx<Record<string, unknown>[]>(graphic, 1, "lists");
+
+  return (
+    <AccountCheckLayout
+      graphTitle="Found Accounts"
+      graphData={graphData}
+      tableTitle="All Sites"
+      tableData={listData}
+    />
+  );
+}
+
+/**
+ * Renderer for the Sherlock module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 sherlock — gather format — Force graph (claimed accounts)
+ *  1 lists   — DataTable rows {title, subtitle, status, response}
+ */
+export function SherlockRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  const graphData = gfx<GatherItem[]>(graphic, 0, "sherlock");
+  const listData = gfx<Record<string, unknown>[]>(graphic, 1, "lists");
+
+  return (
+    <AccountCheckLayout
+      graphTitle="Claimed Accounts"
+      graphData={graphData}
+      tableTitle="All Sites"
+      tableData={listData}
+    />
+  );
+}
+
+/**
+ * Renderer for the Socialscan module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 social_email — gather format — Force graph (email-registered sites)
+ *  1 social_user  — gather format — Force graph (username-registered sites)
+ */
+export function SocialscanRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  const emailData = gfx<GatherItem[]>(graphic, 0, "social_email");
+  const emailGraph = emailData ? gatherToGraph(emailData) : null;
+
+  const userData = gfx<GatherItem[]>(graphic, 1, "social_user");
+  const userGraph = userData ? gatherToGraph(userData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4 lg:grid-cols-2">
+      {/* Email-registered sites */}
+      {emailGraph && emailGraph.nodes.length >= 2 && (
+        <VizCard title="Email Registered">
+          <ForceGraph
+            nodes={emailGraph.nodes}
+            links={emailGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Username-registered sites */}
+      {userGraph && userGraph.nodes.length >= 2 && (
+        <VizCard title="Username Registered">
+          <ForceGraph
+            nodes={userGraph.nodes}
+            links={userGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/enrichment-renderer.tsx b/frontend-next/src/components/gatherer/renderers/enrichment-renderer.tsx
new file mode 100644
index 00000000..452f4275
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/enrichment-renderer.tsx
@@ -0,0 +1,147 @@
+import { ForceGraph } from "@/components/viz/force-graph";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the EmailRep module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 emailrep — Force graph (reputation details: malicious flags, spam score, etc.)
+ *  1 social   — Force graph (associated social profiles)
+ */
+export function EmailRepRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — EmailRep reputation force graph
+  const emailrepData = gfx<GatherItem[]>(graphic, 0, "emailrep");
+  const emailrepGraph = emailrepData ? gatherToGraph(emailrepData) : null;
+
+  // 1 — Social profiles force graph
+  const socialData = gfx<GatherItem[]>(graphic, 1, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* EmailRep reputation graph — spans 2 cols */}
+      {emailrepGraph && emailrepGraph.nodes.length >= 2 && (
+        <VizCard title="Reputation" className="md:col-span-2">
+          <ForceGraph
+            nodes={emailrepGraph.nodes}
+            links={emailrepGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Social profiles graph — spans 2 cols */}
+      {socialGraph && socialGraph.nodes.length >= 2 && (
+        <VizCard title="Social Profiles" className="md:col-span-2">
+          <ForceGraph
+            nodes={socialGraph.nodes}
+            links={socialGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+/**
+ * Renderer for the FullContact module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 fullcontact — Force graph (enriched profile: name, company, social profiles)
+ *  1 cloud       — Word cloud (digital footprint keywords, {label, value}[])
+ */
+export function FullContactRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — FullContact profile force graph
+  const fullcontactData = gfx<GatherItem[]>(graphic, 0, "fullcontact");
+  const fullcontactGraph = fullcontactData
+    ? gatherToGraph(fullcontactData)
+    : null;
+
+  // 1 — Digital footprint word cloud
+  const cloudData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    1,
+    "cloud",
+  );
+  const cloudWords = cloudData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* FullContact profile graph — spans 2 cols */}
+      {fullcontactGraph && fullcontactGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={fullcontactGraph.nodes}
+            links={fullcontactGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Digital footprint word cloud */}
+      {cloudWords && cloudWords.length > 0 && (
+        <VizCard title="Digital Footprint">
+          <WordCloud words={cloudWords} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+/**
+ * Renderer for the PeopleDataLabs module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 peopledatalabs — Force graph (enriched profile)
+ *  1 social         — Force graph (social profiles)
+ */
+export function PeopleDataLabsRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — PeopleDataLabs profile force graph
+  const pdlData = gfx<GatherItem[]>(graphic, 0, "peopledatalabs");
+  const pdlGraph = pdlData ? gatherToGraph(pdlData) : null;
+
+  // 1 — Social profiles force graph
+  const socialData = gfx<GatherItem[]>(graphic, 1, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* PeopleDataLabs profile graph — spans 2 cols */}
+      {pdlGraph && pdlGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={pdlGraph.nodes}
+            links={pdlGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Social profiles graph — spans 2 cols */}
+      {socialGraph && socialGraph.nodes.length >= 2 && (
+        <VizCard title="Social Profiles" className="md:col-span-2">
+          <ForceGraph
+            nodes={socialGraph.nodes}
+            links={socialGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/github-renderer.tsx b/frontend-next/src/components/gatherer/renderers/github-renderer.tsx
new file mode 100644
index 00000000..1d990c77
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/github-renderer.tsx
@@ -0,0 +1,47 @@
+import { ContributionCalendar } from "@/components/viz/contribution-calendar";
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the GitHub module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 github     — Force graph (profile info nodes, gather format)
+ *  1 cal_actual — ContributionCalendar heatmap (raw HTML string)
+ */
+export function GithubRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — GitHub profile force graph
+  const githubData = gfx<GatherItem[]>(graphic, 0, "github");
+  const githubGraph = githubData ? gatherToGraph(githubData) : null;
+
+  // 1 — Contribution calendar (raw HTML from scraper)
+  const calHtml = gfx<string>(graphic, 1, "cal_actual");
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* GitHub profile graph — spans 2 cols */}
+      {githubGraph && githubGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={githubGraph.nodes}
+            links={githubGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Contribution calendar heatmap — spans 2 cols */}
+      {calHtml && (
+        <VizCard title="Contributions" className="md:col-span-2">
+          <ContributionCalendar htmlData={calHtml} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/graph-helpers.ts b/frontend-next/src/components/gatherer/renderers/graph-helpers.ts
new file mode 100644
index 00000000..c6323fcf
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/graph-helpers.ts
@@ -0,0 +1,76 @@
+/**
+ * Convert the iKy backend "gather" array format to ForceGraph nodes/links.
+ *
+ * Backend gather item shape:
+ *   { "name-node": string, title: string, subtitle: string|number,
+ *     icon?: string, link: string, picture?: string, help?: string }
+ *
+ * Hub nodes have `link === title` (self-referencing).
+ * Non-hub nodes are connected to the hub whose title matches their `link`.
+ */
+
+export interface GraphNode {
+  id: string;
+  label: string;
+  img?: string;
+  group?: string;
+}
+
+export interface GraphLink {
+  source: string;
+  target: string;
+}
+
+export interface GatherItem {
+  "name-node": string;
+  title: string;
+  subtitle: string | number;
+  icon?: string;
+  link: string;
+  picture?: string;
+  help?: string;
+}
+
+export function gatherToGraph(gather: GatherItem[]): {
+  nodes: GraphNode[];
+  links: GraphLink[];
+} {
+  if (!gather || gather.length === 0) {
+    return { nodes: [], links: [] };
+  }
+
+  const nodes: GraphNode[] = [];
+  const links: GraphLink[] = [];
+
+  for (const item of gather) {
+    const isHub = item.link === item.title;
+
+    const node: GraphNode = {
+      id: item["name-node"],
+      label: isHub ? item.title : `${item.title}: ${item.subtitle}`,
+      group: isHub ? "primary" : item.link,
+    };
+
+    if (item.picture) {
+      node.img = item.picture;
+    }
+
+    nodes.push(node);
+
+    // Non-hub nodes link back to their hub
+    if (!isHub) {
+      // Find the hub node whose title matches this item's link
+      const hub = gather.find(
+        (h) => h.title === item.link && h.link === h.title,
+      );
+      if (hub) {
+        links.push({
+          source: hub["name-node"],
+          target: item["name-node"],
+        });
+      }
+    }
+  }
+
+  return { nodes, links };
+}
diff --git a/frontend-next/src/components/gatherer/renderers/index.ts b/frontend-next/src/components/gatherer/renderers/index.ts
new file mode 100644
index 00000000..ed345fa6
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/index.ts
@@ -0,0 +1,78 @@
+import type { ComponentType } from "react";
+
+import {
+  HoleheRenderer,
+  SherlockRenderer,
+  SocialscanRenderer,
+} from "./account-check-renderer";
+import {
+  EmailRepRenderer,
+  FullContactRenderer,
+  PeopleDataLabsRenderer,
+} from "./enrichment-renderer";
+import { GithubRenderer } from "./github-renderer";
+import { InstagramRenderer } from "./instagram-renderer";
+import { KeybaseRenderer } from "./keybase-renderer";
+import {
+  DarkpassRenderer,
+  LeakGraphRenderer,
+  LeakLookupRenderer,
+  PsbdmpRenderer,
+} from "./leak-renderer";
+import { LinkedinRenderer } from "./linkedin-renderer";
+import { MastodonRenderer } from "./mastodon-renderer";
+import { RedditRenderer } from "./reddit-renderer";
+import { SearchResultRenderer } from "./search-renderer";
+import {
+  GhostprojectRenderer,
+  GitlabRenderer,
+  SkypeRenderer,
+  TinderRenderer,
+} from "./simple-renderer";
+import { SpotifyRenderer } from "./spotify-renderer";
+import { TiktokRenderer } from "./tiktok-renderer";
+import { TweetimentRenderer } from "./tweetiment-renderer";
+import { TwitchRenderer } from "./twitch-renderer";
+import { TwitterRenderer } from "./twitter-renderer";
+import { VenmoRenderer } from "./venmo-renderer";
+import type { RendererProps } from "./types";
+
+export type { RendererProps } from "./types";
+export { gfx } from "./types";
+export { VizCard } from "./viz-card";
+export { gatherToGraph } from "./graph-helpers";
+export type { GraphNode, GraphLink, GatherItem } from "./graph-helpers";
+
+export const MODULE_RENDERERS: Record<
+  string,
+  ComponentType<RendererProps>
+> = {
+  twitter: TwitterRenderer,
+  instagram: InstagramRenderer,
+  tiktok: TiktokRenderer,
+  twitch: TwitchRenderer,
+  reddit: RedditRenderer,
+  spotify: SpotifyRenderer,
+  linkedin: LinkedinRenderer,
+  mastodon: MastodonRenderer,
+  keybase: KeybaseRenderer,
+  venmo: VenmoRenderer,
+  github: GithubRenderer,
+  holehe: HoleheRenderer,
+  sherlock: SherlockRenderer,
+  socialscan: SocialscanRenderer,
+  search: SearchResultRenderer,
+  dorks: SearchResultRenderer,
+  leaks: LeakGraphRenderer,
+  leaklookup: LeakLookupRenderer,
+  darkpass: DarkpassRenderer,
+  psbdmp: PsbdmpRenderer,
+  emailrep: EmailRepRenderer,
+  fullcontact: FullContactRenderer,
+  peopledatalabs: PeopleDataLabsRenderer,
+  gitlab: GitlabRenderer,
+  tinder: TinderRenderer,
+  skype: SkypeRenderer,
+  ghostproject: GhostprojectRenderer,
+  tweetiment: TweetimentRenderer,
+};
diff --git a/frontend-next/src/components/gatherer/renderers/instagram-renderer.tsx b/frontend-next/src/components/gatherer/renderers/instagram-renderer.tsx
new file mode 100644
index 00000000..13b1bb02
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/instagram-renderer.tsx
@@ -0,0 +1,195 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { LocationMap } from "@/components/viz/location-map";
+import { ModuleChart } from "@/components/viz/module-chart";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Instagram module.
+ *
+ * Reads 11 visualizations from `result.graphic[0..10]`:
+ *  0 instagram  — Force graph (gather format)
+ *  1 popularig  — Line chart (likes/comments per post)
+ *  2 mediatype  — Donut chart
+ *  3 hashtag    — Word cloud
+ *  4 mention    — Word cloud
+ *  5 tagged     — Word cloud
+ *  6 hour       — Bar chart
+ *  7 week       — Bar chart
+ *  8 photos     — Force graph (images as picture nodes)
+ *  9 list       — DataTable
+ * 10 location   — LocationMap
+ */
+export function InstagramRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Instagram force graph
+  const igData = gfx<GatherItem[]>(graphic, 0, "instagram");
+  const igGraph = igData ? gatherToGraph(igData) : null;
+
+  // 1 — Popularity line chart (multi-series)
+  const popularigData = gfx<Record<string, unknown>[]>(
+    graphic,
+    1,
+    "popularig",
+  );
+
+  // 2 — Media type donut
+  const mediatypeData = gfx<Record<string, unknown>[]>(
+    graphic,
+    2,
+    "mediatype",
+  );
+
+  // 3 — Hashtag word cloud
+  const hashtagData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    3,
+    "hashtag",
+  );
+  const hashtagWords = hashtagData?.map((h) => ({
+    text: h.label,
+    value: h.value,
+  }));
+
+  // 4 — Mention word cloud
+  const mentionData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    4,
+    "mention",
+  );
+  const mentionWords = mentionData?.map((m) => ({
+    text: m.label,
+    value: m.value,
+  }));
+
+  // 5 — Tagged word cloud
+  const taggedData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    5,
+    "tagged",
+  );
+  const taggedWords = taggedData?.map((t) => ({
+    text: t.label,
+    value: t.value,
+  }));
+
+  // 6 — Hour bar chart
+  const hourData = gfx<Record<string, unknown>[]>(graphic, 6, "hour");
+
+  // 7 — Week bar chart
+  const weekData = gfx<Record<string, unknown>[]>(graphic, 7, "week");
+
+  // 8 — Photos force graph
+  const photosData = gfx<GatherItem[]>(graphic, 8, "photos");
+  const photosGraph = photosData ? gatherToGraph(photosData) : null;
+
+  // 9 — Post list data table
+  const listData = gfx<Record<string, unknown>[]>(graphic, 9, "list");
+
+  // 10 — Location map
+  const locationData = gfx<{ lat: number; lng: number; label: string }[]>(
+    graphic,
+    10,
+    "location",
+  );
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Instagram social graph — spans 2 cols */}
+      {igGraph && igGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={igGraph.nodes}
+            links={igGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Popularity line chart — spans 2 cols */}
+      {popularigData && popularigData.length > 0 && (
+        <VizCard title="Post Popularity" className="md:col-span-2">
+          <ModuleChart data={popularigData} type="line" height={300} />
+        </VizCard>
+      )}
+
+      {/* Media type donut */}
+      {mediatypeData && mediatypeData.length > 0 && (
+        <VizCard title="Media Types">
+          <ModuleChart
+            data={mediatypeData}
+            type="pie"
+            variant="donut"
+            height={250}
+          />
+        </VizCard>
+      )}
+
+      {/* Hashtag word cloud */}
+      {hashtagWords && hashtagWords.length > 0 && (
+        <VizCard title="Hashtags">
+          <WordCloud words={hashtagWords} />
+        </VizCard>
+      )}
+
+      {/* Mention word cloud */}
+      {mentionWords && mentionWords.length > 0 && (
+        <VizCard title="Mentions">
+          <WordCloud words={mentionWords} />
+        </VizCard>
+      )}
+
+      {/* Tagged word cloud */}
+      {taggedWords && taggedWords.length > 0 && (
+        <VizCard title="Tagged Users">
+          <WordCloud words={taggedWords} />
+        </VizCard>
+      )}
+
+      {/* Hour bar chart */}
+      {hourData && hourData.length > 0 && (
+        <VizCard title="Activity by Hour">
+          <ModuleChart data={hourData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Week bar chart */}
+      {weekData && weekData.length > 0 && (
+        <VizCard title="Activity by Day of Week">
+          <ModuleChart data={weekData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Photos force graph */}
+      {photosGraph && photosGraph.nodes.length >= 2 && (
+        <VizCard title="Photos">
+          <ForceGraph
+            nodes={photosGraph.nodes}
+            links={photosGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Post list table — spans full width */}
+      {listData && listData.length > 0 && (
+        <VizCard title="Posts" className="lg:col-span-3 md:col-span-2">
+          <DataTable data={listData} searchable pageSize={10} />
+        </VizCard>
+      )}
+
+      {/* Location map — spans full width */}
+      {locationData && locationData.length > 0 && (
+        <VizCard title="Locations" className="lg:col-span-3 md:col-span-2">
+          <LocationMap locations={locationData} height="400px" />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/keybase-renderer.tsx b/frontend-next/src/components/gatherer/renderers/keybase-renderer.tsx
new file mode 100644
index 00000000..b763760c
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/keybase-renderer.tsx
@@ -0,0 +1,67 @@
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Keybase module.
+ *
+ * Reads 3 visualizations from `result.graphic[0..2]`:
+ *  0 keybase — Force graph (profile info, gather format)
+ *  1 devices — Force graph (devices, gather format)
+ *  2 social  — Force graph (social proofs, gather format)
+ */
+export function KeybaseRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Keybase profile force graph
+  const keybaseData = gfx<GatherItem[]>(graphic, 0, "keybase");
+  const keybaseGraph = keybaseData ? gatherToGraph(keybaseData) : null;
+
+  // 1 — Devices force graph
+  const devicesData = gfx<GatherItem[]>(graphic, 1, "devices");
+  const devicesGraph = devicesData ? gatherToGraph(devicesData) : null;
+
+  // 2 — Social proofs force graph
+  const socialData = gfx<GatherItem[]>(graphic, 2, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Keybase profile graph — spans 2 cols */}
+      {keybaseGraph && keybaseGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={keybaseGraph.nodes}
+            links={keybaseGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Devices graph */}
+      {devicesGraph && devicesGraph.nodes.length >= 2 && (
+        <VizCard title="Devices">
+          <ForceGraph
+            nodes={devicesGraph.nodes}
+            links={devicesGraph.links}
+            height={300}
+          />
+        </VizCard>
+      )}
+
+      {/* Social proofs graph — spans 2 cols */}
+      {socialGraph && socialGraph.nodes.length >= 2 && (
+        <VizCard title="Social Proofs" className="md:col-span-2">
+          <ForceGraph
+            nodes={socialGraph.nodes}
+            links={socialGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/leak-renderer.tsx b/frontend-next/src/components/gatherer/renderers/leak-renderer.tsx
new file mode 100644
index 00000000..be70a221
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/leak-renderer.tsx
@@ -0,0 +1,153 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Leak/HIBP (leaks) module.
+ *
+ * Reads 1 visualization from `result.graphic[0]`:
+ *  0 leak — gather format — Force graph (breached databases)
+ */
+export function LeakGraphRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  const leakData = gfx<GatherItem[]>(graphic, 0, "leak");
+  const leakGraph = leakData ? gatherToGraph(leakData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4">
+      {leakGraph && leakGraph.nodes.length >= 2 && (
+        <VizCard title="Breached Databases">
+          <ForceGraph
+            nodes={leakGraph.nodes}
+            links={leakGraph.links}
+            height={400}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+/**
+ * Renderer for the LeakLookup module.
+ *
+ * Reads 1 visualization from `result.graphic[0]`:
+ *  0 leaklookup — Array of {source, data} entries where data holds leaked fields.
+ *
+ * Flattens the nested structure into a DataTable grouped by source.
+ */
+export function LeakLookupRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  const rawData = gfx<{ source: string; data: Record<string, string> }[]>(
+    graphic,
+    0,
+    "leaklookup",
+  );
+
+  // Flatten nested source/data into flat rows for the DataTable
+  const tableRows: Record<string, unknown>[] = [];
+  if (rawData) {
+    for (const entry of rawData) {
+      if (entry.data && typeof entry.data === "object") {
+        for (const [field, value] of Object.entries(entry.data)) {
+          tableRows.push({
+            source: entry.source,
+            field,
+            value: String(value),
+          });
+        }
+      } else {
+        // If data is not a nested object, show source with raw data
+        tableRows.push({
+          source: entry.source,
+          field: "data",
+          value: String(entry.data ?? ""),
+        });
+      }
+    }
+  }
+
+  return (
+    <div className="grid grid-cols-1 gap-4">
+      {tableRows.length > 0 && (
+        <VizCard title="Leak Lookup Results">
+          <DataTable data={tableRows} searchable pageSize={15} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+/**
+ * Renderer for the Darkpass module.
+ *
+ * Reads 1 visualization from `result.graphic[0]`:
+ *  0 darkpass — Array of {password?, status?} entries — leaked passwords
+ */
+export function DarkpassRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  const darkpassData = gfx<Record<string, unknown>[]>(
+    graphic,
+    0,
+    "darkpass",
+  );
+
+  return (
+    <div className="grid grid-cols-1 gap-4">
+      {darkpassData && darkpassData.length > 0 && (
+        <VizCard title="Leaked Passwords">
+          <DataTable data={darkpassData} searchable pageSize={10} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
+
+/**
+ * Renderer for the PsbDmp module.
+ *
+ * Reads 2 visualizations from `result.graphic[0..1]`:
+ *  0 psbdmp — Word cloud (paste content word frequencies)
+ *  1 list   — DataTable (paste entries with time, id, tags)
+ */
+export function PsbdmpRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Paste content word cloud
+  const cloudData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    0,
+    "psbdmp",
+  );
+  const cloudWords = cloudData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  // 1 — Paste entries table
+  const listData = gfx<Record<string, unknown>[]>(graphic, 1, "list");
+
+  return (
+    <div className="grid grid-cols-1 gap-4 lg:grid-cols-2">
+      {cloudWords && cloudWords.length > 0 && (
+        <VizCard title="Paste Content">
+          <WordCloud words={cloudWords} />
+        </VizCard>
+      )}
+
+      {listData && listData.length > 0 && (
+        <VizCard title="Paste Entries">
+          <DataTable data={listData} searchable pageSize={10} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/linkedin-renderer.tsx b/frontend-next/src/components/gatherer/renderers/linkedin-renderer.tsx
new file mode 100644
index 00000000..8c9c2bc6
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/linkedin-renderer.tsx
@@ -0,0 +1,74 @@
+import { BubbleChart } from "@/components/viz/bubble-chart";
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the LinkedIn module.
+ *
+ * Reads 4 visualizations from `result.graphic[0..3]`:
+ *  0 linkedin  — Force graph (gather format)
+ *  1 skill     — BubbleChart (skills by endorsement)
+ *  2 pos       — DataTable (positions)
+ *  3 certs     — DataTable (certifications)
+ */
+export function LinkedinRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — LinkedIn force graph
+  const linkedinData = gfx<GatherItem[]>(graphic, 0, "linkedin");
+  const linkedinGraph = linkedinData ? gatherToGraph(linkedinData) : null;
+
+  // 1 — Skills bubble chart
+  const skillData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    1,
+    "skill",
+  );
+
+  // 2 — Positions data table
+  const posData = gfx<Record<string, unknown>[]>(graphic, 2, "pos");
+
+  // 3 — Certifications data table
+  const certsData = gfx<Record<string, unknown>[]>(graphic, 3, "certs");
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* LinkedIn social graph — spans 2 cols */}
+      {linkedinGraph && linkedinGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={linkedinGraph.nodes}
+            links={linkedinGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Skills bubble chart */}
+      {skillData && skillData.length > 0 && (
+        <VizCard title="Skills">
+          <BubbleChart data={skillData} />
+        </VizCard>
+      )}
+
+      {/* Positions table — spans full width */}
+      {posData && posData.length > 0 && (
+        <VizCard title="Positions" className="lg:col-span-3 md:col-span-2">
+          <DataTable data={posData} searchable pageSize={10} />
+        </VizCard>
+      )}
+
+      {/* Certifications table — spans full width */}
+      {certsData && certsData.length > 0 && (
+        <VizCard title="Certifications" className="lg:col-span-3 md:col-span-2">
+          <DataTable data={certsData} searchable pageSize={10} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/mastodon-renderer.tsx b/frontend-next/src/components/gatherer/renderers/mastodon-renderer.tsx
new file mode 100644
index 00000000..f4725625
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/mastodon-renderer.tsx
@@ -0,0 +1,65 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Mastodon module.
+ *
+ * Reads 3 visualizations from `result.graphic[0..2]`:
+ *  0 mastodon — Force graph (profile info, gather format)
+ *  1 list     — DataTable (found accounts)
+ *  2 social   — Force graph (social connections, gather format)
+ */
+export function MastodonRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Mastodon profile force graph
+  const mastodonData = gfx<GatherItem[]>(graphic, 0, "mastodon");
+  const mastodonGraph = mastodonData ? gatherToGraph(mastodonData) : null;
+
+  // 1 — Found accounts data table
+  const listData = gfx<
+    { title: string; avatar: string; toots: number; followers: number; followings: number; bio: string }[]
+  >(graphic, 1, "list");
+
+  // 2 — Social connections force graph
+  const socialData = gfx<GatherItem[]>(graphic, 2, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData) : null;
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Mastodon profile graph — spans 2 cols */}
+      {mastodonGraph && mastodonGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={mastodonGraph.nodes}
+            links={mastodonGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Found accounts table — spans full width */}
+      {listData && listData.length > 0 && (
+        <VizCard title="Accounts" className="lg:col-span-3 md:col-span-2">
+          <DataTable data={listData} searchable pageSize={10} />
+        </VizCard>
+      )}
+
+      {/* Social connections graph — spans 2 cols */}
+      {socialGraph && socialGraph.nodes.length >= 2 && (
+        <VizCard title="Social Connections" className="md:col-span-2">
+          <ForceGraph
+            nodes={socialGraph.nodes}
+            links={socialGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/reddit-renderer.tsx b/frontend-next/src/components/gatherer/renderers/reddit-renderer.tsx
new file mode 100644
index 00000000..4f485672
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/reddit-renderer.tsx
@@ -0,0 +1,82 @@
+import { BubbleChart } from "@/components/viz/bubble-chart";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Reddit module.
+ *
+ * Reads 4 visualizations from `result.graphic[0..3]`:
+ *  0 reddit  — Force graph (gather format)
+ *  1 bubble  — BubbleChart (subreddit topics)
+ *  2 hour    — Bar chart
+ *  3 week    — Bar chart
+ */
+export function RedditRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Reddit force graph
+  const redditData = gfx<GatherItem[]>(graphic, 0, "reddit");
+  const redditGraph = redditData ? gatherToGraph(redditData) : null;
+
+  // 1 — Subreddit topics bubble chart
+  const bubbleData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    1,
+    "bubble",
+  );
+
+  // 2 — Hour bar chart
+  const hourData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    2,
+    "hour",
+  );
+
+  // 3 — Week bar chart
+  const weekData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    3,
+    "week",
+  );
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Reddit social graph — spans 2 cols */}
+      {redditGraph && redditGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={redditGraph.nodes}
+            links={redditGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Subreddit topics bubble chart */}
+      {bubbleData && bubbleData.length > 0 && (
+        <VizCard title="Subreddit Topics">
+          <BubbleChart data={bubbleData} />
+        </VizCard>
+      )}
+
+      {/* Hour bar chart */}
+      {hourData && hourData.length > 0 && (
+        <VizCard title="Activity by Hour">
+          <ModuleChart data={hourData} type="bar" height={200} />
+        </VizCard>
+      )}
+
+      {/* Week bar chart */}
+      {weekData && weekData.length > 0 && (
+        <VizCard title="Activity by Day of Week">
+          <ModuleChart data={weekData} type="bar" height={200} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/search-renderer.tsx b/frontend-next/src/components/gatherer/renderers/search-renderer.tsx
new file mode 100644
index 00000000..cfa4c793
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/search-renderer.tsx
@@ -0,0 +1,161 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Shared renderer for the Search and Dorks modules.
+ * Both share the exact same layout with 9 visualizations.
+ *
+ * Reads from `result.graphic[0..7]`:
+ *  0 names      — Word cloud (name frequencies)
+ *  1 username   — Word cloud (username frequencies)
+ *  2 social     — Force graph (gather format)
+ *  3 rawresults — DataTable (all raw results)
+ *  4 searches   — DataTable (analyzed/filtered results)
+ *  5 mentions   — Word cloud (mention frequencies)
+ *  6 hashtags   — Word cloud (hashtag frequencies)
+ *  7 emails     — Word cloud (email frequencies)
+ *
+ * Layout:
+ *  Row 1: Names cloud (col-4), Social graph (col-4), Usernames cloud (col-4)
+ *  Row 2: Analyzed list (col-6), Raw list (col-6)
+ *  Row 3: Mentions cloud (col-4), Hashtags cloud (col-4), Emails cloud (col-4)
+ */
+export function SearchResultRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Names word cloud
+  const namesData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    0,
+    "names",
+  );
+  const namesWords = namesData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  // 1 — Usernames word cloud
+  const usernameData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    1,
+    "username",
+  );
+  const usernameWords = usernameData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  // 2 — Social force graph
+  const socialData = gfx<GatherItem[]>(graphic, 2, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData) : null;
+
+  // 3 — Raw results table
+  const rawData = gfx<Record<string, unknown>[]>(graphic, 3, "rawresults");
+
+  // 4 — Analyzed/filtered results table
+  const searchesData = gfx<Record<string, unknown>[]>(graphic, 4, "searches");
+
+  // 5 — Mentions word cloud
+  const mentionsData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    5,
+    "mentions",
+  );
+  const mentionsWords = mentionsData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  // 6 — Hashtags word cloud
+  const hashtagsData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    6,
+    "hashtags",
+  );
+  const hashtagsWords = hashtagsData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  // 7 — Emails word cloud
+  const emailsData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    7,
+    "emails",
+  );
+  const emailsWords = emailsData?.map((d) => ({
+    text: d.label,
+    value: d.value,
+  }));
+
+  return (
+    <div className="space-y-4">
+      {/* Row 1: Names cloud, Social graph, Usernames cloud */}
+      <div className="grid grid-cols-1 gap-4 lg:grid-cols-3">
+        {namesWords && namesWords.length > 0 && (
+          <VizCard title="Names">
+            <WordCloud words={namesWords} />
+          </VizCard>
+        )}
+
+        {socialGraph && socialGraph.nodes.length >= 2 && (
+          <VizCard title="Social">
+            <ForceGraph
+              nodes={socialGraph.nodes}
+              links={socialGraph.links}
+              height={300}
+            />
+          </VizCard>
+        )}
+
+        {usernameWords && usernameWords.length > 0 && (
+          <VizCard title="Usernames">
+            <WordCloud words={usernameWords} />
+          </VizCard>
+        )}
+      </div>
+
+      {/* Row 2: Analyzed list, Raw list */}
+      <div className="grid grid-cols-1 gap-4 lg:grid-cols-2">
+        {searchesData && searchesData.length > 0 && (
+          <VizCard title="Analyzed Results">
+            <DataTable data={searchesData} searchable pageSize={10} />
+          </VizCard>
+        )}
+
+        {rawData && rawData.length > 0 && (
+          <VizCard title="Raw Results">
+            <DataTable data={rawData} searchable pageSize={10} />
+          </VizCard>
+        )}
+      </div>
+
+      {/* Row 3: Mentions cloud, Hashtags cloud, Emails cloud */}
+      <div className="grid grid-cols-1 gap-4 lg:grid-cols-3">
+        {mentionsWords && mentionsWords.length > 0 && (
+          <VizCard title="Mentions">
+            <WordCloud words={mentionsWords} />
+          </VizCard>
+        )}
+
+        {hashtagsWords && hashtagsWords.length > 0 && (
+          <VizCard title="Hashtags">
+            <WordCloud words={hashtagsWords} />
+          </VizCard>
+        )}
+
+        {emailsWords && emailsWords.length > 0 && (
+          <VizCard title="Emails">
+            <WordCloud words={emailsWords} />
+          </VizCard>
+        )}
+      </div>
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/simple-renderer.tsx b/frontend-next/src/components/gatherer/renderers/simple-renderer.tsx
new file mode 100644
index 00000000..e5131985
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/simple-renderer.tsx
@@ -0,0 +1,59 @@
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Factory for modules with a single force graph visualization.
+ *
+ * Each simple module stores its gather-format data under
+ * `result.graphic[0][graphKey]`.
+ */
+function makeSimpleRenderer(graphKey: string, title: string) {
+  return function SimpleRenderer({ result }: RendererProps) {
+    const data = gfx<GatherItem[]>(result.graphic, 0, graphKey);
+    const graph = data ? gatherToGraph(data) : null;
+
+    if (!graph || graph.nodes.length < 2) return null;
+
+    return (
+      <VizCard title={title}>
+        <ForceGraph nodes={graph.nodes} links={graph.links} height={350} />
+      </VizCard>
+    );
+  };
+}
+
+/** Renderer for the GitLab module — single profile force graph. */
+export const GitlabRenderer = makeSimpleRenderer("gitlab", "GitLab Profile");
+
+/** Renderer for the Tinder module — single profile force graph. */
+export const TinderRenderer = makeSimpleRenderer("tinder", "Tinder Profile");
+
+/** Renderer for the GhostProject module — single force graph. */
+export const GhostprojectRenderer = makeSimpleRenderer(
+  "ghostproject",
+  "GhostProject",
+);
+
+/**
+ * Renderer for the Skype module.
+ *
+ * Skype module reports a found/not-found status rather than
+ * providing graph data, so we display a simple status text.
+ */
+export function SkypeRenderer({ result }: RendererProps) {
+  const { raw } = result;
+  const status =
+    typeof raw === "object" && raw !== null && !Array.isArray(raw) && "status" in raw
+      ? String((raw as Record<string, unknown>).status)
+      : "Unknown";
+
+  return (
+    <VizCard title="Skype">
+      <p className="text-sm text-foreground">{status}</p>
+    </VizCard>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/spotify-renderer.tsx b/frontend-next/src/components/gatherer/renderers/spotify-renderer.tsx
new file mode 100644
index 00000000..e3d618de
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/spotify-renderer.tsx
@@ -0,0 +1,111 @@
+import { BubbleChart } from "@/components/viz/bubble-chart";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Spotify module.
+ *
+ * Reads 5 visualizations from `result.graphic[0..4]`:
+ *  0 spotify    — Force graph (gather format)
+ *  1 playlists  — Horizontal bar chart
+ *  2 lang       — BubbleChart (music languages)
+ *  3 autors     — Word cloud (artists)
+ *  4 words      — Word cloud (track words)
+ */
+export function SpotifyRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Spotify force graph
+  const spotifyData = gfx<GatherItem[]>(graphic, 0, "spotify");
+  const spotifyGraph = spotifyData ? gatherToGraph(spotifyData) : null;
+
+  // 1 — Playlists horizontal bar chart
+  const playlistsData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    1,
+    "playlists",
+  );
+
+  // 2 — Languages bubble chart
+  const langData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    2,
+    "lang",
+  );
+
+  // 3 — Artists word cloud
+  const autorsData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    3,
+    "autors",
+  );
+  const autorsWords = autorsData?.map((h) => ({
+    text: h.label,
+    value: h.value,
+  }));
+
+  // 4 — Track words word cloud
+  const wordsData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    4,
+    "words",
+  );
+  const trackWords = wordsData?.map((h) => ({
+    text: h.label,
+    value: h.value,
+  }));
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Spotify social graph — spans 2 cols */}
+      {spotifyGraph && spotifyGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={spotifyGraph.nodes}
+            links={spotifyGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Playlists horizontal bar chart */}
+      {playlistsData && playlistsData.length > 0 && (
+        <VizCard title="Playlists">
+          <ModuleChart
+            data={playlistsData}
+            type="bar"
+            layout="horizontal"
+            height={300}
+          />
+        </VizCard>
+      )}
+
+      {/* Languages bubble chart */}
+      {langData && langData.length > 0 && (
+        <VizCard title="Music Languages">
+          <BubbleChart data={langData} />
+        </VizCard>
+      )}
+
+      {/* Artists word cloud */}
+      {autorsWords && autorsWords.length > 0 && (
+        <VizCard title="Artists">
+          <WordCloud words={autorsWords} />
+        </VizCard>
+      )}
+
+      {/* Track words word cloud */}
+      {trackWords && trackWords.length > 0 && (
+        <VizCard title="Track Words">
+          <WordCloud words={trackWords} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/tiktok-renderer.tsx b/frontend-next/src/components/gatherer/renderers/tiktok-renderer.tsx
new file mode 100644
index 00000000..220a4cfa
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/tiktok-renderer.tsx
@@ -0,0 +1,133 @@
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+import { TreemapChart } from "@/components/viz/treemap-chart";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the TikTok module.
+ *
+ * Reads 8 visualizations from `result.graphic[0..7]`:
+ *  0 tiktok   — Force graph (gather format)
+ *  1 resume   — Treemap (children[])
+ *  2 posts    — Line chart (multi-series)
+ *  3 hashtag  — Word cloud
+ *  4 hour     — Bar chart
+ *  5 week     — Bar chart
+ *  6 videos   — Force graph (thumbnails)
+ *  7 time     — Bar chart (timeline)
+ */
+export function TiktokRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — TikTok force graph
+  const tiktokData = gfx<GatherItem[]>(graphic, 0, "tiktok");
+  const tiktokGraph = tiktokData ? gatherToGraph(tiktokData) : null;
+
+  // 1 — Resume treemap
+  const resumeData = gfx<{ children: { name: string; total: number }[] }>(
+    graphic,
+    1,
+    "resume",
+  );
+  const treemapChildren = resumeData?.children;
+
+  // 2 — Posts line chart (multi-series)
+  const postsData = gfx<Record<string, unknown>[]>(graphic, 2, "posts");
+
+  // 3 — Hashtag word cloud
+  const hashtagData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    3,
+    "hashtag",
+  );
+  const hashtagWords = hashtagData?.map((h) => ({
+    text: h.label,
+    value: h.value,
+  }));
+
+  // 4 — Hour bar chart
+  const hourData = gfx<Record<string, unknown>[]>(graphic, 4, "hour");
+
+  // 5 — Week bar chart
+  const weekData = gfx<Record<string, unknown>[]>(graphic, 5, "week");
+
+  // 6 — Videos force graph (thumbnails)
+  const videosData = gfx<GatherItem[]>(graphic, 6, "videos");
+  const videosGraph = videosData ? gatherToGraph(videosData) : null;
+
+  // 7 — Time bar chart (timeline)
+  const timeData = gfx<Record<string, unknown>[]>(graphic, 7, "time");
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* TikTok social graph — spans 2 cols */}
+      {tiktokGraph && tiktokGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={tiktokGraph.nodes}
+            links={tiktokGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Resume treemap */}
+      {treemapChildren && treemapChildren.length > 0 && (
+        <VizCard title="Resume">
+          <TreemapChart data={treemapChildren} height={250} />
+        </VizCard>
+      )}
+
+      {/* Posts line chart — spans 2 cols */}
+      {postsData && postsData.length > 0 && (
+        <VizCard title="Post Activity" className="md:col-span-2">
+          <ModuleChart data={postsData} type="line" height={300} />
+        </VizCard>
+      )}
+
+      {/* Hashtag word cloud */}
+      {hashtagWords && hashtagWords.length > 0 && (
+        <VizCard title="Hashtags">
+          <WordCloud words={hashtagWords} />
+        </VizCard>
+      )}
+
+      {/* Hour bar chart */}
+      {hourData && hourData.length > 0 && (
+        <VizCard title="Activity by Hour">
+          <ModuleChart data={hourData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Week bar chart */}
+      {weekData && weekData.length > 0 && (
+        <VizCard title="Activity by Day of Week">
+          <ModuleChart data={weekData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Videos force graph */}
+      {videosGraph && videosGraph.nodes.length >= 2 && (
+        <VizCard title="Videos">
+          <ForceGraph
+            nodes={videosGraph.nodes}
+            links={videosGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Time bar chart (timeline) */}
+      {timeData && timeData.length > 0 && (
+        <VizCard title="Timeline">
+          <ModuleChart data={timeData} type="bar" height={250} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/tweetiment-renderer.tsx b/frontend-next/src/components/gatherer/renderers/tweetiment-renderer.tsx
new file mode 100644
index 00000000..96b963f3
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/tweetiment-renderer.tsx
@@ -0,0 +1,27 @@
+import { ModuleChart } from "@/components/viz/module-chart";
+
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Tweetiment module (Twitter sentiment analysis).
+ *
+ * Reads 1 visualization from `result.graphic[0]`:
+ *  0 sentiment — Multi-series line chart data
+ */
+export function TweetimentRenderer({ result }: RendererProps) {
+  const sentiment = gfx<Record<string, unknown>[]>(
+    result.graphic,
+    0,
+    "sentiment",
+  );
+
+  if (!sentiment || sentiment.length === 0) return null;
+
+  return (
+    <VizCard title="Sentiment Analysis">
+      <ModuleChart data={sentiment} type="line" height={300} />
+    </VizCard>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/twitch-renderer.tsx b/frontend-next/src/components/gatherer/renderers/twitch-renderer.tsx
new file mode 100644
index 00000000..1bb51694
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/twitch-renderer.tsx
@@ -0,0 +1,113 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Twitch module.
+ *
+ * Reads 6 visualizations from `result.graphic[0..5]`:
+ *  0 twitch    — Force graph (gather format)
+ *  1 duration  — Horizontal bar chart (video durations)
+ *  2 hour      — Bar chart
+ *  3 week      — Bar chart
+ *  4 list      — DataTable (videos)
+ *  5 time      — Bar chart (streams over time)
+ */
+export function TwitchRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Twitch force graph
+  const twitchData = gfx<GatherItem[]>(graphic, 0, "twitch");
+  const twitchGraph = twitchData ? gatherToGraph(twitchData) : null;
+
+  // 1 — Duration horizontal bar chart
+  const durationData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    1,
+    "duration",
+  );
+
+  // 2 — Hour bar chart
+  const hourData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    2,
+    "hour",
+  );
+
+  // 3 — Week bar chart
+  const weekData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    3,
+    "week",
+  );
+
+  // 4 — Video list data table
+  const listData = gfx<Record<string, unknown>[]>(graphic, 4, "list");
+
+  // 5 — Time bar chart (streams over time)
+  const timeData = gfx<{ name: string; value: number }[]>(
+    graphic,
+    5,
+    "time",
+  );
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Twitch social graph — spans 2 cols */}
+      {twitchGraph && twitchGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={twitchGraph.nodes}
+            links={twitchGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Duration horizontal bar chart */}
+      {durationData && durationData.length > 0 && (
+        <VizCard title="Video Durations">
+          <ModuleChart
+            data={durationData}
+            type="bar"
+            layout="horizontal"
+            height={300}
+          />
+        </VizCard>
+      )}
+
+      {/* Hour bar chart */}
+      {hourData && hourData.length > 0 && (
+        <VizCard title="Activity by Hour">
+          <ModuleChart data={hourData} type="bar" height={200} />
+        </VizCard>
+      )}
+
+      {/* Week bar chart */}
+      {weekData && weekData.length > 0 && (
+        <VizCard title="Activity by Day of Week">
+          <ModuleChart data={weekData} type="bar" height={200} />
+        </VizCard>
+      )}
+
+      {/* Video list table — spans full width */}
+      {listData && listData.length > 0 && (
+        <VizCard title="Videos" className="lg:col-span-3 md:col-span-2">
+          <DataTable data={listData} searchable pageSize={10} />
+        </VizCard>
+      )}
+
+      {/* Time bar chart (streams over time) */}
+      {timeData && timeData.length > 0 && (
+        <VizCard title="Streams Over Time">
+          <ModuleChart data={timeData} type="bar" height={200} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/twitter-renderer.tsx b/frontend-next/src/components/gatherer/renderers/twitter-renderer.tsx
new file mode 100644
index 00000000..f9f0cc02
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/twitter-renderer.tsx
@@ -0,0 +1,225 @@
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+import { TreemapChart } from "@/components/viz/treemap-chart";
+import { WordCloud } from "@/components/viz/word-cloud";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Twitter / X module.
+ *
+ * Reads 12 visualizations from `result.graphic[0..11]`:
+ *  0 social       — Force graph (profile info)
+ *  1 resume       — Treemap (children[])
+ *  2 popularity   — Donut chart
+ *  3 approval     — Donut chart
+ *  4 hashtag      — Word cloud
+ *  5 users        — Force graph (mentioned users)
+ *  6 tweetslist   — Line chart (multi-series)
+ *  7 week         — Bar chart
+ *  8 hour         — Bar chart
+ *  9 sources      — Horizontal bar chart
+ * 10 time         — Bar chart (timeline)
+ * 11 twvsrt       — Full pie chart
+ */
+export function TwitterRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Social force graph
+  const socialData = gfx<GatherItem[]>(graphic, 0, "social");
+  const socialGraph = socialData ? gatherToGraph(socialData) : null;
+
+  // 1 — Resume treemap
+  const resumeData = gfx<{ children: { name: string; total: number }[] }>(
+    graphic,
+    1,
+    "resume",
+  );
+  const treemapChildren = resumeData?.children;
+
+  // 2 — Popularity donut
+  const popularityData = gfx<{ title: string; value: number }[]>(
+    graphic,
+    2,
+    "popularity",
+  );
+  const popularityChart = popularityData?.map((d) => ({
+    name: d.title,
+    value: d.value,
+  }));
+
+  // 3 — Approval donut
+  const approvalData = gfx<{ title: string; value: number }[]>(
+    graphic,
+    3,
+    "approval",
+  );
+  const approvalChart = approvalData?.map((d) => ({
+    name: d.title,
+    value: d.value,
+  }));
+
+  // 4 — Hashtag word cloud
+  const hashtagData = gfx<{ label: string; value: number }[]>(
+    graphic,
+    4,
+    "hashtag",
+  );
+  const hashtagWords = hashtagData?.map((h) => ({
+    text: h.label,
+    value: h.value,
+  }));
+
+  // 5 — Mentioned users force graph
+  const usersData = gfx<GatherItem[]>(graphic, 5, "users");
+  const usersGraph = usersData ? gatherToGraph(usersData) : null;
+
+  // 6 — Tweets list line chart (multi-series)
+  const tweetslistData = gfx<Record<string, unknown>[]>(
+    graphic,
+    6,
+    "tweetslist",
+  );
+
+  // 7 — Week bar chart
+  const weekData = gfx<Record<string, unknown>[]>(graphic, 7, "week");
+
+  // 8 — Hour bar chart
+  const hourData = gfx<Record<string, unknown>[]>(graphic, 8, "hour");
+
+  // 9 — Sources horizontal bar chart
+  const sourcesData = gfx<Record<string, unknown>[]>(graphic, 9, "sources");
+
+  // 10 — Time bar chart (timeline)
+  const timeData = gfx<Record<string, unknown>[]>(graphic, 10, "time");
+
+  // 11 — Tweets vs Retweets full pie
+  const twvsrtData = gfx<{ title: string; value: number }[]>(
+    graphic,
+    11,
+    "twvsrt",
+  );
+  const twvsrtChart = twvsrtData?.map((d) => ({
+    name: d.title,
+    value: d.value,
+  }));
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Social graph — spans 2 cols */}
+      {socialGraph && socialGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={socialGraph.nodes}
+            links={socialGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Resume treemap */}
+      {treemapChildren && treemapChildren.length > 0 && (
+        <VizCard title="Resume">
+          <TreemapChart data={treemapChildren} height={250} />
+        </VizCard>
+      )}
+
+      {/* Popularity donut */}
+      {popularityChart && popularityChart.length > 0 && (
+        <VizCard title="Popularity">
+          <ModuleChart
+            data={popularityChart}
+            type="pie"
+            variant="donut"
+            height={250}
+          />
+        </VizCard>
+      )}
+
+      {/* Approval donut */}
+      {approvalChart && approvalChart.length > 0 && (
+        <VizCard title="Approval">
+          <ModuleChart
+            data={approvalChart}
+            type="pie"
+            variant="donut"
+            height={250}
+          />
+        </VizCard>
+      )}
+
+      {/* Hashtag word cloud */}
+      {hashtagWords && hashtagWords.length > 0 && (
+        <VizCard title="Hashtags">
+          <WordCloud words={hashtagWords} />
+        </VizCard>
+      )}
+
+      {/* Mentioned users force graph */}
+      {usersGraph && usersGraph.nodes.length >= 2 && (
+        <VizCard title="Mentioned Users">
+          <ForceGraph
+            nodes={usersGraph.nodes}
+            links={usersGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Tweets list line chart — spans 2 cols */}
+      {tweetslistData && tweetslistData.length > 0 && (
+        <VizCard title="Tweet Activity" className="md:col-span-2">
+          <ModuleChart data={tweetslistData} type="line" height={300} />
+        </VizCard>
+      )}
+
+      {/* Week bar chart */}
+      {weekData && weekData.length > 0 && (
+        <VizCard title="Activity by Day of Week">
+          <ModuleChart data={weekData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Hour bar chart */}
+      {hourData && hourData.length > 0 && (
+        <VizCard title="Activity by Hour">
+          <ModuleChart data={hourData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Sources horizontal bar chart */}
+      {sourcesData && sourcesData.length > 0 && (
+        <VizCard title="Sources">
+          <ModuleChart
+            data={sourcesData}
+            type="bar"
+            layout="horizontal"
+            height={300}
+          />
+        </VizCard>
+      )}
+
+      {/* Time bar chart (timeline) */}
+      {timeData && timeData.length > 0 && (
+        <VizCard title="Timeline">
+          <ModuleChart data={timeData} type="bar" height={250} />
+        </VizCard>
+      )}
+
+      {/* Tweets vs Retweets full pie */}
+      {twvsrtChart && twvsrtChart.length > 0 && (
+        <VizCard title="Tweets vs Retweets">
+          <ModuleChart
+            data={twvsrtChart}
+            type="pie"
+            variant="full-pie"
+            height={250}
+          />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/types.ts b/frontend-next/src/components/gatherer/renderers/types.ts
new file mode 100644
index 00000000..5864a976
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/types.ts
@@ -0,0 +1,20 @@
+import type { GraphicItem, ModuleResultRaw } from "@/types/api";
+
+/** Props passed to every custom module renderer */
+export interface RendererProps {
+  result: ModuleResultRaw;
+}
+
+/**
+ * Safely extract a value from graphic[] at a given index and key.
+ * Returns undefined if the path doesn't exist.
+ */
+export function gfx<T = unknown>(
+  graphic: GraphicItem[],
+  index: number,
+  key: string,
+): T | undefined {
+  const item = graphic[index];
+  if (!item) return undefined;
+  return item[key] as T | undefined;
+}
diff --git a/frontend-next/src/components/gatherer/renderers/venmo-renderer.tsx b/frontend-next/src/components/gatherer/renderers/venmo-renderer.tsx
new file mode 100644
index 00000000..a7546e0b
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/venmo-renderer.tsx
@@ -0,0 +1,68 @@
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+
+import { gatherToGraph, type GatherItem } from "./graph-helpers";
+import type { RendererProps } from "./types";
+import { gfx } from "./types";
+import { VizCard } from "./viz-card";
+
+/**
+ * Renderer for the Venmo module.
+ *
+ * Reads 3 visualizations from `result.graphic[0..2]`:
+ *  0 venmo   — Force graph (profile info, gather format)
+ *  1 friends — Force graph (friends network, gather format)
+ *  2 trans   — DataTable (transactions)
+ */
+export function VenmoRenderer({ result }: RendererProps) {
+  const { graphic } = result;
+
+  // 0 — Venmo profile force graph
+  const venmoData = gfx<GatherItem[]>(graphic, 0, "venmo");
+  const venmoGraph = venmoData ? gatherToGraph(venmoData) : null;
+
+  // 1 — Friends network force graph
+  const friendsData = gfx<GatherItem[]>(graphic, 1, "friends");
+  const friendsGraph = friendsData ? gatherToGraph(friendsData) : null;
+
+  // 2 — Transactions data table
+  const transData = gfx<
+    { date: string; sender: string; receiver: string; note: string }[]
+  >(graphic, 2, "trans");
+
+  return (
+    <div className="grid grid-cols-1 gap-4 md:grid-cols-2 lg:grid-cols-3">
+      {/* Venmo profile graph — spans 2 cols */}
+      {venmoGraph && venmoGraph.nodes.length >= 2 && (
+        <VizCard title="Profile" className="md:col-span-2">
+          <ForceGraph
+            nodes={venmoGraph.nodes}
+            links={venmoGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Friends network graph — spans 2 cols */}
+      {friendsGraph && friendsGraph.nodes.length >= 2 && (
+        <VizCard title="Friends" className="md:col-span-2">
+          <ForceGraph
+            nodes={friendsGraph.nodes}
+            links={friendsGraph.links}
+            height={350}
+          />
+        </VizCard>
+      )}
+
+      {/* Transactions table — spans full width */}
+      {transData && transData.length > 0 && (
+        <VizCard
+          title="Transactions"
+          className="lg:col-span-3 md:col-span-2"
+        >
+          <DataTable data={transData} searchable pageSize={10} />
+        </VizCard>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/renderers/viz-card.tsx b/frontend-next/src/components/gatherer/renderers/viz-card.tsx
new file mode 100644
index 00000000..cf4fc75b
--- /dev/null
+++ b/frontend-next/src/components/gatherer/renderers/viz-card.tsx
@@ -0,0 +1,22 @@
+import type { ReactNode } from "react";
+
+import { Card } from "@/components/ui/card";
+
+interface VizCardProps {
+  title: string;
+  children: ReactNode;
+  className?: string;
+}
+
+export function VizCard({ title, children, className = "" }: VizCardProps) {
+  return (
+    <Card className={`overflow-hidden border-border/60 p-0 ${className}`}>
+      <div className="border-b border-border/40 px-3 py-2">
+        <h4 className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+          {title}
+        </h4>
+      </div>
+      <div className="p-3">{children}</div>
+    </Card>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/result-card.tsx b/frontend-next/src/components/gatherer/result-card.tsx
new file mode 100644
index 00000000..1054cec1
--- /dev/null
+++ b/frontend-next/src/components/gatherer/result-card.tsx
@@ -0,0 +1,480 @@
+import { useState } from "react";
+
+import { ChevronDown, ChevronRight } from "lucide-react";
+
+import { MODULE_RENDERERS } from "@/components/gatherer/renderers";
+import { Badge } from "@/components/ui/badge";
+import { Card } from "@/components/ui/card";
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
+import { DataTable } from "@/components/viz/data-table";
+import { ForceGraph } from "@/components/viz/force-graph";
+import { ModuleChart } from "@/components/viz/module-chart";
+import { getModuleIcon } from "@/lib/icon-map";
+import { getModule } from "@/lib/module-registry";
+import type { TaskEntry } from "@/stores/gather-store";
+import type { GraphicItem } from "@/types/api";
+import type { ModuleConfig } from "@/types/modules";
+
+interface ResultCardProps {
+  moduleId: string;
+  task: TaskEntry;
+}
+
+const VALIDATION_STYLES: Record<
+  string,
+  { label: string; className: string } | null
+> = {
+  hard: {
+    label: "Hard",
+    className: "bg-emerald-600/20 text-emerald-400 border-emerald-500/30",
+  },
+  soft: {
+    label: "Soft",
+    className: "bg-yellow-600/20 text-yellow-400 border-yellow-500/30",
+  },
+  no: {
+    label: "No",
+    className: "bg-zinc-600/20 text-zinc-400 border-zinc-500/30",
+  },
+  not_used: null,
+};
+
+// ---------------------------------------------------------------------------
+// Graph data extraction helpers
+// ---------------------------------------------------------------------------
+
+interface GraphNode {
+  id: string;
+  label: string;
+  img?: string;
+  group?: string;
+}
+
+interface GraphLink {
+  source: string;
+  target: string;
+}
+
+/**
+ * Parse graphic items to extract nodes and links for a force-directed graph.
+ * Looks for typical iKy graph structures: nodes with id/label, edges with
+ * source/target, or nested "social"/"details" arrays that can be mapped.
+ */
+function extractGraphData(graphic: GraphicItem[]): {
+  nodes: GraphNode[];
+  links: GraphLink[];
+} | null {
+  const nodes: GraphNode[] = [];
+  const links: GraphLink[] = [];
+  const seenNodeIds = new Set<string>();
+
+  for (const item of graphic) {
+    // Look for explicit graph structures
+    if (Array.isArray(item.nodes) && Array.isArray(item.links)) {
+      for (const n of item.nodes as Record<string, unknown>[]) {
+        const id = String(n.id ?? n.name ?? "");
+        if (id && !seenNodeIds.has(id)) {
+          seenNodeIds.add(id);
+          nodes.push({
+            id,
+            label: String(n.label ?? n.name ?? id),
+            img: n.img ? String(n.img) : undefined,
+            group: n.group ? String(n.group) : undefined,
+          });
+        }
+      }
+      for (const l of item.links as Record<string, unknown>[]) {
+        links.push({
+          source: String(l.source ?? ""),
+          target: String(l.target ?? ""),
+        });
+      }
+      continue;
+    }
+
+    // Look for social array -> build graph from social connections
+    if (Array.isArray(item.social) && item.social.length > 0) {
+      // Create a central node from the module data
+      const centerId = String(item.name ?? item.username ?? "center");
+      if (!seenNodeIds.has(centerId)) {
+        seenNodeIds.add(centerId);
+        nodes.push({
+          id: centerId,
+          label: centerId,
+          group: "primary",
+        });
+      }
+
+      for (const social of item.social as Record<string, unknown>[]) {
+        const name = String(social.name ?? social.source ?? social.url ?? "");
+        if (name && !seenNodeIds.has(name)) {
+          seenNodeIds.add(name);
+          nodes.push({
+            id: name,
+            label: name,
+            group: String(social.source ?? "social"),
+          });
+          links.push({ source: centerId, target: name });
+        }
+      }
+    }
+
+    // Build graph from any remaining key-value pairs that look like connections
+    for (const [key, value] of Object.entries(item)) {
+      if (
+        key === "details" ||
+        key === "social" ||
+        key === "nodes" ||
+        key === "links"
+      )
+        continue;
+
+      if (
+        Array.isArray(value) &&
+        value.length > 0 &&
+        typeof value[0] === "object" &&
+        value[0] !== null
+      ) {
+        // Array of objects -> each could be a node
+        const groupName = key;
+        const centerId = `__${key}_center`;
+        if (!seenNodeIds.has(centerId)) {
+          seenNodeIds.add(centerId);
+          nodes.push({
+            id: centerId,
+            label: key.replace(/_/g, " "),
+            group: "primary",
+          });
+        }
+
+        for (const entry of value as Record<string, unknown>[]) {
+          const name = String(
+            entry.name ?? entry.title ?? entry.label ?? entry.id ?? "",
+          );
+          if (name && !seenNodeIds.has(name)) {
+            seenNodeIds.add(name);
+            nodes.push({ id: name, label: name, group: groupName });
+            links.push({ source: centerId, target: name });
+          }
+        }
+      }
+    }
+  }
+
+  if (nodes.length < 2) return null;
+  return { nodes, links };
+}
+
+// ---------------------------------------------------------------------------
+// Chart data extraction helpers
+// ---------------------------------------------------------------------------
+
+/**
+ * Extract chart-friendly data from graphic items.
+ * Looks for key-value pairs with numeric values, or arrays with
+ * objects that have a name + value structure.
+ */
+function extractChartData(
+  graphic: GraphicItem[],
+): Record<string, unknown>[] | null {
+  const chartData: Record<string, unknown>[] = [];
+
+  for (const item of graphic) {
+    for (const [key, value] of Object.entries(item)) {
+      if (key === "details" || key === "social") continue;
+
+      // If value is a number, add as a chart entry
+      if (typeof value === "number" || (typeof value === "string" && !isNaN(Number(value)) && value.trim() !== "")) {
+        chartData.push({ name: key.replace(/_/g, " "), value: Number(value) });
+      }
+
+      // If value is an array of objects with name+value, use directly
+      if (Array.isArray(value) && value.length > 0) {
+        const first = value[0];
+        if (typeof first === "object" && first !== null) {
+          const obj = first as Record<string, unknown>;
+          // Check if objects have a value-like field
+          const hasValue = Object.values(obj).some(
+            (v) => typeof v === "number",
+          );
+          if (hasValue) {
+            for (const entry of value as Record<string, unknown>[]) {
+              chartData.push(entry);
+            }
+            // If we found array chart data, use it directly
+            if (chartData.length > 0) return chartData;
+          }
+        }
+      }
+    }
+  }
+
+  // Filter out entries without numeric values
+  const filtered = chartData.filter((d) =>
+    Object.values(d).some((v) => typeof v === "number"),
+  );
+
+  return filtered.length >= 2 ? filtered : null;
+}
+
+// ---------------------------------------------------------------------------
+// Table data extraction
+// ---------------------------------------------------------------------------
+
+/**
+ * Extract tabular data from graphic items.
+ * Returns arrays of objects suitable for DataTable.
+ */
+function extractTableData(
+  graphic: GraphicItem[],
+): Array<{ label: string; rows: Record<string, unknown>[] }> {
+  const result: Array<{ label: string; rows: Record<string, unknown>[] }> = [];
+
+  for (const item of graphic) {
+    for (const [key, value] of Object.entries(item)) {
+      if (!Array.isArray(value) || value.length === 0) continue;
+
+      const firstRow = value[0];
+      if (
+        typeof firstRow === "object" &&
+        firstRow !== null &&
+        !Array.isArray(firstRow)
+      ) {
+        result.push({
+          label: key,
+          rows: value as Record<string, unknown>[],
+        });
+      } else if (typeof firstRow === "string" || typeof firstRow === "number") {
+        // Convert primitive arrays to objects with a single column
+        result.push({
+          label: key,
+          rows: value.map((v) => ({ [key]: v })),
+        });
+      }
+    }
+  }
+
+  return result;
+}
+
+// ---------------------------------------------------------------------------
+// View components
+// ---------------------------------------------------------------------------
+
+function KeyValueView({ graphic }: { graphic: GraphicItem[] }) {
+  // Extract key-value pairs from graphic items
+  const entries: Array<{ key: string; value: unknown }> = [];
+
+  for (const item of graphic) {
+    for (const [key, value] of Object.entries(item)) {
+      if (key === "details" || key === "social") continue;
+      entries.push({ key, value });
+    }
+  }
+
+  // Show detail arrays if present
+  const detailArrays = graphic
+    .flatMap((g) => (Array.isArray(g.details) ? g.details : []))
+    .filter(Boolean);
+
+  if (entries.length === 0 && detailArrays.length === 0) {
+    return (
+      <p className="text-sm text-muted-foreground italic">No data available.</p>
+    );
+  }
+
+  return (
+    <div className="space-y-3">
+      {entries.length > 0 && (
+        <dl className="grid grid-cols-[auto_1fr] gap-x-4 gap-y-1.5 text-sm">
+          {entries.map(({ key, value }, i) => (
+            <div key={i} className="contents">
+              <dt className="font-medium text-muted-foreground capitalize">
+                {key.replace(/_/g, " ")}
+              </dt>
+              <dd className="text-foreground truncate">
+                {typeof value === "object"
+                  ? JSON.stringify(value)
+                  : String(value ?? "")}
+              </dd>
+            </div>
+          ))}
+        </dl>
+      )}
+
+      {detailArrays.length > 0 && (
+        <div className="space-y-1.5">
+          <h4 className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+            Details
+          </h4>
+          <ul className="space-y-1">
+            {detailArrays.map((item, i) => (
+              <li
+                key={i}
+                className="rounded-md border border-border bg-background/50 px-3 py-1.5 text-sm"
+              >
+                {typeof item === "object"
+                  ? JSON.stringify(item)
+                  : String(item)}
+              </li>
+            ))}
+          </ul>
+        </div>
+      )}
+    </div>
+  );
+}
+
+function DetailsView({
+  graphic,
+  mod,
+}: {
+  graphic: GraphicItem[];
+  mod: ModuleConfig;
+}) {
+  if (!graphic || graphic.length === 0) {
+    return (
+      <p className="text-sm text-muted-foreground italic">No data available.</p>
+    );
+  }
+
+  const viz = mod.visualization;
+  const sections: React.ReactNode[] = [];
+
+  // Render force graph if configured
+  if (viz.useGenericGraph) {
+    const graphData = extractGraphData(graphic);
+    if (graphData && graphData.nodes.length >= 2) {
+      sections.push(
+        <div key="graph" className="space-y-2">
+          <h4 className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+            Relationship Graph
+          </h4>
+          <ForceGraph
+            nodes={graphData.nodes}
+            links={graphData.links}
+            height={350}
+          />
+        </div>,
+      );
+    }
+  }
+
+  // Render chart if configured
+  if (viz.useGenericChart) {
+    const chartData = extractChartData(graphic);
+    if (chartData && chartData.length >= 2) {
+      sections.push(
+        <div key="chart" className="space-y-2">
+          <h4 className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+            Chart
+          </h4>
+          <ModuleChart data={chartData} />
+        </div>,
+      );
+    }
+  }
+
+  // Always show key-value pairs as well
+  sections.push(<KeyValueView key="kv" graphic={graphic} />);
+
+  return <div className="space-y-4">{sections}</div>;
+}
+
+function TableView({ graphic }: { graphic: GraphicItem[] }) {
+  const tableGroups = extractTableData(graphic);
+
+  if (tableGroups.length === 0) {
+    return (
+      <p className="text-sm text-muted-foreground italic">
+        No tabular data available.
+      </p>
+    );
+  }
+
+  return (
+    <div className="space-y-4">
+      {tableGroups.map(({ label, rows }) => (
+        <div key={label} className="space-y-2">
+          <h4 className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+            {label.replace(/_/g, " ")}
+          </h4>
+          <DataTable data={rows} searchable={rows.length > 5} pageSize={10} />
+        </div>
+      ))}
+    </div>
+  );
+}
+
+function RawView({ raw }: { raw: Record<string, unknown> | unknown[] }) {
+  return (
+    <pre className="max-h-96 overflow-auto rounded-md border border-border bg-background/80 p-4 font-mono text-xs leading-relaxed text-foreground/80">
+      {JSON.stringify(raw, null, 2)}
+    </pre>
+  );
+}
+
+export function ResultCard({ moduleId, task }: ResultCardProps) {
+  const [expanded, setExpanded] = useState(false);
+  const mod = getModule(moduleId);
+  const result = task.result;
+
+  if (!mod || !result) return null;
+
+  const Icon = getModuleIcon(mod.icon);
+  const validation = VALIDATION_STYLES[result.validation];
+
+  return (
+    <Card className="overflow-hidden border-border/60 py-0 gap-0">
+      {/* Header */}
+      <button
+        type="button"
+        onClick={() => setExpanded((prev) => !prev)}
+        className="flex w-full items-center gap-3 px-4 py-3 text-left transition-colors hover:bg-muted/20"
+      >
+        <Icon className="size-5 shrink-0 text-primary" />
+        <span className="font-medium text-sm">{mod.label}</span>
+        {validation && (
+          <Badge className={validation.className}>{validation.label}</Badge>
+        )}
+        <div className="ml-auto">
+          {expanded ? (
+            <ChevronDown className="size-4 text-muted-foreground" />
+          ) : (
+            <ChevronRight className="size-4 text-muted-foreground" />
+          )}
+        </div>
+      </button>
+
+      {/* Body */}
+      {expanded && (
+        <div className="border-t border-border px-4 py-4">
+          {(() => {
+            const CustomRenderer = MODULE_RENDERERS[moduleId];
+            if (CustomRenderer) {
+              return <CustomRenderer result={result} />;
+            }
+            return (
+              <Tabs defaultValue="details">
+                <TabsList className="bg-muted/50 border border-border mb-4">
+                  <TabsTrigger value="details">Details</TabsTrigger>
+                  <TabsTrigger value="table">Table</TabsTrigger>
+                  <TabsTrigger value="raw">Raw</TabsTrigger>
+                </TabsList>
+                <TabsContent value="details">
+                  <DetailsView graphic={result.graphic} mod={mod} />
+                </TabsContent>
+                <TabsContent value="table">
+                  <TableView graphic={result.graphic} />
+                </TabsContent>
+                <TabsContent value="raw">
+                  <RawView raw={result.raw} />
+                </TabsContent>
+              </Tabs>
+            );
+          })()}
+        </div>
+      )}
+    </Card>
+  );
+}
diff --git a/frontend-next/src/components/gatherer/search-bar.tsx b/frontend-next/src/components/gatherer/search-bar.tsx
new file mode 100644
index 00000000..d8eab2b3
--- /dev/null
+++ b/frontend-next/src/components/gatherer/search-bar.tsx
@@ -0,0 +1,103 @@
+import { type FormEvent, useState } from "react";
+
+import { Search } from "lucide-react";
+
+import { Badge } from "@/components/ui/badge";
+import { Button } from "@/components/ui/button";
+import { Input } from "@/components/ui/input";
+import { useModuleDispatch } from "@/hooks/use-module-query";
+import { MODULE_REGISTRY } from "@/lib/module-registry";
+import { useGatherStore } from "@/stores/gather-store";
+
+const isEmail = (s: string) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(s);
+
+export function SearchBar() {
+  const [value, setValue] = useState("");
+  const { startSearch, isSearching } = useGatherStore();
+  const { dispatch } = useModuleDispatch();
+
+  const trimmed = value.trim();
+  const detectedType = isEmail(trimmed) ? "email" : "username";
+
+  async function handleSubmit(e: FormEvent) {
+    e.preventDefault();
+    if (!trimmed || isSearching) return;
+
+    startSearch(trimmed);
+
+    if (detectedType === "email") {
+      const usernamePart = trimmed.split("@")[0];
+
+      // Dispatch email modules with full email
+      const emailModules = MODULE_REGISTRY.filter(
+        (m) => m.inputType === "email" || m.inputType === "both",
+      );
+      for (const mod of emailModules) {
+        dispatch(mod.id, {
+          username: trimmed,
+          from: "Initial",
+          ...mod.specialParams,
+        });
+      }
+
+      // Dispatch username modules with username part
+      const usernameModules = MODULE_REGISTRY.filter(
+        (m) => m.inputType === "username",
+      );
+      for (const mod of usernameModules) {
+        dispatch(mod.id, {
+          username: usernamePart,
+          from: "Initial",
+          ...mod.specialParams,
+        });
+      }
+    } else {
+      // Dispatch username modules with the username
+      const usernameModules = MODULE_REGISTRY.filter(
+        (m) => m.inputType === "username" || m.inputType === "both",
+      );
+      for (const mod of usernameModules) {
+        dispatch(mod.id, {
+          username: trimmed,
+          from: "Initial",
+          ...mod.specialParams,
+        });
+      }
+    }
+  }
+
+  return (
+    <form onSubmit={handleSubmit} className="flex items-center gap-3">
+      <div className="relative flex-1">
+        <Input
+          type="text"
+          placeholder="Enter email or username..."
+          value={value}
+          onChange={(e) => setValue(e.target.value)}
+          className="h-11 bg-card border-border pr-24 font-mono text-sm placeholder:font-sans focus-visible:border-primary focus-visible:ring-primary/30"
+        />
+        {trimmed && (
+          <div className="absolute right-3 top-1/2 -translate-y-1/2">
+            {detectedType === "email" ? (
+              <Badge className="bg-blue-600/20 text-blue-400 border-blue-500/30">
+                email
+              </Badge>
+            ) : (
+              <Badge className="bg-purple-600/20 text-purple-400 border-purple-500/30">
+                username
+              </Badge>
+            )}
+          </div>
+        )}
+      </div>
+      <Button
+        type="submit"
+        disabled={!trimmed || isSearching}
+        className="h-11 px-6 gap-2"
+      >
+        <Search className="size-4" />
+        Search
+      </Button>
+    </form>
+  );
+}
diff --git a/frontend-next/src/components/layout/header.tsx b/frontend-next/src/components/layout/header.tsx
new file mode 100644
index 00000000..fd381a96
--- /dev/null
+++ b/frontend-next/src/components/layout/header.tsx
@@ -0,0 +1,33 @@
+import { PanelLeft, PanelLeftClose } from "lucide-react";
+
+import { useUiStore } from "@/stores/ui-store";
+
+export function Header() {
+  const sidebarOpen = useUiStore((s) => s.sidebarOpen);
+  const toggleSidebar = useUiStore((s) => s.toggleSidebar);
+
+  return (
+    <header className="flex h-14 shrink-0 items-center border-b border-border bg-background px-4">
+      {/* Sidebar toggle */}
+      <button
+        type="button"
+        onClick={toggleSidebar}
+        className="rounded-md p-2 text-muted-foreground transition-colors hover:bg-muted/50 hover:text-foreground"
+        aria-label={sidebarOpen ? "Close sidebar" : "Open sidebar"}
+      >
+        {sidebarOpen ? (
+          <PanelLeftClose className="h-5 w-5" />
+        ) : (
+          <PanelLeft className="h-5 w-5" />
+        )}
+      </button>
+
+      {/* Branding */}
+      <div className="flex flex-1 items-center justify-end pr-2">
+        <span className="font-mono text-sm font-medium text-primary drop-shadow-[0_0_6px_var(--primary)]">
+          iKy
+        </span>
+      </div>
+    </header>
+  );
+}
diff --git a/frontend-next/src/components/layout/sidebar.tsx b/frontend-next/src/components/layout/sidebar.tsx
new file mode 100644
index 00000000..e1584216
--- /dev/null
+++ b/frontend-next/src/components/layout/sidebar.tsx
@@ -0,0 +1,110 @@
+import { NavLink } from "react-router";
+import {
+  Search,
+  User,
+  Clock,
+  Key,
+  ChevronsLeft,
+  ChevronsRight,
+} from "lucide-react";
+
+import { cn } from "@/lib/utils";
+import { useUiStore } from "@/stores/ui-store";
+
+const navItems = [
+  { to: "/gatherer", label: "Gatherer", icon: Search },
+  { to: "/profile", label: "Profile", icon: User },
+  { to: "/timeline", label: "Timeline", icon: Clock },
+  { to: "/apikeys", label: "API Keys", icon: Key },
+] as const;
+
+export function Sidebar() {
+  const sidebarOpen = useUiStore((s) => s.sidebarOpen);
+  const toggleSidebar = useUiStore((s) => s.toggleSidebar);
+
+  return (
+    <aside
+      className={cn(
+        "flex h-screen flex-col border-r border-border bg-card transition-all duration-300 ease-in-out",
+        sidebarOpen ? "w-60" : "w-16",
+      )}
+    >
+      {/* Logo */}
+      <div
+        className={cn(
+          "flex h-14 shrink-0 items-center border-b border-border px-4",
+          sidebarOpen ? "justify-start" : "justify-center",
+        )}
+      >
+        <span
+          className={cn(
+            "font-mono font-bold text-primary select-none",
+            "drop-shadow-[0_0_8px_var(--primary)]",
+            sidebarOpen ? "text-xl" : "text-lg",
+          )}
+        >
+          {sidebarOpen ? "iKy" : "iK"}
+        </span>
+      </div>
+
+      {/* Navigation */}
+      <nav className="flex-1 space-y-1 px-2 py-4">
+        {navItems.map(({ to, label, icon: Icon }) => (
+          <NavLink
+            key={to}
+            to={to}
+            className={({ isActive }) =>
+              cn(
+                "group flex items-center gap-3 rounded-md px-3 py-2.5 text-sm font-medium transition-all duration-200",
+                sidebarOpen ? "justify-start" : "justify-center",
+                isActive
+                  ? "bg-primary/15 text-primary shadow-[inset_0_0_12px_-4px_var(--primary)]"
+                  : "text-muted-foreground hover:bg-muted/50 hover:text-foreground",
+              )
+            }
+          >
+            {({ isActive }) => (
+              <>
+                <Icon
+                  className={cn(
+                    "shrink-0 transition-all duration-200",
+                    sidebarOpen ? "h-5 w-5" : "h-5 w-5",
+                    isActive
+                      ? "text-primary drop-shadow-[0_0_6px_var(--primary)]"
+                      : "text-muted-foreground group-hover:text-foreground",
+                  )}
+                />
+                {sidebarOpen && (
+                  <span className="truncate transition-opacity duration-200">
+                    {label}
+                  </span>
+                )}
+              </>
+            )}
+          </NavLink>
+        ))}
+      </nav>
+
+      {/* Collapse toggle */}
+      <div className="shrink-0 border-t border-border p-2">
+        <button
+          type="button"
+          onClick={toggleSidebar}
+          className={cn(
+            "flex w-full items-center rounded-md px-3 py-2 text-sm text-muted-foreground transition-colors duration-200",
+            "hover:bg-muted/50 hover:text-foreground",
+            sidebarOpen ? "justify-between" : "justify-center",
+          )}
+          aria-label={sidebarOpen ? "Collapse sidebar" : "Expand sidebar"}
+        >
+          {sidebarOpen && <span className="text-xs">Collapse</span>}
+          {sidebarOpen ? (
+            <ChevronsLeft className="h-4 w-4" />
+          ) : (
+            <ChevronsRight className="h-4 w-4" />
+          )}
+        </button>
+      </div>
+    </aside>
+  );
+}
diff --git a/frontend-next/src/components/ui/badge.tsx b/frontend-next/src/components/ui/badge.tsx
new file mode 100644
index 00000000..beb56ed1
--- /dev/null
+++ b/frontend-next/src/components/ui/badge.tsx
@@ -0,0 +1,48 @@
+import * as React from "react"
+import { cva, type VariantProps } from "class-variance-authority"
+import { Slot } from "radix-ui"
+
+import { cn } from "@/lib/utils"
+
+const badgeVariants = cva(
+  "inline-flex items-center justify-center rounded-full border border-transparent px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden",
+  {
+    variants: {
+      variant: {
+        default: "bg-primary text-primary-foreground [a&]:hover:bg-primary/90",
+        secondary:
+          "bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90",
+        destructive:
+          "bg-destructive text-white [a&]:hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60",
+        outline:
+          "border-border text-foreground [a&]:hover:bg-accent [a&]:hover:text-accent-foreground",
+        ghost: "[a&]:hover:bg-accent [a&]:hover:text-accent-foreground",
+        link: "text-primary underline-offset-4 [a&]:hover:underline",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  }
+)
+
+function Badge({
+  className,
+  variant = "default",
+  asChild = false,
+  ...props
+}: React.ComponentProps<"span"> &
+  VariantProps<typeof badgeVariants> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot.Root : "span"
+
+  return (
+    <Comp
+      data-slot="badge"
+      data-variant={variant}
+      className={cn(badgeVariants({ variant }), className)}
+      {...props}
+    />
+  )
+}
+
+export { Badge, badgeVariants }
diff --git a/frontend-next/src/components/ui/button.tsx b/frontend-next/src/components/ui/button.tsx
new file mode 100644
index 00000000..b5ea4abd
--- /dev/null
+++ b/frontend-next/src/components/ui/button.tsx
@@ -0,0 +1,64 @@
+import * as React from "react"
+import { cva, type VariantProps } from "class-variance-authority"
+import { Slot } from "radix-ui"
+
+import { cn } from "@/lib/utils"
+
+const buttonVariants = cva(
+  "inline-flex items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium transition-all disabled:pointer-events-none disabled:opacity-50 [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4 shrink-0 [&_svg]:shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+  {
+    variants: {
+      variant: {
+        default: "bg-primary text-primary-foreground hover:bg-primary/90",
+        destructive:
+          "bg-destructive text-white hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60",
+        outline:
+          "border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:bg-input/30 dark:border-input dark:hover:bg-input/50",
+        secondary:
+          "bg-secondary text-secondary-foreground hover:bg-secondary/80",
+        ghost:
+          "hover:bg-accent hover:text-accent-foreground dark:hover:bg-accent/50",
+        link: "text-primary underline-offset-4 hover:underline",
+      },
+      size: {
+        default: "h-9 px-4 py-2 has-[>svg]:px-3",
+        xs: "h-6 gap-1 rounded-md px-2 text-xs has-[>svg]:px-1.5 [&_svg:not([class*='size-'])]:size-3",
+        sm: "h-8 rounded-md gap-1.5 px-3 has-[>svg]:px-2.5",
+        lg: "h-10 rounded-md px-6 has-[>svg]:px-4",
+        icon: "size-9",
+        "icon-xs": "size-6 rounded-md [&_svg:not([class*='size-'])]:size-3",
+        "icon-sm": "size-8",
+        "icon-lg": "size-10",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+function Button({
+  className,
+  variant = "default",
+  size = "default",
+  asChild = false,
+  ...props
+}: React.ComponentProps<"button"> &
+  VariantProps<typeof buttonVariants> & {
+    asChild?: boolean
+  }) {
+  const Comp = asChild ? Slot.Root : "button"
+
+  return (
+    <Comp
+      data-slot="button"
+      data-variant={variant}
+      data-size={size}
+      className={cn(buttonVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+export { Button, buttonVariants }
diff --git a/frontend-next/src/components/ui/card.tsx b/frontend-next/src/components/ui/card.tsx
new file mode 100644
index 00000000..681ad980
--- /dev/null
+++ b/frontend-next/src/components/ui/card.tsx
@@ -0,0 +1,92 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Card({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card"
+      className={cn(
+        "bg-card text-card-foreground flex flex-col gap-6 rounded-xl border py-6 shadow-sm",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-header"
+      className={cn(
+        "@container/card-header grid auto-rows-min grid-rows-[auto_auto] items-start gap-2 px-6 has-data-[slot=card-action]:grid-cols-[1fr_auto] [.border-b]:pb-6",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardTitle({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-title"
+      className={cn("leading-none font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function CardDescription({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function CardAction({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-action"
+      className={cn(
+        "col-start-2 row-span-2 row-start-1 self-start justify-self-end",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardContent({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-content"
+      className={cn("px-6", className)}
+      {...props}
+    />
+  )
+}
+
+function CardFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-footer"
+      className={cn("flex items-center px-6 [.border-t]:pt-6", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Card,
+  CardHeader,
+  CardFooter,
+  CardTitle,
+  CardAction,
+  CardDescription,
+  CardContent,
+}
diff --git a/frontend-next/src/components/ui/dialog.tsx b/frontend-next/src/components/ui/dialog.tsx
new file mode 100644
index 00000000..80d7ad60
--- /dev/null
+++ b/frontend-next/src/components/ui/dialog.tsx
@@ -0,0 +1,158 @@
+"use client"
+
+import * as React from "react"
+import { XIcon } from "lucide-react"
+import { Dialog as DialogPrimitive } from "radix-ui"
+
+import { cn } from "@/lib/utils"
+import { Button } from "@/components/ui/button"
+
+function Dialog({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Root>) {
+  return <DialogPrimitive.Root data-slot="dialog" {...props} />
+}
+
+function DialogTrigger({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Trigger>) {
+  return <DialogPrimitive.Trigger data-slot="dialog-trigger" {...props} />
+}
+
+function DialogPortal({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Portal>) {
+  return <DialogPrimitive.Portal data-slot="dialog-portal" {...props} />
+}
+
+function DialogClose({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Close>) {
+  return <DialogPrimitive.Close data-slot="dialog-close" {...props} />
+}
+
+function DialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Overlay>) {
+  return (
+    <DialogPrimitive.Overlay
+      data-slot="dialog-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DialogContent({
+  className,
+  children,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Content> & {
+  showCloseButton?: boolean
+}) {
+  return (
+    <DialogPortal data-slot="dialog-portal">
+      <DialogOverlay />
+      <DialogPrimitive.Content
+        data-slot="dialog-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 outline-none sm:max-w-lg",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        {showCloseButton && (
+          <DialogPrimitive.Close
+            data-slot="dialog-close"
+            className="ring-offset-background focus:ring-ring data-[state=open]:bg-accent data-[state=open]:text-muted-foreground absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4"
+          >
+            <XIcon />
+            <span className="sr-only">Close</span>
+          </DialogPrimitive.Close>
+        )}
+      </DialogPrimitive.Content>
+    </DialogPortal>
+  )
+}
+
+function DialogHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="dialog-header"
+      className={cn("flex flex-col gap-2 text-center sm:text-left", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogFooter({
+  className,
+  showCloseButton = false,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & {
+  showCloseButton?: boolean
+}) {
+  return (
+    <div
+      data-slot="dialog-footer"
+      className={cn(
+        "flex flex-col-reverse gap-2 sm:flex-row sm:justify-end",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      {showCloseButton && (
+        <DialogPrimitive.Close asChild>
+          <Button variant="outline">Close</Button>
+        </DialogPrimitive.Close>
+      )}
+    </div>
+  )
+}
+
+function DialogTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Title>) {
+  return (
+    <DialogPrimitive.Title
+      data-slot="dialog-title"
+      className={cn("text-lg leading-none font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Description>) {
+  return (
+    <DialogPrimitive.Description
+      data-slot="dialog-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Dialog,
+  DialogClose,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogOverlay,
+  DialogPortal,
+  DialogTitle,
+  DialogTrigger,
+}
diff --git a/frontend-next/src/components/ui/input.tsx b/frontend-next/src/components/ui/input.tsx
new file mode 100644
index 00000000..89169058
--- /dev/null
+++ b/frontend-next/src/components/ui/input.tsx
@@ -0,0 +1,21 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Input({ className, type, ...props }: React.ComponentProps<"input">) {
+  return (
+    <input
+      type={type}
+      data-slot="input"
+      className={cn(
+        "file:text-foreground placeholder:text-muted-foreground selection:bg-primary selection:text-primary-foreground dark:bg-input/30 border-input h-9 w-full min-w-0 rounded-md border bg-transparent px-3 py-1 text-base shadow-xs transition-[color,box-shadow] outline-none file:inline-flex file:h-7 file:border-0 file:bg-transparent file:text-sm file:font-medium disabled:pointer-events-none disabled:cursor-not-allowed disabled:opacity-50 md:text-sm",
+        "focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px]",
+        "aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Input }
diff --git a/frontend-next/src/components/ui/sonner.tsx b/frontend-next/src/components/ui/sonner.tsx
new file mode 100644
index 00000000..9f46e06d
--- /dev/null
+++ b/frontend-next/src/components/ui/sonner.tsx
@@ -0,0 +1,38 @@
+import {
+  CircleCheckIcon,
+  InfoIcon,
+  Loader2Icon,
+  OctagonXIcon,
+  TriangleAlertIcon,
+} from "lucide-react"
+import { useTheme } from "next-themes"
+import { Toaster as Sonner, type ToasterProps } from "sonner"
+
+const Toaster = ({ ...props }: ToasterProps) => {
+  const { theme = "system" } = useTheme()
+
+  return (
+    <Sonner
+      theme={theme as ToasterProps["theme"]}
+      className="toaster group"
+      icons={{
+        success: <CircleCheckIcon className="size-4" />,
+        info: <InfoIcon className="size-4" />,
+        warning: <TriangleAlertIcon className="size-4" />,
+        error: <OctagonXIcon className="size-4" />,
+        loading: <Loader2Icon className="size-4 animate-spin" />,
+      }}
+      style={
+        {
+          "--normal-bg": "var(--popover)",
+          "--normal-text": "var(--popover-foreground)",
+          "--normal-border": "var(--border)",
+          "--border-radius": "var(--radius)",
+        } as React.CSSProperties
+      }
+      {...props}
+    />
+  )
+}
+
+export { Toaster }
diff --git a/frontend-next/src/components/ui/table.tsx b/frontend-next/src/components/ui/table.tsx
new file mode 100644
index 00000000..5513a5cd
--- /dev/null
+++ b/frontend-next/src/components/ui/table.tsx
@@ -0,0 +1,114 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Table({ className, ...props }: React.ComponentProps<"table">) {
+  return (
+    <div
+      data-slot="table-container"
+      className="relative w-full overflow-x-auto"
+    >
+      <table
+        data-slot="table"
+        className={cn("w-full caption-bottom text-sm", className)}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function TableHeader({ className, ...props }: React.ComponentProps<"thead">) {
+  return (
+    <thead
+      data-slot="table-header"
+      className={cn("[&_tr]:border-b", className)}
+      {...props}
+    />
+  )
+}
+
+function TableBody({ className, ...props }: React.ComponentProps<"tbody">) {
+  return (
+    <tbody
+      data-slot="table-body"
+      className={cn("[&_tr:last-child]:border-0", className)}
+      {...props}
+    />
+  )
+}
+
+function TableFooter({ className, ...props }: React.ComponentProps<"tfoot">) {
+  return (
+    <tfoot
+      data-slot="table-footer"
+      className={cn(
+        "bg-muted/50 border-t font-medium [&>tr]:last:border-b-0",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableRow({ className, ...props }: React.ComponentProps<"tr">) {
+  return (
+    <tr
+      data-slot="table-row"
+      className={cn(
+        "hover:bg-muted/50 data-[state=selected]:bg-muted border-b transition-colors",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableHead({ className, ...props }: React.ComponentProps<"th">) {
+  return (
+    <th
+      data-slot="table-head"
+      className={cn(
+        "text-foreground h-10 px-2 text-left align-middle font-medium whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableCell({ className, ...props }: React.ComponentProps<"td">) {
+  return (
+    <td
+      data-slot="table-cell"
+      className={cn(
+        "p-2 align-middle whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableCaption({
+  className,
+  ...props
+}: React.ComponentProps<"caption">) {
+  return (
+    <caption
+      data-slot="table-caption"
+      className={cn("text-muted-foreground mt-4 text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Table,
+  TableHeader,
+  TableBody,
+  TableFooter,
+  TableHead,
+  TableRow,
+  TableCell,
+  TableCaption,
+}
diff --git a/frontend-next/src/components/ui/tabs.tsx b/frontend-next/src/components/ui/tabs.tsx
new file mode 100644
index 00000000..7bf18aa7
--- /dev/null
+++ b/frontend-next/src/components/ui/tabs.tsx
@@ -0,0 +1,89 @@
+import * as React from "react"
+import { cva, type VariantProps } from "class-variance-authority"
+import { Tabs as TabsPrimitive } from "radix-ui"
+
+import { cn } from "@/lib/utils"
+
+function Tabs({
+  className,
+  orientation = "horizontal",
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Root>) {
+  return (
+    <TabsPrimitive.Root
+      data-slot="tabs"
+      data-orientation={orientation}
+      orientation={orientation}
+      className={cn(
+        "group/tabs flex gap-2 data-[orientation=horizontal]:flex-col",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+const tabsListVariants = cva(
+  "rounded-lg p-[3px] group-data-[orientation=horizontal]/tabs:h-9 data-[variant=line]:rounded-none group/tabs-list text-muted-foreground inline-flex w-fit items-center justify-center group-data-[orientation=vertical]/tabs:h-fit group-data-[orientation=vertical]/tabs:flex-col",
+  {
+    variants: {
+      variant: {
+        default: "bg-muted",
+        line: "gap-1 bg-transparent",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  }
+)
+
+function TabsList({
+  className,
+  variant = "default",
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.List> &
+  VariantProps<typeof tabsListVariants>) {
+  return (
+    <TabsPrimitive.List
+      data-slot="tabs-list"
+      data-variant={variant}
+      className={cn(tabsListVariants({ variant }), className)}
+      {...props}
+    />
+  )
+}
+
+function TabsTrigger({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Trigger>) {
+  return (
+    <TabsPrimitive.Trigger
+      data-slot="tabs-trigger"
+      className={cn(
+        "focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:outline-ring text-foreground/60 hover:text-foreground dark:text-muted-foreground dark:hover:text-foreground relative inline-flex h-[calc(100%-1px)] flex-1 items-center justify-center gap-1.5 rounded-md border border-transparent px-2 py-1 text-sm font-medium whitespace-nowrap transition-all group-data-[orientation=vertical]/tabs:w-full group-data-[orientation=vertical]/tabs:justify-start focus-visible:ring-[3px] focus-visible:outline-1 disabled:pointer-events-none disabled:opacity-50 group-data-[variant=default]/tabs-list:data-[state=active]:shadow-sm group-data-[variant=line]/tabs-list:data-[state=active]:shadow-none [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        "group-data-[variant=line]/tabs-list:bg-transparent group-data-[variant=line]/tabs-list:data-[state=active]:bg-transparent dark:group-data-[variant=line]/tabs-list:data-[state=active]:border-transparent dark:group-data-[variant=line]/tabs-list:data-[state=active]:bg-transparent",
+        "data-[state=active]:bg-background dark:data-[state=active]:text-foreground dark:data-[state=active]:border-input dark:data-[state=active]:bg-input/30 data-[state=active]:text-foreground",
+        "after:bg-foreground after:absolute after:opacity-0 after:transition-opacity group-data-[orientation=horizontal]/tabs:after:inset-x-0 group-data-[orientation=horizontal]/tabs:after:bottom-[-5px] group-data-[orientation=horizontal]/tabs:after:h-0.5 group-data-[orientation=vertical]/tabs:after:inset-y-0 group-data-[orientation=vertical]/tabs:after:-right-1 group-data-[orientation=vertical]/tabs:after:w-0.5 group-data-[variant=line]/tabs-list:data-[state=active]:after:opacity-100",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TabsContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Content>) {
+  return (
+    <TabsPrimitive.Content
+      data-slot="tabs-content"
+      className={cn("flex-1 outline-none", className)}
+      {...props}
+    />
+  )
+}
+
+export { Tabs, TabsList, TabsTrigger, TabsContent, tabsListVariants }
diff --git a/frontend-next/src/components/viz/bubble-chart.tsx b/frontend-next/src/components/viz/bubble-chart.tsx
new file mode 100644
index 00000000..1cc38dec
--- /dev/null
+++ b/frontend-next/src/components/viz/bubble-chart.tsx
@@ -0,0 +1,161 @@
+import { useEffect, useRef, useState } from "react";
+
+import { hierarchy, pack } from "d3-hierarchy";
+
+/** Cyan/teal palette for bubbles */
+const BUBBLE_COLORS = [
+  "#06b6d4", // cyan-500
+  "#14b8a6", // teal-500
+  "#0891b2", // cyan-600
+  "#0d9488", // teal-600
+  "#22d3ee", // cyan-400
+  "#2dd4bf", // teal-400
+] as const;
+
+interface BubbleDatum {
+  name: string;
+  value: number;
+}
+
+interface PositionedBubble {
+  name: string;
+  value: number;
+  x: number;
+  y: number;
+  r: number;
+}
+
+interface BubbleChartProps {
+  data: BubbleDatum[];
+  height?: number;
+}
+
+/**
+ * Compute circle-packing layout using d3-hierarchy's `pack()`.
+ * Returns positioned bubbles with x, y, and radius.
+ */
+export function computeBubbleLayout(
+  data: BubbleDatum[],
+  width: number,
+  height: number,
+): PositionedBubble[] {
+  if (!data || data.length === 0) return [];
+
+  const root = hierarchy({ children: data } as {
+    children: BubbleDatum[];
+  })
+    .sum((d) => {
+      // The root node has `children`, leaf nodes have `value`
+      const datum = d as unknown as BubbleDatum;
+      return datum.value ?? 0;
+    })
+    .sort((a, b) => (b.value ?? 0) - (a.value ?? 0));
+
+  const packLayout = pack<{ children: BubbleDatum[] }>()
+    .size([width, height])
+    .padding(4);
+
+  packLayout(root);
+
+  // Return only leaf nodes (the actual data items)
+  return (root.leaves() as { data: BubbleDatum; x: number; y: number; r: number }[]).map(
+    (leaf) => ({
+      name: leaf.data.name,
+      value: leaf.data.value,
+      x: leaf.x,
+      y: leaf.y,
+      r: leaf.r,
+    }),
+  );
+}
+
+/**
+ * Bubble chart using d3-hierarchy circle packing.
+ * Renders SVG circles with labels for bubbles large enough to fit text.
+ */
+export function BubbleChart({ data, height = 300 }: BubbleChartProps) {
+  const containerRef = useRef<HTMLDivElement>(null);
+  const [containerWidth, setContainerWidth] = useState(400);
+
+  // Track container width via ResizeObserver
+  useEffect(() => {
+    const el = containerRef.current;
+    if (!el) return;
+
+    const observer = new ResizeObserver((entries) => {
+      const entry = entries[0];
+      if (!entry) return;
+      const { width: w } = entry.contentRect;
+      if (w > 0) setContainerWidth(w);
+    });
+    observer.observe(el);
+    return () => observer.disconnect();
+  }, []);
+
+  if (!data || data.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No bubble data available.
+      </p>
+    );
+  }
+
+  const bubbles = computeBubbleLayout(data, containerWidth, height);
+
+  return (
+    <div ref={containerRef} className="w-full">
+      <svg
+        width={containerWidth}
+        height={height}
+        viewBox={`0 0 ${containerWidth} ${height}`}
+        className="overflow-visible"
+      >
+        {bubbles.map((bubble, i) => {
+          const fill = BUBBLE_COLORS[i % BUBBLE_COLORS.length];
+          const showText = bubble.r > 20;
+          const fontSize = Math.max(8, Math.min(14, bubble.r / 4));
+
+          return (
+            <g key={bubble.name}>
+              <circle
+                cx={bubble.x}
+                cy={bubble.y}
+                r={bubble.r}
+                fill={fill}
+                fillOpacity={0.8}
+                stroke={fill}
+                strokeOpacity={0.4}
+                strokeWidth={1}
+              />
+              {showText && (
+                <>
+                  <text
+                    x={bubble.x}
+                    y={bubble.y - fontSize * 0.3}
+                    textAnchor="middle"
+                    dominantBaseline="central"
+                    fill="white"
+                    fontSize={fontSize}
+                    fontWeight={500}
+                  >
+                    {bubble.name}
+                  </text>
+                  <text
+                    x={bubble.x}
+                    y={bubble.y + fontSize * 0.9}
+                    textAnchor="middle"
+                    dominantBaseline="central"
+                    fill="rgba(255,255,255,0.7)"
+                    fontSize={fontSize * 0.8}
+                  >
+                    {bubble.value}
+                  </text>
+                </>
+              )}
+            </g>
+          );
+        })}
+      </svg>
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/viz/contribution-calendar.tsx b/frontend-next/src/components/viz/contribution-calendar.tsx
new file mode 100644
index 00000000..9e1ad5ab
--- /dev/null
+++ b/frontend-next/src/components/viz/contribution-calendar.tsx
@@ -0,0 +1,154 @@
+import { useMemo } from "react";
+
+interface ContributionDay {
+  date: string; // YYYY-MM-DD
+  level: number; // 0-4
+}
+
+interface ContributionCalendarProps {
+  htmlData?: string;
+  structuredData?: ContributionDay[];
+}
+
+/**
+ * Level-to-color mapping for contribution heatmap.
+ * Follows a zinc (empty) -> emerald -> cyan gradient.
+ */
+const LEVEL_COLORS = [
+  "rgba(63, 63, 70, 0.5)", // 0: zinc-800/50
+  "rgba(6, 78, 59, 0.6)", // 1: emerald-900/60
+  "rgba(4, 120, 87, 0.7)", // 2: emerald-700/70
+  "rgba(16, 185, 129, 0.8)", // 3: emerald-500/80
+  "#22d3ee", // 4: cyan-400
+] as const;
+
+/**
+ * Parse GitHub-scraped contribution calendar HTML.
+ * Extracts `data-date` and `data-level` attributes from table cells via regex.
+ */
+export function parseCalendarHtml(html: string): ContributionDay[] {
+  if (!html) return [];
+
+  const days: ContributionDay[] = [];
+  // Match elements with data-date and data-level attributes
+  const pattern = /data-date="(\d{4}-\d{2}-\d{2})"[^>]*data-level="(\d)"/g;
+  // Also match the reverse order (data-level before data-date)
+  const patternReverse =
+    /data-level="(\d)"[^>]*data-date="(\d{4}-\d{2}-\d{2})"/g;
+
+  let match: RegExpExecArray | null;
+
+  match = pattern.exec(html);
+  while (match) {
+    days.push({ date: match[1], level: Number(match[2]) });
+    match = pattern.exec(html);
+  }
+
+  match = patternReverse.exec(html);
+  while (match) {
+    // Reverse order: level is group 1, date is group 2
+    const date = match[2];
+    // Skip if already captured in the forward pass
+    if (!days.some((d) => d.date === date)) {
+      days.push({ date, level: Number(match[1]) });
+    }
+    match = patternReverse.exec(html);
+  }
+
+  // Sort by date
+  days.sort((a, b) => a.date.localeCompare(b.date));
+
+  return days;
+}
+
+/**
+ * Contribution calendar heatmap, similar to GitHub's contribution graph.
+ * Renders a CSS grid with columns = weeks, rows = 7 days (Sun-Sat).
+ * Accepts either raw HTML from a scraper or pre-parsed structured data.
+ */
+export function ContributionCalendar({
+  htmlData,
+  structuredData,
+}: ContributionCalendarProps) {
+  const days = useMemo(() => {
+    if (structuredData && structuredData.length > 0) return structuredData;
+    if (htmlData) return parseCalendarHtml(htmlData);
+    return [];
+  }, [htmlData, structuredData]);
+
+  const grid = useMemo(() => {
+    if (days.length === 0) return [];
+
+    // Determine the day-of-week of the first date (0 = Sunday)
+    const firstDate = new Date(days[0].date + "T00:00:00");
+    const startDow = firstDate.getDay();
+
+    // Pad the beginning so the first entry falls on the correct row
+    const cells: (ContributionDay | null)[] = [];
+    for (let i = 0; i < startDow; i++) {
+      cells.push(null);
+    }
+    for (const day of days) {
+      cells.push(day);
+    }
+
+    return cells;
+  }, [days]);
+
+  if (days.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No contribution data available.
+      </p>
+    );
+  }
+
+  // Number of columns = ceil(total cells / 7)
+  const totalWeeks = Math.ceil(grid.length / 7);
+
+  return (
+    <div className="overflow-x-auto">
+      <div
+        className="inline-grid"
+        style={{
+          gridTemplateRows: "repeat(7, 11px)",
+          gridTemplateColumns: `repeat(${totalWeeks}, 11px)`,
+          gap: "3px",
+          gridAutoFlow: "column",
+        }}
+      >
+        {grid.map((cell, i) => {
+          if (!cell) {
+            return (
+              <div
+                key={`empty-${i}`}
+                style={{
+                  width: 11,
+                  height: 11,
+                  borderRadius: 2,
+                }}
+              />
+            );
+          }
+
+          const color = LEVEL_COLORS[cell.level] ?? LEVEL_COLORS[0];
+
+          return (
+            <div
+              key={cell.date}
+              title={`${cell.date}: level ${cell.level}`}
+              style={{
+                width: 11,
+                height: 11,
+                borderRadius: 2,
+                backgroundColor: color,
+              }}
+            />
+          );
+        })}
+      </div>
+    </div>
+  );
+}
+
+export type { ContributionDay };
diff --git a/frontend-next/src/components/viz/data-table.tsx b/frontend-next/src/components/viz/data-table.tsx
new file mode 100644
index 00000000..7a16bd58
--- /dev/null
+++ b/frontend-next/src/components/viz/data-table.tsx
@@ -0,0 +1,212 @@
+import { useMemo, useState } from "react";
+
+import {
+  type ColumnDef,
+  type SortingState,
+  flexRender,
+  getCoreRowModel,
+  getFilteredRowModel,
+  getPaginationRowModel,
+  getSortedRowModel,
+  useReactTable,
+} from "@tanstack/react-table";
+import { ArrowDown, ArrowUp, ArrowUpDown, ChevronLeft, ChevronRight } from "lucide-react";
+
+import { Button } from "@/components/ui/button";
+import { Input } from "@/components/ui/input";
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+
+interface DataTableProps<T extends Record<string, unknown>> {
+  data: T[];
+  columns?: ColumnDef<T, unknown>[];
+  searchable?: boolean;
+  pageSize?: number;
+}
+
+/**
+ * Auto-generate column definitions from the keys of the first data row.
+ */
+function autoColumns<T extends Record<string, unknown>>(
+  data: T[],
+): ColumnDef<T, unknown>[] {
+  if (data.length === 0) return [];
+
+  return Object.keys(data[0]).map((key) => ({
+    accessorKey: key,
+    header: key
+      .replace(/_/g, " ")
+      .replace(/\b\w/g, (c) => c.toUpperCase()),
+    cell: ({ getValue }) => {
+      const val = getValue();
+      if (val === null || val === undefined) return "";
+      if (typeof val === "object") return JSON.stringify(val);
+      return String(val);
+    },
+  }));
+}
+
+/**
+ * Data table with sorting, global search, and pagination.
+ * Uses shadcn Table as the base with TanStack Table for logic.
+ */
+export function DataTable<T extends Record<string, unknown>>({
+  data,
+  columns: columnsProp,
+  searchable = false,
+  pageSize = 10,
+}: DataTableProps<T>) {
+  const [sorting, setSorting] = useState<SortingState>([]);
+  const [globalFilter, setGlobalFilter] = useState("");
+
+  const columns = useMemo(
+    () => columnsProp ?? autoColumns(data),
+    [columnsProp, data],
+  );
+
+  const table = useReactTable({
+    data,
+    columns,
+    state: { sorting, globalFilter },
+    onSortingChange: setSorting,
+    onGlobalFilterChange: setGlobalFilter,
+    getCoreRowModel: getCoreRowModel(),
+    getSortedRowModel: getSortedRowModel(),
+    getFilteredRowModel: getFilteredRowModel(),
+    getPaginationRowModel: getPaginationRowModel(),
+    initialState: { pagination: { pageSize } },
+  });
+
+  if (data.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No tabular data available.
+      </p>
+    );
+  }
+
+  return (
+    <div className="space-y-3">
+      {/* Global search */}
+      {searchable && (
+        <Input
+          placeholder="Search all columns..."
+          value={globalFilter}
+          onChange={(e) => setGlobalFilter(e.target.value)}
+          className="max-w-sm bg-background/50 border-border text-foreground placeholder:text-muted-foreground"
+        />
+      )}
+
+      {/* Table */}
+      <div className="rounded-md border border-border overflow-hidden">
+        <Table>
+          <TableHeader>
+            {table.getHeaderGroups().map((headerGroup) => (
+              <TableRow
+                key={headerGroup.id}
+                className="border-border bg-muted/30 hover:bg-muted/30"
+              >
+                {headerGroup.headers.map((header) => {
+                  const sorted = header.column.getIsSorted();
+                  return (
+                    <TableHead
+                      key={header.id}
+                      className="text-xs font-medium uppercase tracking-wide text-muted-foreground"
+                    >
+                      {header.isPlaceholder ? null : (
+                        <button
+                          type="button"
+                          className="flex items-center gap-1 hover:text-foreground transition-colors"
+                          onClick={header.column.getToggleSortingHandler()}
+                        >
+                          {flexRender(
+                            header.column.columnDef.header,
+                            header.getContext(),
+                          )}
+                          {sorted === "asc" ? (
+                            <ArrowUp className="size-3" />
+                          ) : sorted === "desc" ? (
+                            <ArrowDown className="size-3" />
+                          ) : (
+                            <ArrowUpDown className="size-3 opacity-40" />
+                          )}
+                        </button>
+                      )}
+                    </TableHead>
+                  );
+                })}
+              </TableRow>
+            ))}
+          </TableHeader>
+          <TableBody>
+            {table.getRowModel().rows.length === 0 ? (
+              <TableRow>
+                <TableCell
+                  colSpan={columns.length}
+                  className="h-20 text-center text-muted-foreground"
+                >
+                  No results found.
+                </TableCell>
+              </TableRow>
+            ) : (
+              table.getRowModel().rows.map((row) => (
+                <TableRow
+                  key={row.id}
+                  className="border-border/50 hover:bg-muted/20"
+                >
+                  {row.getVisibleCells().map((cell) => (
+                    <TableCell key={cell.id} className="text-foreground">
+                      {flexRender(
+                        cell.column.columnDef.cell,
+                        cell.getContext(),
+                      )}
+                    </TableCell>
+                  ))}
+                </TableRow>
+              ))
+            )}
+          </TableBody>
+        </Table>
+      </div>
+
+      {/* Pagination */}
+      {table.getPageCount() > 1 && (
+        <div className="flex items-center justify-between px-1">
+          <p className="text-xs text-muted-foreground">
+            Page {table.getState().pagination.pageIndex + 1} of{" "}
+            {table.getPageCount()} ({table.getFilteredRowModel().rows.length}{" "}
+            rows)
+          </p>
+          <div className="flex items-center gap-2">
+            <Button
+              variant="outline"
+              size="sm"
+              onClick={() => table.previousPage()}
+              disabled={!table.getCanPreviousPage()}
+              className="h-7 gap-1 border-border text-xs"
+            >
+              <ChevronLeft className="size-3.5" />
+              Previous
+            </Button>
+            <Button
+              variant="outline"
+              size="sm"
+              onClick={() => table.nextPage()}
+              disabled={!table.getCanNextPage()}
+              className="h-7 gap-1 border-border text-xs"
+            >
+              Next
+              <ChevronRight className="size-3.5" />
+            </Button>
+          </div>
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/viz/force-graph.tsx b/frontend-next/src/components/viz/force-graph.tsx
new file mode 100644
index 00000000..a0170225
--- /dev/null
+++ b/frontend-next/src/components/viz/force-graph.tsx
@@ -0,0 +1,170 @@
+import { useCallback, useEffect, useRef, useState } from "react";
+
+import ForceGraph2D from "react-force-graph-2d";
+import type { NodeObject } from "react-force-graph-2d";
+
+/** Color palette for node groups */
+const GROUP_COLORS = [
+  "#06b6d4", // cyan-500
+  "#14b8a6", // teal-500
+  "#0891b2", // cyan-600
+  "#0d9488", // teal-600
+  "#22d3ee", // cyan-400
+  "#2dd4bf", // teal-400
+  "#67e8f9", // cyan-300
+  "#5eead4", // teal-300
+] as const;
+
+interface ForceGraphNode {
+  id: string;
+  label: string;
+  img?: string;
+  group?: string;
+}
+
+interface ForceGraphLink {
+  source: string;
+  target: string;
+}
+
+interface ForceGraphProps {
+  nodes: ForceGraphNode[];
+  links: ForceGraphLink[];
+  width?: number;
+  height?: number;
+}
+
+/**
+ * Wrapper around ForceGraph2D for rendering force-directed graphs
+ * with a dark theme and cyan/teal accent colors.
+ */
+export function ForceGraph({
+  nodes,
+  links,
+  width,
+  height,
+}: ForceGraphProps) {
+  const containerRef = useRef<HTMLDivElement>(null);
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  const graphRef = useRef<any>(undefined);
+  const [dimensions, setDimensions] = useState({ w: width ?? 600, h: height ?? 400 });
+
+  // Build a group -> color mapping
+  const groupColorMap = useRef(new Map<string, string>());
+
+  const getGroupColor = useCallback((group?: string): string => {
+    if (!group) return GROUP_COLORS[0];
+    const map = groupColorMap.current;
+    if (!map.has(group)) {
+      map.set(group, GROUP_COLORS[map.size % GROUP_COLORS.length]);
+    }
+    return map.get(group)!;
+  }, []);
+
+  // Responsive sizing: observe container width/height
+  useEffect(() => {
+    if (width && height) return; // Skip if explicit dimensions provided
+    const el = containerRef.current;
+    if (!el) return;
+
+    const observer = new ResizeObserver((entries) => {
+      const entry = entries[0];
+      if (!entry) return;
+      const { width: w, height: h } = entry.contentRect;
+      setDimensions({
+        w: width ?? Math.max(w, 200),
+        h: height ?? Math.max(h, 300),
+      });
+    });
+    observer.observe(el);
+    return () => observer.disconnect();
+  }, [width, height]);
+
+  // Zoom to fit after initial render
+  useEffect(() => {
+    const timer = setTimeout(() => {
+      graphRef.current?.zoomToFit(400, 40);
+    }, 500);
+    return () => clearTimeout(timer);
+  }, [nodes, links]);
+
+  const graphData = { nodes: [...nodes], links: [...links] };
+
+  const nodeCanvasObject = useCallback(
+    (
+      node: NodeObject<ForceGraphNode>,
+      ctx: CanvasRenderingContext2D,
+      globalScale: number,
+    ) => {
+      const label = node.label || node.id || "";
+      const fontSize = Math.max(10 / globalScale, 1.5);
+      const nodeRadius = 4;
+      const x = node.x ?? 0;
+      const y = node.y ?? 0;
+
+      // Draw node circle
+      ctx.beginPath();
+      ctx.arc(x, y, nodeRadius, 0, 2 * Math.PI);
+      ctx.fillStyle = getGroupColor(node.group);
+      ctx.fill();
+
+      // Draw glow effect
+      ctx.shadowColor = getGroupColor(node.group);
+      ctx.shadowBlur = 6;
+      ctx.beginPath();
+      ctx.arc(x, y, nodeRadius, 0, 2 * Math.PI);
+      ctx.fill();
+      ctx.shadowBlur = 0;
+
+      // Draw label below
+      ctx.font = `${fontSize}px Inter, sans-serif`;
+      ctx.textAlign = "center";
+      ctx.textBaseline = "top";
+      ctx.fillStyle = "rgba(255, 255, 255, 0.85)";
+      ctx.fillText(label, x, y + nodeRadius + 2);
+    },
+    [getGroupColor],
+  );
+
+  const nodePointerAreaPaint = useCallback(
+    (
+      node: NodeObject<ForceGraphNode>,
+      color: string,
+      ctx: CanvasRenderingContext2D,
+    ) => {
+      const nodeRadius = 6;
+      ctx.beginPath();
+      ctx.arc(node.x ?? 0, node.y ?? 0, nodeRadius, 0, 2 * Math.PI);
+      ctx.fillStyle = color;
+      ctx.fill();
+    },
+    [],
+  );
+
+  return (
+    <div
+      ref={containerRef}
+      className="relative w-full overflow-hidden rounded-md"
+      style={{ minHeight: height ?? 400 }}
+    >
+      <ForceGraph2D
+        ref={graphRef}
+        graphData={graphData}
+        width={dimensions.w}
+        height={dimensions.h}
+        backgroundColor="rgba(0,0,0,0)"
+        nodeCanvasObject={nodeCanvasObject}
+        nodeCanvasObjectMode={() => "replace"}
+        nodePointerAreaPaint={nodePointerAreaPaint}
+        linkColor={() => "rgba(113, 113, 122, 0.4)"}
+        linkWidth={1}
+        enableNodeDrag={true}
+        enableZoomInteraction={true}
+        cooldownTicks={100}
+        nodeLabel={(node: NodeObject<ForceGraphNode>) =>
+          node.label || String(node.id ?? "")
+        }
+      />
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/viz/location-map.tsx b/frontend-next/src/components/viz/location-map.tsx
new file mode 100644
index 00000000..7e6798d8
--- /dev/null
+++ b/frontend-next/src/components/viz/location-map.tsx
@@ -0,0 +1,106 @@
+import { useEffect } from "react";
+
+import L from "leaflet";
+import "leaflet/dist/leaflet.css";
+import { MapContainer, Marker, Popup, TileLayer, useMap } from "react-leaflet";
+
+/**
+ * Fix Leaflet default marker icons in bundled environments.
+ * The default icon paths point to missing files when using Vite/webpack.
+ */
+const cyanIcon = new L.Icon({
+  iconUrl:
+    "data:image/svg+xml;base64," +
+    btoa(`<svg xmlns="http://www.w3.org/2000/svg" width="25" height="41" viewBox="0 0 25 41">
+      <path d="M12.5 0C5.6 0 0 5.6 0 12.5C0 22 12.5 41 12.5 41S25 22 25 12.5C25 5.6 19.4 0 12.5 0z" fill="#06b6d4"/>
+      <circle cx="12.5" cy="12.5" r="5" fill="#0e7490" opacity="0.6"/>
+      <circle cx="12.5" cy="12.5" r="3" fill="white" opacity="0.8"/>
+    </svg>`),
+  iconSize: [25, 41],
+  iconAnchor: [12.5, 41],
+  popupAnchor: [0, -41],
+});
+
+interface LocationMapProps {
+  locations: { lat: number; lng: number; label: string }[];
+  height?: string;
+}
+
+/** Helper component to auto-fit map bounds to all markers. */
+function FitBounds({
+  locations,
+}: {
+  locations: { lat: number; lng: number }[];
+}) {
+  const map = useMap();
+
+  useEffect(() => {
+    if (locations.length === 0) return;
+
+    if (locations.length === 1) {
+      map.setView([locations[0].lat, locations[0].lng], 10);
+      return;
+    }
+
+    const bounds = L.latLngBounds(
+      locations.map((loc) => [loc.lat, loc.lng] as L.LatLngTuple),
+    );
+    map.fitBounds(bounds, { padding: [40, 40] });
+  }, [map, locations]);
+
+  return null;
+}
+
+/**
+ * Location map component using Leaflet with dark CartoDB tiles
+ * and cyan-colored markers.
+ */
+export function LocationMap({
+  locations,
+  height = "400px",
+}: LocationMapProps) {
+  if (!locations || locations.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No location data available.
+      </p>
+    );
+  }
+
+  const center: L.LatLngTuple =
+    locations.length === 1
+      ? [locations[0].lat, locations[0].lng]
+      : [0, 0];
+
+  return (
+    <div
+      className="overflow-hidden rounded-md border border-border"
+      style={{ height }}
+    >
+      <MapContainer
+        center={center}
+        zoom={3}
+        scrollWheelZoom={true}
+        style={{ height: "100%", width: "100%" }}
+        attributionControl={true}
+      >
+        <TileLayer
+          attribution='&copy; <a href="https://carto.com/">CARTO</a>'
+          url="https://{s}.basemaps.cartocdn.com/dark_all/{z}/{x}/{y}{r}.png"
+        />
+        {locations.map((loc, i) => (
+          <Marker
+            key={`${loc.lat}-${loc.lng}-${i}`}
+            position={[loc.lat, loc.lng]}
+            icon={cyanIcon}
+          >
+            <Popup>
+              <span className="text-sm font-medium">{loc.label}</span>
+            </Popup>
+          </Marker>
+        ))}
+        <FitBounds locations={locations} />
+      </MapContainer>
+    </div>
+  );
+}
diff --git a/frontend-next/src/components/viz/module-chart.tsx b/frontend-next/src/components/viz/module-chart.tsx
new file mode 100644
index 00000000..5e173ae2
--- /dev/null
+++ b/frontend-next/src/components/viz/module-chart.tsx
@@ -0,0 +1,318 @@
+import {
+  Bar,
+  BarChart,
+  CartesianGrid,
+  Cell,
+  Legend,
+  Line,
+  LineChart,
+  Pie,
+  PieChart,
+  ResponsiveContainer,
+  Tooltip,
+  XAxis,
+  YAxis,
+} from "recharts";
+
+/** Cyan/teal palette for chart elements */
+const CHART_COLORS = [
+  "#06b6d4", // cyan-500
+  "#14b8a6", // teal-500
+  "#22d3ee", // cyan-400
+  "#2dd4bf", // teal-400
+  "#0891b2", // cyan-600
+  "#0d9488", // teal-600
+  "#67e8f9", // cyan-300
+  "#5eead4", // teal-300
+] as const;
+
+interface ModuleChartProps {
+  data: Record<string, unknown>[];
+  type?: "bar" | "pie" | "line";
+  dataKey?: string;
+  nameKey?: string;
+  /** Pie chart variant: "donut" (innerRadius=60), "full-pie" (0), default (40) */
+  variant?: "default" | "donut" | "full-pie";
+  /** Bar chart layout: "horizontal" renders bars horizontally via BarChart layout="vertical" */
+  layout?: "vertical" | "horizontal";
+  /** Chart height in px (default 300) */
+  height?: number;
+}
+
+/** Date-like patterns for auto-detection */
+const DATE_PATTERN = /^\d{4}[-/]\d{2}([-/]\d{2})?$/;
+
+/**
+ * Detect whether a value is numeric (or numeric string).
+ */
+function isNumericValue(v: unknown): boolean {
+  if (typeof v === "number") return true;
+  if (typeof v === "string") return !isNaN(Number(v)) && v.trim() !== "";
+  return false;
+}
+
+/**
+ * Auto-detect the best chart type for the given data.
+ */
+function detectChartType(
+  data: Record<string, unknown>[],
+): "bar" | "pie" | "line" {
+  if (data.length === 0) return "bar";
+
+  const firstRow = data[0];
+  const keys = Object.keys(firstRow);
+
+  // Check for date-like keys
+  const hasDateKey = keys.some(
+    (k) =>
+      DATE_PATTERN.test(String(firstRow[k] ?? "")) ||
+      k.toLowerCase().includes("date") ||
+      k.toLowerCase().includes("time"),
+  );
+  if (hasDateKey && data.length > 1) return "line";
+
+  // Count numeric values in first row
+  const numericCount = keys.filter((k) =>
+    isNumericValue(firstRow[k]),
+  ).length;
+
+  // If small dataset with numeric values, consider pie for distributions
+  if (data.length <= 8 && numericCount >= 1) {
+    // Check if it looks like a distribution (values sum to ~100 or all positive)
+    const numericKey = keys.find((k) => isNumericValue(firstRow[k]));
+    if (numericKey) {
+      const values = data.map((d) => Number(d[numericKey]));
+      const sum = values.reduce((a, b) => a + b, 0);
+      if (sum > 0 && values.every((v) => v >= 0)) {
+        if (Math.abs(sum - 100) < 5) return "pie";
+      }
+    }
+  }
+
+  // Default to bar for datasets under 10 items
+  if (data.length < 10 && numericCount >= 1) return "bar";
+
+  return "bar";
+}
+
+/**
+ * Find the first numeric key in the data (for dataKey default).
+ */
+function findNumericKey(data: Record<string, unknown>[]): string | undefined {
+  if (data.length === 0) return undefined;
+  return Object.keys(data[0]).find((k) => isNumericValue(data[0][k]));
+}
+
+/**
+ * Find the first non-numeric key in the data (for nameKey default).
+ */
+function findNameKey(data: Record<string, unknown>[]): string | undefined {
+  if (data.length === 0) return undefined;
+  return Object.keys(data[0]).find((k) => !isNumericValue(data[0][k]));
+}
+
+/** Custom dark tooltip */
+function DarkTooltip({
+  active,
+  payload,
+  label,
+}: {
+  active?: boolean;
+  payload?: Array<{ name: string; value: unknown; color: string }>;
+  label?: string;
+}) {
+  if (!active || !payload || payload.length === 0) return null;
+
+  return (
+    <div className="rounded-md border border-border bg-card px-3 py-2 shadow-lg">
+      {label && (
+        <p className="mb-1 text-xs font-medium text-muted-foreground">
+          {label}
+        </p>
+      )}
+      {payload.map((entry, i) => (
+        <p key={i} className="text-sm text-foreground">
+          <span style={{ color: entry.color }} className="mr-1.5">
+            {"\u25CF"}
+          </span>
+          {entry.name}: {String(entry.value)}
+        </p>
+      ))}
+    </div>
+  );
+}
+
+/**
+ * Flexible chart component that auto-selects the chart type
+ * and renders with a dark hacker theme.
+ */
+export function ModuleChart({
+  data,
+  type,
+  dataKey,
+  nameKey,
+  variant = "default",
+  layout = "vertical",
+  height = 300,
+}: ModuleChartProps) {
+  if (!data || data.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No chart data available.
+      </p>
+    );
+  }
+
+  const chartType = type ?? detectChartType(data);
+  const resolvedDataKey = dataKey ?? findNumericKey(data) ?? "value";
+  const resolvedNameKey = nameKey ?? findNameKey(data) ?? "name";
+
+  // Ensure data values are numeric for the data key
+  const cleanData = data.map((d) => ({
+    ...d,
+    [resolvedDataKey]: Number(d[resolvedDataKey] ?? 0),
+  }));
+
+  const pieInnerRadius =
+    variant === "donut" ? 60 : variant === "full-pie" ? 0 : 40;
+
+  if (chartType === "pie") {
+    return (
+      <ResponsiveContainer width="100%" height={height}>
+        <PieChart>
+          <Pie
+            data={cleanData}
+            dataKey={resolvedDataKey}
+            nameKey={resolvedNameKey}
+            cx="50%"
+            cy="50%"
+            outerRadius={100}
+            innerRadius={pieInnerRadius}
+            strokeWidth={1}
+            stroke="rgba(39, 39, 42, 0.8)"
+            label={({ name, percent }: { name?: string; percent?: number }) =>
+              `${name ?? ""} ${((percent ?? 0) * 100).toFixed(0)}%`
+            }
+            labelLine={{ stroke: "rgba(161, 161, 170, 0.5)" }}
+          >
+            {cleanData.map((_, i) => (
+              <Cell
+                key={i}
+                fill={CHART_COLORS[i % CHART_COLORS.length]}
+              />
+            ))}
+          </Pie>
+          <Tooltip content={<DarkTooltip />} />
+          <Legend
+            wrapperStyle={{ color: "rgba(228, 228, 231, 0.8)", fontSize: 12 }}
+          />
+        </PieChart>
+      </ResponsiveContainer>
+    );
+  }
+
+  if (chartType === "line") {
+    return (
+      <ResponsiveContainer width="100%" height={height}>
+        <LineChart data={cleanData}>
+          <CartesianGrid
+            strokeDasharray="3 3"
+            stroke="rgba(63, 63, 70, 0.5)"
+          />
+          <XAxis
+            dataKey={resolvedNameKey}
+            tick={{ fill: "rgba(161, 161, 170, 0.8)", fontSize: 11 }}
+            axisLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+            tickLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+          />
+          <YAxis
+            tick={{ fill: "rgba(161, 161, 170, 0.8)", fontSize: 11 }}
+            axisLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+            tickLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+          />
+          <Tooltip content={<DarkTooltip />} />
+          <Line
+            type="monotone"
+            dataKey={resolvedDataKey}
+            stroke={CHART_COLORS[0]}
+            strokeWidth={2}
+            dot={{ fill: CHART_COLORS[0], r: 3 }}
+            activeDot={{ r: 5, fill: CHART_COLORS[2] }}
+          />
+        </LineChart>
+      </ResponsiveContainer>
+    );
+  }
+
+  // Horizontal layout: BarChart with layout="vertical", swapped axes
+  if (layout === "horizontal") {
+    return (
+      <ResponsiveContainer width="100%" height={height}>
+        <BarChart data={cleanData} layout="vertical">
+          <CartesianGrid
+            strokeDasharray="3 3"
+            stroke="rgba(63, 63, 70, 0.5)"
+          />
+          <XAxis
+            type="number"
+            tick={{ fill: "rgba(161, 161, 170, 0.8)", fontSize: 11 }}
+            axisLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+            tickLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+          />
+          <YAxis
+            type="category"
+            dataKey={resolvedNameKey}
+            tick={{ fill: "rgba(161, 161, 170, 0.8)", fontSize: 11 }}
+            axisLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+            tickLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+            width={100}
+          />
+          <Tooltip content={<DarkTooltip />} />
+          <Bar dataKey={resolvedDataKey} radius={[0, 4, 4, 0]}>
+            {cleanData.map((_, i) => (
+              <Cell
+                key={i}
+                fill={CHART_COLORS[i % CHART_COLORS.length]}
+              />
+            ))}
+          </Bar>
+        </BarChart>
+      </ResponsiveContainer>
+    );
+  }
+
+  // Default: vertical bar chart
+  return (
+    <ResponsiveContainer width="100%" height={height}>
+      <BarChart data={cleanData}>
+        <CartesianGrid
+          strokeDasharray="3 3"
+          stroke="rgba(63, 63, 70, 0.5)"
+        />
+        <XAxis
+          dataKey={resolvedNameKey}
+          tick={{ fill: "rgba(161, 161, 170, 0.8)", fontSize: 11 }}
+          axisLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+          tickLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+        />
+        <YAxis
+          tick={{ fill: "rgba(161, 161, 170, 0.8)", fontSize: 11 }}
+          axisLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+          tickLine={{ stroke: "rgba(63, 63, 70, 0.5)" }}
+        />
+        <Tooltip content={<DarkTooltip />} />
+        <Bar
+          dataKey={resolvedDataKey}
+          radius={[4, 4, 0, 0]}
+        >
+          {cleanData.map((_, i) => (
+            <Cell
+              key={i}
+              fill={CHART_COLORS[i % CHART_COLORS.length]}
+            />
+          ))}
+        </Bar>
+      </BarChart>
+    </ResponsiveContainer>
+  );
+}
diff --git a/frontend-next/src/components/viz/treemap-chart.tsx b/frontend-next/src/components/viz/treemap-chart.tsx
new file mode 100644
index 00000000..fc7b3acd
--- /dev/null
+++ b/frontend-next/src/components/viz/treemap-chart.tsx
@@ -0,0 +1,144 @@
+import { ResponsiveContainer, Treemap } from "recharts";
+
+/** Cyan/teal palette for treemap cells */
+const TREEMAP_COLORS = [
+  "#06b6d4", // cyan-500
+  "#14b8a6", // teal-500
+  "#0891b2", // cyan-600
+  "#0d9488", // teal-600
+  "#22d3ee", // cyan-400
+  "#2dd4bf", // teal-400
+] as const;
+
+interface TreemapDatum {
+  name: string;
+  total?: number;
+  value?: number;
+  size?: number;
+}
+
+interface NormalizedNode {
+  name: string;
+  size: number;
+}
+
+interface TreemapChartProps {
+  data: TreemapDatum[];
+  height?: number;
+}
+
+/**
+ * Normalize treemap input data to `{name, size}[]`.
+ * Accepts items with `total`, `value`, or `size` fields (checked in that order).
+ */
+export function normalizeTreemapData(data: TreemapDatum[]): NormalizedNode[] {
+  if (!data || data.length === 0) return [];
+  return data.map((d) => ({
+    name: d.name,
+    size: d.total ?? d.value ?? d.size ?? 0,
+  }));
+}
+
+/** Format large numbers with K/M suffixes */
+function formatValue(v: number): string {
+  if (v >= 1_000_000) return `${(v / 1_000_000).toFixed(1)}M`;
+  if (v >= 1_000) return `${(v / 1_000).toFixed(1)}K`;
+  return String(v);
+}
+
+/**
+ * Custom content renderer for Recharts Treemap cells.
+ * Renders a colored rect with name and value text.
+ */
+function TreemapContent(props: {
+  x?: number;
+  y?: number;
+  width?: number;
+  height?: number;
+  index?: number;
+  name?: string;
+  size?: number;
+  depth?: number;
+}) {
+  const { x = 0, y = 0, width = 0, height = 0, index = 0, name, size, depth } = props;
+
+  // Only render leaf nodes (depth === 1 for flat data)
+  if (depth !== 1) return null;
+
+  const fill = TREEMAP_COLORS[index % TREEMAP_COLORS.length];
+  const showLabel = width > 40 && height > 24;
+  const showValue = width > 50 && height > 40;
+
+  return (
+    <g>
+      <rect
+        x={x}
+        y={y}
+        width={width}
+        height={height}
+        rx={3}
+        ry={3}
+        fill={fill}
+        fillOpacity={0.85}
+        stroke="rgba(0,0,0,0.3)"
+        strokeWidth={1}
+      />
+      {showLabel && (
+        <text
+          x={x + width / 2}
+          y={y + height / 2 - (showValue ? 6 : 0)}
+          textAnchor="middle"
+          dominantBaseline="central"
+          fill="white"
+          fontSize={Math.min(12, width / 6)}
+          fontWeight={500}
+        >
+          {name}
+        </text>
+      )}
+      {showValue && size !== undefined && (
+        <text
+          x={x + width / 2}
+          y={y + height / 2 + 10}
+          textAnchor="middle"
+          dominantBaseline="central"
+          fill="rgba(255,255,255,0.7)"
+          fontSize={Math.min(10, width / 8)}
+        >
+          {formatValue(size)}
+        </text>
+      )}
+    </g>
+  );
+}
+
+/**
+ * Treemap visualization built on Recharts.
+ * Accepts data with `total`, `value`, or `size` numeric fields.
+ */
+export function TreemapChart({ data, height = 250 }: TreemapChartProps) {
+  const normalized = normalizeTreemapData(data);
+
+  if (normalized.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No treemap data available.
+      </p>
+    );
+  }
+
+  // Recharts Treemap expects a `children` array inside a root object
+  const treemapData = [{ name: "root", children: normalized }];
+
+  return (
+    <ResponsiveContainer width="100%" height={height}>
+      <Treemap
+        data={treemapData}
+        dataKey="size"
+        nameKey="name"
+        stroke="none"
+        content={<TreemapContent />}
+      />
+    </ResponsiveContainer>
+  );
+}
diff --git a/frontend-next/src/components/viz/word-cloud.tsx b/frontend-next/src/components/viz/word-cloud.tsx
new file mode 100644
index 00000000..0ce8f9e2
--- /dev/null
+++ b/frontend-next/src/components/viz/word-cloud.tsx
@@ -0,0 +1,104 @@
+import { useMemo } from "react";
+
+import { cn } from "@/lib/utils";
+
+interface WordCloudProps {
+  words: { text: string; value: number }[];
+  maxWords?: number;
+}
+
+/** Cyan/teal color palette for word cloud variation */
+const WORD_COLORS = [
+  "text-cyan-400",
+  "text-cyan-500",
+  "text-teal-400",
+  "text-teal-500",
+  "text-cyan-300",
+  "text-teal-300",
+  "text-cyan-600",
+  "text-teal-600",
+] as const;
+
+/**
+ * Map a value in [min, max] to a font size in [minSize, maxSize] rem.
+ */
+function scaleSize(
+  value: number,
+  min: number,
+  max: number,
+  minSize: number,
+  maxSize: number,
+): number {
+  if (max === min) return (minSize + maxSize) / 2;
+  const ratio = (value - min) / (max - min);
+  return minSize + ratio * (maxSize - minSize);
+}
+
+/**
+ * Flexbox-based word cloud component.
+ * Each word is rendered as a span with size proportional to its value
+ * and varying cyan/teal colors with opacity.
+ */
+export function WordCloud({ words, maxWords = 50 }: WordCloudProps) {
+  const processedWords = useMemo(() => {
+    if (!words || words.length === 0) return [];
+
+    // Sort by value descending, take top N
+    const sorted = [...words]
+      .sort((a, b) => b.value - a.value)
+      .slice(0, maxWords);
+
+    const min = Math.min(...sorted.map((w) => w.value));
+    const max = Math.max(...sorted.map((w) => w.value));
+
+    // Map each word to its display props
+    return sorted.map((word, i) => ({
+      text: word.text,
+      value: word.value,
+      fontSize: scaleSize(word.value, min, max, 0.75, 2.5),
+      colorClass: WORD_COLORS[i % WORD_COLORS.length],
+      // Higher-value words get higher opacity
+      opacity: scaleSize(word.value, min, max, 0.5, 1),
+    }));
+  }, [words, maxWords]);
+
+  if (processedWords.length === 0) {
+    return (
+      <p className="text-sm italic text-muted-foreground">
+        No word data available.
+      </p>
+    );
+  }
+
+  // Shuffle for visual variety (deterministic based on text)
+  const shuffled = useMemo(() => {
+    const arr = [...processedWords];
+    // Simple shuffle using text chars as seed-like variation
+    for (let i = arr.length - 1; i > 0; i--) {
+      const j = arr[i].text.charCodeAt(0) % (i + 1);
+      [arr[i], arr[j]] = [arr[j], arr[i]];
+    }
+    return arr;
+  }, [processedWords]);
+
+  return (
+    <div className="flex flex-wrap items-center justify-center gap-2 rounded-md border border-border bg-background/30 p-4">
+      {shuffled.map((word) => (
+        <span
+          key={word.text}
+          className={cn(
+            "inline-block cursor-default font-medium transition-opacity duration-200 hover:opacity-100",
+            word.colorClass,
+          )}
+          style={{
+            fontSize: `${word.fontSize}rem`,
+            opacity: word.opacity,
+          }}
+          title={`${word.text}: ${word.value}`}
+        >
+          {word.text}
+        </span>
+      ))}
+    </div>
+  );
+}
diff --git a/frontend-next/src/hooks/use-api-keys.ts b/frontend-next/src/hooks/use-api-keys.ts
new file mode 100644
index 00000000..e3d0ce38
--- /dev/null
+++ b/frontend-next/src/hooks/use-api-keys.ts
@@ -0,0 +1,34 @@
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+
+import { fetchApiKeys, writeApiKeys } from "@/lib/api-client";
+import { useApiKeyStore } from "@/stores/apikey-store";
+import type { ApiKey } from "@/types/api";
+
+export function useApiKeys() {
+  const queryClient = useQueryClient();
+  const { setKeys, setLoading } = useApiKeyStore();
+
+  const query = useQuery({
+    queryKey: ["apikeys"],
+    queryFn: async () => {
+      setLoading(true);
+      try {
+        const res = await fetchApiKeys();
+        setKeys(res.keys);
+        return res.keys;
+      } finally {
+        setLoading(false);
+      }
+    },
+  });
+
+  const mutation = useMutation({
+    mutationFn: (keys: ApiKey[]) => writeApiKeys(keys),
+    onSuccess: (data) => {
+      setKeys(data.keys);
+      queryClient.invalidateQueries({ queryKey: ["apikeys"] });
+    },
+  });
+
+  return { query, save: mutation.mutate, isSaving: mutation.isPending };
+}
diff --git a/frontend-next/src/hooks/use-module-query.ts b/frontend-next/src/hooks/use-module-query.ts
new file mode 100644
index 00000000..f5543550
--- /dev/null
+++ b/frontend-next/src/hooks/use-module-query.ts
@@ -0,0 +1,94 @@
+import { useCallback } from "react";
+
+import {
+  dispatchModule,
+  fetchTaskResult,
+  fetchTaskState,
+} from "@/lib/api-client";
+import { parseModuleResult } from "@/lib/result-parser";
+import { subscribeToTask } from "@/lib/socket-client";
+import { useGatherStore } from "@/stores/gather-store";
+
+export function useModuleDispatch() {
+  const { setTaskDispatched, setTaskStatus, setTaskResult, setTaskError } =
+    useGatherStore();
+
+  const dispatch = useCallback(
+    async (
+      module: string,
+      params: { username: string; from?: string; [key: string]: unknown },
+    ) => {
+      try {
+        setTaskDispatched(module, "");
+        const response = await dispatchModule(module, params);
+        const { task: taskId } = response;
+        setTaskDispatched(module, taskId);
+        setTaskStatus(module, "pending");
+
+        const cleanup = subscribeToTask(
+          taskId,
+          (data) =>
+            setTaskStatus(
+              module,
+              data.state === "SUCCESS" ? "success" : "running",
+            ),
+          async (data) => {
+            const parsed = parseModuleResult(
+              data.result as Record<string, unknown>[],
+            );
+            setTaskResult(module, parsed);
+            cleanup();
+          },
+          (data) => {
+            setTaskError(module, data.error);
+            cleanup();
+          },
+        );
+
+        // HTTP polling fallback
+        const pollResult = async () => {
+          const maxAttempts = 120;
+          for (let i = 0; i < maxAttempts; i++) {
+            const currentTask = useGatherStore.getState().tasks[module];
+            if (
+              currentTask?.status === "success" ||
+              currentTask?.status === "error"
+            ) {
+              return;
+            }
+            try {
+              const state = await fetchTaskState(taskId, module);
+              if (state.state === "SUCCESS") {
+                const result = await fetchTaskResult(taskId);
+                const parsed = parseModuleResult(result.result);
+                setTaskResult(module, parsed);
+                cleanup();
+                return;
+              }
+              if (state.state === "FAILURE") {
+                setTaskError(module, "Task failed");
+                cleanup();
+                return;
+              }
+            } catch {
+              // continue polling
+            }
+            await new Promise((r) => setTimeout(r, 1000));
+          }
+          setTaskError(module, "Task timed out");
+          cleanup();
+        };
+
+        pollResult();
+      } catch (err) {
+        setTaskError(
+          module,
+          err instanceof Error ? err.message : "Unknown error",
+        );
+      }
+    },
+    [setTaskDispatched, setTaskStatus, setTaskResult, setTaskError],
+  );
+
+  return { dispatch };
+}
diff --git a/frontend-next/src/index.css b/frontend-next/src/index.css
new file mode 100644
index 00000000..33f60928
--- /dev/null
+++ b/frontend-next/src/index.css
@@ -0,0 +1,97 @@
+@import "tailwindcss";
+@import "tw-animate-css";
+@import "shadcn/tailwind.css";
+
+@custom-variant dark (&:is(.dark *));
+
+@theme inline {
+    --radius-sm: calc(var(--radius) - 4px);
+    --radius-md: calc(var(--radius) - 2px);
+    --radius-lg: var(--radius);
+    --radius-xl: calc(var(--radius) + 4px);
+    --radius-2xl: calc(var(--radius) + 8px);
+    --radius-3xl: calc(var(--radius) + 12px);
+    --radius-4xl: calc(var(--radius) + 16px);
+    --color-background: var(--background);
+    --color-foreground: var(--foreground);
+    --color-card: var(--card);
+    --color-card-foreground: var(--card-foreground);
+    --color-popover: var(--popover);
+    --color-popover-foreground: var(--popover-foreground);
+    --color-primary: var(--primary);
+    --color-primary-foreground: var(--primary-foreground);
+    --color-secondary: var(--secondary);
+    --color-secondary-foreground: var(--secondary-foreground);
+    --color-muted: var(--muted);
+    --color-muted-foreground: var(--muted-foreground);
+    --color-accent: var(--accent);
+    --color-accent-foreground: var(--accent-foreground);
+    --color-destructive: var(--destructive);
+    --color-border: var(--border);
+    --color-input: var(--input);
+    --color-ring: var(--ring);
+    --color-chart-1: var(--chart-1);
+    --color-chart-2: var(--chart-2);
+    --color-chart-3: var(--chart-3);
+    --color-chart-4: var(--chart-4);
+    --color-chart-5: var(--chart-5);
+    --color-sidebar: var(--sidebar);
+    --color-sidebar-foreground: var(--sidebar-foreground);
+    --color-sidebar-primary: var(--sidebar-primary);
+    --color-sidebar-primary-foreground: var(--sidebar-primary-foreground);
+    --color-sidebar-accent: var(--sidebar-accent);
+    --color-sidebar-accent-foreground: var(--sidebar-accent-foreground);
+    --color-sidebar-border: var(--sidebar-border);
+    --color-sidebar-ring: var(--sidebar-ring);
+}
+
+/* Dark hacker theme — always dark, no light mode variant needed.
+   Primary accent: cyan/teal (hsl 187 92% 41% → oklch 0.701 0.121 210.672) */
+:root {
+    --radius: 0.5rem;
+    --background: oklch(0.141 0.004 285.824);
+    --foreground: oklch(0.962 0 0);
+    --card: oklch(0.178 0.004 285.947);
+    --card-foreground: oklch(0.962 0 0);
+    --popover: oklch(0.178 0.004 285.947);
+    --popover-foreground: oklch(0.962 0 0);
+    --primary: oklch(0.701 0.121 210.672);
+    --primary-foreground: oklch(0.141 0.004 285.824);
+    --secondary: oklch(0.275 0.006 286.001);
+    --secondary-foreground: oklch(0.962 0 0);
+    --muted: oklch(0.275 0.006 286.001);
+    --muted-foreground: oklch(0.704 0.013 286.055);
+    --accent: oklch(0.701 0.121 210.672);
+    --accent-foreground: oklch(0.141 0.004 285.824);
+    --destructive: oklch(0.561 0.195 26.166);
+    --destructive-foreground: oklch(0.962 0 0);
+    --border: oklch(0.275 0.006 286.001);
+    --input: oklch(0.275 0.006 286.001);
+    --ring: oklch(0.701 0.121 210.672);
+    --chart-1: oklch(0.701 0.121 210.672);
+    --chart-2: oklch(0.6 0.118 184.704);
+    --chart-3: oklch(0.398 0.07 227.392);
+    --chart-4: oklch(0.828 0.189 84.429);
+    --chart-5: oklch(0.769 0.188 70.08);
+    --sidebar: oklch(0.141 0.004 285.824);
+    --sidebar-foreground: oklch(0.962 0 0);
+    --sidebar-primary: oklch(0.701 0.121 210.672);
+    --sidebar-primary-foreground: oklch(0.141 0.004 285.824);
+    --sidebar-accent: oklch(0.275 0.006 286.001);
+    --sidebar-accent-foreground: oklch(0.962 0 0);
+    --sidebar-border: oklch(0.275 0.006 286.001);
+    --sidebar-ring: oklch(0.701 0.121 210.672);
+}
+
+@layer base {
+    * {
+        @apply border-border outline-ring/50;
+    }
+    body {
+        @apply bg-background text-foreground;
+        font-family: "Inter", sans-serif;
+    }
+    code, pre, .font-mono {
+        font-family: "JetBrains Mono", monospace;
+    }
+}
diff --git a/frontend-next/src/lib/__tests__/api-client.test.ts b/frontend-next/src/lib/__tests__/api-client.test.ts
new file mode 100644
index 00000000..9749ce40
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/api-client.test.ts
@@ -0,0 +1,44 @@
+import { describe, expect, it, vi } from "vitest";
+
+import { dispatchModule, fetchTaskList } from "../api-client";
+
+const mockFetch = vi.fn();
+vi.stubGlobal("fetch", mockFetch);
+
+describe("api-client", () => {
+  it("fetchTaskList calls GET /tasklist", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: true,
+      json: () => Promise.resolve({ modules: ["github", "twitter"] }),
+    });
+    const result = await fetchTaskList();
+    expect(result.modules).toEqual(["github", "twitter"]);
+  });
+
+  it("dispatchModule calls POST /<module>", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: true,
+      json: () =>
+        Promise.resolve({
+          module: "github",
+          task: "uuid-123",
+          param: "john",
+          from_m: "Initial",
+        }),
+    });
+    const result = await dispatchModule("github", {
+      username: "john",
+      from: "Initial",
+    });
+    expect(result.task).toBe("uuid-123");
+  });
+
+  it("throws on non-ok response", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: false,
+      status: 500,
+      statusText: "Internal Server Error",
+    });
+    await expect(fetchTaskList()).rejects.toThrow("API error 500");
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/bubble-chart.test.ts b/frontend-next/src/lib/__tests__/bubble-chart.test.ts
new file mode 100644
index 00000000..eff436df
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/bubble-chart.test.ts
@@ -0,0 +1,66 @@
+import { describe, expect, it } from "vitest";
+
+import { computeBubbleLayout } from "@/components/viz/bubble-chart";
+
+describe("computeBubbleLayout", () => {
+  it("returns positioned circles with x, y, and r", () => {
+    const input = [
+      { name: "A", value: 100 },
+      { name: "B", value: 50 },
+    ];
+    const result = computeBubbleLayout(input, 400, 300);
+
+    expect(result).toHaveLength(2);
+    for (const bubble of result) {
+      expect(bubble).toHaveProperty("x");
+      expect(bubble).toHaveProperty("y");
+      expect(bubble).toHaveProperty("r");
+      expect(bubble.x).toBeGreaterThan(0);
+      expect(bubble.y).toBeGreaterThan(0);
+      expect(bubble.r).toBeGreaterThan(0);
+    }
+  });
+
+  it("gives bigger values bigger radii", () => {
+    const input = [
+      { name: "Big", value: 1000 },
+      { name: "Small", value: 10 },
+    ];
+    const result = computeBubbleLayout(input, 400, 300);
+
+    const big = result.find((b) => b.name === "Big")!;
+    const small = result.find((b) => b.name === "Small")!;
+
+    expect(big.r).toBeGreaterThan(small.r);
+  });
+
+  it("returns [] for empty input", () => {
+    expect(computeBubbleLayout([], 400, 300)).toEqual([]);
+  });
+
+  it("returns [] for null/undefined-like input", () => {
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    expect(computeBubbleLayout(null as any, 400, 300)).toEqual([]);
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    expect(computeBubbleLayout(undefined as any, 400, 300)).toEqual([]);
+  });
+
+  it("preserves name and value in output", () => {
+    const input = [{ name: "Test", value: 42 }];
+    const result = computeBubbleLayout(input, 200, 200);
+
+    expect(result).toHaveLength(1);
+    expect(result[0].name).toBe("Test");
+    expect(result[0].value).toBe(42);
+  });
+
+  it("handles single item", () => {
+    const result = computeBubbleLayout(
+      [{ name: "Solo", value: 100 }],
+      400,
+      300,
+    );
+    expect(result).toHaveLength(1);
+    expect(result[0].r).toBeGreaterThan(0);
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/graph-helpers.test.ts b/frontend-next/src/lib/__tests__/graph-helpers.test.ts
new file mode 100644
index 00000000..235a1f27
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/graph-helpers.test.ts
@@ -0,0 +1,118 @@
+import { describe, expect, it } from "vitest";
+
+import {
+  gatherToGraph,
+  type GatherItem,
+} from "@/components/gatherer/renderers/graph-helpers";
+
+describe("gatherToGraph", () => {
+  it("converts a 3-node gather with one hub into nodes and links", () => {
+    const gather: GatherItem[] = [
+      {
+        "name-node": "github-hub",
+        title: "GitHub",
+        subtitle: "",
+        link: "GitHub",
+        icon: "fab fa-github",
+      },
+      {
+        "name-node": "github-repos",
+        title: "Repos",
+        subtitle: 42,
+        link: "GitHub",
+        icon: "fas fa-code",
+      },
+      {
+        "name-node": "github-followers",
+        title: "Followers",
+        subtitle: 100,
+        link: "GitHub",
+        icon: "fas fa-users",
+      },
+    ];
+
+    const result = gatherToGraph(gather);
+
+    expect(result.nodes).toHaveLength(3);
+    expect(result.links).toHaveLength(2);
+
+    // Hub node
+    const hub = result.nodes.find((n) => n.id === "github-hub");
+    expect(hub).toBeDefined();
+    expect(hub!.label).toBe("GitHub");
+    expect(hub!.group).toBe("primary");
+
+    // Non-hub nodes
+    const repos = result.nodes.find((n) => n.id === "github-repos");
+    expect(repos).toBeDefined();
+    expect(repos!.label).toBe("Repos: 42");
+    expect(repos!.group).toBe("GitHub");
+
+    const followers = result.nodes.find((n) => n.id === "github-followers");
+    expect(followers).toBeDefined();
+    expect(followers!.label).toBe("Followers: 100");
+    expect(followers!.group).toBe("GitHub");
+
+    // Links point from hub to leaf nodes
+    expect(result.links).toContainEqual({
+      source: "github-hub",
+      target: "github-repos",
+    });
+    expect(result.links).toContainEqual({
+      source: "github-hub",
+      target: "github-followers",
+    });
+  });
+
+  it("maps picture field to img on nodes", () => {
+    const gather: GatherItem[] = [
+      {
+        "name-node": "user-hub",
+        title: "User",
+        subtitle: "",
+        link: "User",
+        picture: "https://example.com/avatar.jpg",
+      },
+      {
+        "name-node": "user-detail",
+        title: "Detail",
+        subtitle: "value",
+        link: "User",
+        picture: "https://example.com/detail.png",
+      },
+    ];
+
+    const result = gatherToGraph(gather);
+
+    const hub = result.nodes.find((n) => n.id === "user-hub");
+    expect(hub!.img).toBe("https://example.com/avatar.jpg");
+
+    const detail = result.nodes.find((n) => n.id === "user-detail");
+    expect(detail!.img).toBe("https://example.com/detail.png");
+  });
+
+  it("returns empty arrays for empty input", () => {
+    expect(gatherToGraph([])).toEqual({ nodes: [], links: [] });
+  });
+
+  it("returns empty arrays for undefined-like input", () => {
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    expect(gatherToGraph(undefined as any)).toEqual({ nodes: [], links: [] });
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    expect(gatherToGraph(null as any)).toEqual({ nodes: [], links: [] });
+  });
+
+  it("does not add img when picture is absent", () => {
+    const gather: GatherItem[] = [
+      {
+        "name-node": "solo-hub",
+        title: "Solo",
+        subtitle: "",
+        link: "Solo",
+      },
+    ];
+
+    const result = gatherToGraph(gather);
+    expect(result.nodes[0].img).toBeUndefined();
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/module-registry.test.ts b/frontend-next/src/lib/__tests__/module-registry.test.ts
new file mode 100644
index 00000000..944536f3
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/module-registry.test.ts
@@ -0,0 +1,38 @@
+import { describe, expect, it } from "vitest";
+
+import {
+  getModule,
+  getModulesByCategory,
+  getModulesForInput,
+  MODULE_REGISTRY,
+} from "../module-registry";
+
+describe("module-registry", () => {
+  it("has 28 modules", () => {
+    expect(MODULE_REGISTRY.length).toBe(28);
+  });
+
+  it("filters by category", () => {
+    const leaks = getModulesByCategory("leak");
+    expect(leaks.every((m) => m.category === "leak")).toBe(true);
+    expect(leaks.length).toBeGreaterThan(0);
+  });
+
+  it("finds module by id", () => {
+    expect(getModule("github")?.label).toBe("GitHub");
+  });
+
+  it("filters email modules for email input", () => {
+    const mods = getModulesForInput("test@example.com");
+    expect(
+      mods.every((m) => m.inputType === "email" || m.inputType === "both"),
+    ).toBe(true);
+  });
+
+  it("filters username modules for username input", () => {
+    const mods = getModulesForInput("johndoe");
+    expect(
+      mods.every((m) => m.inputType === "username" || m.inputType === "both"),
+    ).toBe(true);
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/profile-aggregator.test.ts b/frontend-next/src/lib/__tests__/profile-aggregator.test.ts
new file mode 100644
index 00000000..46192af5
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/profile-aggregator.test.ts
@@ -0,0 +1,142 @@
+import { describe, expect, it } from "vitest";
+
+import { aggregateProfile } from "../profile-aggregator";
+import type { TaskEntry } from "@/stores/gather-store";
+
+describe("aggregateProfile", () => {
+  it("merges profile data from multiple modules", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "success",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          tasks: [],
+          profile: [{ name: "John Doe", organization: "ACME" }],
+          timeline: [],
+        },
+      },
+      twitter: {
+        taskId: "2",
+        status: "success",
+        result: {
+          module: "twitter",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          tasks: [],
+          profile: [
+            {
+              name: "John D.",
+              location: "NYC",
+              photos: [{ src: "http://img.jpg" }],
+            },
+          ],
+          timeline: [],
+        },
+      },
+    };
+    const profile = aggregateProfile(tasks);
+    expect(profile.names).toContain("John Doe");
+    expect(profile.names).toContain("John D.");
+    expect(profile.locations).toContain("NYC");
+    expect(profile.photos).toHaveLength(1);
+    expect(profile.organizations).toContain("ACME");
+  });
+
+  it("skips non-success tasks", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "error",
+        error: "failed",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          tasks: [],
+          profile: [{ name: "Should Not Appear" }],
+          timeline: [],
+        },
+      },
+    };
+    const profile = aggregateProfile(tasks);
+    expect(profile.names).toHaveLength(0);
+  });
+
+  it("deduplicates names and emails", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "success",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          tasks: [],
+          profile: [{ name: "John", email: "john@test.com" }],
+          timeline: [],
+        },
+      },
+      gitlab: {
+        taskId: "2",
+        status: "success",
+        result: {
+          module: "gitlab",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          tasks: [],
+          profile: [{ name: "John", email: "john@test.com" }],
+          timeline: [],
+        },
+      },
+    };
+    const profile = aggregateProfile(tasks);
+    expect(profile.names).toHaveLength(1);
+    expect(profile.emails).toHaveLength(1);
+  });
+
+  it("aggregates geo data with module label", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "success",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          tasks: [],
+          profile: [{ geo: { lat: 40.7, lng: -74.0 } }],
+          timeline: [],
+        },
+      },
+    };
+    const profile = aggregateProfile(tasks);
+    expect(profile.geo).toHaveLength(1);
+    expect(profile.geo[0]).toEqual({
+      lat: 40.7,
+      lng: -74.0,
+      label: "github",
+    });
+  });
+
+  it("returns empty profile when no tasks", () => {
+    const profile = aggregateProfile({});
+    expect(profile.names).toHaveLength(0);
+    expect(profile.photos).toHaveLength(0);
+    expect(profile.geo).toHaveLength(0);
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/result-parser.test.ts b/frontend-next/src/lib/__tests__/result-parser.test.ts
new file mode 100644
index 00000000..ded89bf1
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/result-parser.test.ts
@@ -0,0 +1,31 @@
+import { describe, expect, it } from "vitest";
+
+import { parseModuleResult } from "../result-parser";
+
+describe("parseModuleResult", () => {
+  it("parses backend result array into typed object", () => {
+    const raw = [
+      { module: "github" },
+      { param: "johndoe" },
+      { validation: "no" },
+      { raw: { data: "test" } },
+      { graphic: [{ details: [1, 2] }] },
+      { profile: [{ name: "John" }] },
+      { timeline: [{ date: "2024-01-01", action: "Created repo" }] },
+      { tasks: [{ module: "twitter", param: "johndoe" }] },
+    ];
+    const result = parseModuleResult(raw);
+    expect(result.module).toBe("github");
+    expect(result.param).toBe("johndoe");
+    expect(result.validation).toBe("no");
+    expect(result.timeline).toHaveLength(1);
+    expect(result.tasks[0].module).toBe("twitter");
+  });
+
+  it("handles missing fields gracefully", () => {
+    const result = parseModuleResult([{ module: "test" }]);
+    expect(result.module).toBe("test");
+    expect(result.graphic).toEqual([]);
+    expect(result.timeline).toEqual([]);
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/timeline-aggregator.test.ts b/frontend-next/src/lib/__tests__/timeline-aggregator.test.ts
new file mode 100644
index 00000000..b9f01618
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/timeline-aggregator.test.ts
@@ -0,0 +1,94 @@
+import { describe, expect, it } from "vitest";
+
+import { aggregateTimeline } from "../timeline-aggregator";
+import type { TaskEntry } from "@/stores/gather-store";
+
+describe("aggregateTimeline", () => {
+  it("aggregates and sorts events newest-first", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "success",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          profile: [],
+          tasks: [],
+          timeline: [
+            { date: "2024/01/15 10:30:00", action: "Created repo" },
+            { date: "2023/06/01 00:00:00", action: "Joined GitHub" },
+          ],
+        },
+      },
+      twitter: {
+        taskId: "2",
+        status: "success",
+        result: {
+          module: "twitter",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          profile: [],
+          tasks: [],
+          timeline: [
+            { date: "2024/03/20 15:00:00", action: "Posted tweet" },
+          ],
+        },
+      },
+    };
+    const events = aggregateTimeline(tasks);
+    expect(events).toHaveLength(3);
+    expect(events[0].action).toBe("Posted tweet");
+    expect(events[0].source).toBe("twitter");
+    expect(events[2].action).toBe("Joined GitHub");
+  });
+
+  it("returns empty array when no tasks have timeline data", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "success",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          profile: [],
+          tasks: [],
+          timeline: [],
+        },
+      },
+    };
+    const events = aggregateTimeline(tasks);
+    expect(events).toHaveLength(0);
+  });
+
+  it("skips non-success tasks", () => {
+    const tasks: Record<string, TaskEntry> = {
+      github: {
+        taskId: "1",
+        status: "error",
+        error: "failed",
+        result: {
+          module: "github",
+          param: "john",
+          validation: "no",
+          raw: {},
+          graphic: [],
+          profile: [],
+          tasks: [],
+          timeline: [
+            { date: "2024/01/01 00:00:00", action: "Should not appear" },
+          ],
+        },
+      },
+    };
+    const events = aggregateTimeline(tasks);
+    expect(events).toHaveLength(0);
+  });
+});
diff --git a/frontend-next/src/lib/__tests__/treemap-chart.test.ts b/frontend-next/src/lib/__tests__/treemap-chart.test.ts
new file mode 100644
index 00000000..00632777
--- /dev/null
+++ b/frontend-next/src/lib/__tests__/treemap-chart.test.ts
@@ -0,0 +1,58 @@
+import { describe, expect, it } from "vitest";
+
+import { normalizeTreemapData } from "@/components/viz/treemap-chart";
+
+describe("normalizeTreemapData", () => {
+  it("converts items with 'total' key to {name, size}[]", () => {
+    const input = [
+      { name: "JavaScript", total: 500 },
+      { name: "Python", total: 300 },
+    ];
+    const result = normalizeTreemapData(input);
+    expect(result).toEqual([
+      { name: "JavaScript", size: 500 },
+      { name: "Python", size: 300 },
+    ]);
+  });
+
+  it("falls back to 'value' when 'total' is missing", () => {
+    const input = [
+      { name: "React", value: 120 },
+      { name: "Vue", value: 80 },
+    ];
+    const result = normalizeTreemapData(input);
+    expect(result).toEqual([
+      { name: "React", size: 120 },
+      { name: "Vue", size: 80 },
+    ]);
+  });
+
+  it("falls back to 'size' when both 'total' and 'value' are missing", () => {
+    const input = [{ name: "CSS", size: 42 }];
+    const result = normalizeTreemapData(input);
+    expect(result).toEqual([{ name: "CSS", size: 42 }]);
+  });
+
+  it("prefers 'total' over 'value' over 'size'", () => {
+    const input = [{ name: "All", total: 100, value: 50, size: 25 }];
+    const result = normalizeTreemapData(input);
+    expect(result).toEqual([{ name: "All", size: 100 }]);
+  });
+
+  it("returns [] for empty input", () => {
+    expect(normalizeTreemapData([])).toEqual([]);
+  });
+
+  it("returns [] for null/undefined-like input", () => {
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    expect(normalizeTreemapData(null as any)).toEqual([]);
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    expect(normalizeTreemapData(undefined as any)).toEqual([]);
+  });
+
+  it("defaults to 0 when no numeric field is present", () => {
+    const input = [{ name: "Empty" }];
+    const result = normalizeTreemapData(input);
+    expect(result).toEqual([{ name: "Empty", size: 0 }]);
+  });
+});
diff --git a/frontend-next/src/lib/api-client.ts b/frontend-next/src/lib/api-client.ts
new file mode 100644
index 00000000..7adfeef5
--- /dev/null
+++ b/frontend-next/src/lib/api-client.ts
@@ -0,0 +1,57 @@
+import type {
+  ApiKey,
+  ApiKeyResponse,
+  TaskDispatchResponse,
+  TaskListResponse,
+  TaskResultResponse,
+  TaskStateResponse,
+} from "@/types/api";
+
+const API_URL = import.meta.env.VITE_API_URL ?? "http://localhost:5000";
+
+async function request<T>(path: string, options?: RequestInit): Promise<T> {
+  const res = await fetch(`${API_URL}${path}`, {
+    headers: { "Content-Type": "application/json" },
+    ...options,
+  });
+  if (!res.ok) {
+    throw new Error(`API error ${res.status}: ${res.statusText}`);
+  }
+  return res.json() as Promise<T>;
+}
+
+export function fetchTaskList(): Promise<TaskListResponse> {
+  return request("/tasklist");
+}
+
+export function dispatchModule(
+  module: string,
+  params: { username: string; from?: string; [key: string]: unknown },
+): Promise<TaskDispatchResponse> {
+  return request(`/${module}`, {
+    method: "POST",
+    body: JSON.stringify(params),
+  });
+}
+
+export function fetchTaskState(
+  taskId: string,
+  module: string,
+): Promise<TaskStateResponse> {
+  return request(`/state/${taskId}/${module}`);
+}
+
+export function fetchTaskResult(taskId: string): Promise<TaskResultResponse> {
+  return request(`/result/${taskId}`);
+}
+
+export function fetchApiKeys(): Promise<ApiKeyResponse> {
+  return request("/apikey", { method: "POST", body: JSON.stringify({}) });
+}
+
+export function writeApiKeys(keys: ApiKey[]): Promise<ApiKeyResponse> {
+  return request("/apikey", {
+    method: "POST",
+    body: JSON.stringify(keys),
+  });
+}
diff --git a/frontend-next/src/lib/icon-map.tsx b/frontend-next/src/lib/icon-map.tsx
new file mode 100644
index 00000000..aff87f05
--- /dev/null
+++ b/frontend-next/src/lib/icon-map.tsx
@@ -0,0 +1,66 @@
+import {
+  AtSign,
+  Briefcase,
+  Contact,
+  Database,
+  DollarSign,
+  FileText,
+  Fingerprint,
+  Flame,
+  Ghost,
+  GitBranch,
+  Github,
+  Globe,
+  Headphones,
+  Instagram,
+  Key,
+  LockKeyhole,
+  type LucideIcon,
+  MailCheck,
+  MessageCircle,
+  Music,
+  Phone,
+  Scan,
+  Search,
+  ShieldAlert,
+  Skull,
+  Terminal,
+  Tv,
+  Twitter,
+  UserSearch,
+} from "lucide-react";
+
+const iconMap: Record<string, LucideIcon> = {
+  "mail-check": MailCheck,
+  "shield-alert": ShieldAlert,
+  "lock-keyhole": LockKeyhole,
+  skull: Skull,
+  "file-text": FileText,
+  "user-search": UserSearch,
+  github: Github,
+  gitlab: GitBranch,
+  twitter: Twitter,
+  instagram: Instagram,
+  music: Music,
+  "message-circle": MessageCircle,
+  "at-sign": AtSign,
+  tv: Tv,
+  headphones: Headphones,
+  flame: Flame,
+  "dollar-sign": DollarSign,
+  briefcase: Briefcase,
+  key: Key,
+  phone: Phone,
+  search: Search,
+  scan: Scan,
+  fingerprint: Fingerprint,
+  globe: Globe,
+  terminal: Terminal,
+  database: Database,
+  contact: Contact,
+  ghost: Ghost,
+};
+
+export function getModuleIcon(iconName: string): LucideIcon {
+  return iconMap[iconName] ?? Search;
+}
diff --git a/frontend-next/src/lib/module-registry.ts b/frontend-next/src/lib/module-registry.ts
new file mode 100644
index 00000000..8e97dec6
--- /dev/null
+++ b/frontend-next/src/lib/module-registry.ts
@@ -0,0 +1,252 @@
+import type { ModuleConfig } from "@/types/modules";
+
+export const MODULE_REGISTRY: ModuleConfig[] = [
+  {
+    id: "emailrep",
+    label: "EmailRep",
+    icon: "mail-check",
+    category: "email",
+    inputType: "email",
+    requiresApiKey: "emailrep_key",
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "leaklookup",
+    label: "LeakLookup",
+    icon: "shield-alert",
+    category: "leak",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "leaks",
+    label: "HIBP",
+    icon: "lock-keyhole",
+    category: "leak",
+    inputType: "email",
+    requiresApiKey: "haveibeenpwned_key",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "darkpass",
+    label: "Darkpass",
+    icon: "skull",
+    category: "leak",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "psbdmp",
+    label: "PsbDmp",
+    icon: "file-text",
+    category: "leak",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "holehe",
+    label: "Holehe",
+    icon: "user-search",
+    category: "username",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "github",
+    label: "GitHub",
+    icon: "github",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "gitlab",
+    label: "GitLab",
+    icon: "gitlab",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "twitter",
+    label: "Twitter",
+    icon: "twitter",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericChart: true },
+  },
+  {
+    id: "instagram",
+    label: "Instagram",
+    icon: "instagram",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericChart: true },
+  },
+  {
+    id: "tiktok",
+    label: "TikTok",
+    icon: "music",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "reddit",
+    label: "Reddit",
+    icon: "message-circle",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "mastodon",
+    label: "Mastodon",
+    icon: "at-sign",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "twitch",
+    label: "Twitch",
+    icon: "tv",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericChart: true },
+  },
+  {
+    id: "spotify",
+    label: "Spotify",
+    icon: "headphones",
+    category: "social",
+    inputType: "username",
+    specialParams: { proc: 1 },
+    visualization: { useGenericChart: true, useGenericTable: true },
+  },
+  {
+    id: "tinder",
+    label: "Tinder",
+    icon: "flame",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "venmo",
+    label: "Venmo",
+    icon: "dollar-sign",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "linkedin",
+    label: "LinkedIn",
+    icon: "briefcase",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "keybase",
+    label: "Keybase",
+    icon: "key",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericGraph: true, useGenericTable: true },
+  },
+  {
+    id: "skype",
+    label: "Skype",
+    icon: "phone",
+    category: "social",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "usersearch",
+    label: "UserSearch",
+    icon: "search",
+    category: "username",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "socialscan",
+    label: "SocialScan",
+    icon: "scan",
+    category: "username",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "sherlock",
+    label: "Sherlock",
+    icon: "fingerprint",
+    category: "username",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "search",
+    label: "Searchers",
+    icon: "globe",
+    category: "search",
+    inputType: "username",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "dorks",
+    label: "Dorks",
+    icon: "terminal",
+    category: "search",
+    inputType: "username",
+    specialParams: { dorks: "" },
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "peopledatalabs",
+    label: "PeopleDataLabs",
+    icon: "database",
+    category: "enrichment",
+    inputType: "email",
+    requiresApiKey: "peopledatalabs_key",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "fullcontact",
+    label: "FullContact",
+    icon: "contact",
+    category: "enrichment",
+    inputType: "email",
+    requiresApiKey: "fullcontact_key",
+    visualization: { useGenericTable: true },
+  },
+  {
+    id: "ghostproject",
+    label: "GhostProject",
+    icon: "ghost",
+    category: "enrichment",
+    inputType: "email",
+    visualization: { useGenericTable: true },
+  },
+];
+
+export function getModulesByCategory(category: string): ModuleConfig[] {
+  if (category === "all") return MODULE_REGISTRY;
+  return MODULE_REGISTRY.filter((m) => m.category === category);
+}
+
+export function getModule(id: string): ModuleConfig | undefined {
+  return MODULE_REGISTRY.find((m) => m.id === id);
+}
+
+export function getModulesForInput(input: string): ModuleConfig[] {
+  const email = /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(input);
+  return MODULE_REGISTRY.filter(
+    (m) =>
+      m.inputType === "both" ||
+      (email ? m.inputType === "email" : m.inputType === "username"),
+  );
+}
diff --git a/frontend-next/src/lib/profile-aggregator.ts b/frontend-next/src/lib/profile-aggregator.ts
new file mode 100644
index 00000000..4cc42952
--- /dev/null
+++ b/frontend-next/src/lib/profile-aggregator.ts
@@ -0,0 +1,81 @@
+import type { TaskEntry } from "@/stores/gather-store";
+
+export interface AggregatedProfile {
+  names: string[];
+  emails: string[];
+  organizations: string[];
+  locations: string[];
+  photos: { src: string; caption?: string; source: string }[];
+  presence: { source: string; url: string; name?: string }[];
+  social: { source: string; url: string; name?: string }[];
+  geo: { lat: number; lng: number; label: string }[];
+}
+
+export function aggregateProfile(
+  tasks: Record<string, TaskEntry>,
+): AggregatedProfile {
+  const profile: AggregatedProfile = {
+    names: [],
+    emails: [],
+    organizations: [],
+    locations: [],
+    photos: [],
+    presence: [],
+    social: [],
+    geo: [],
+  };
+
+  for (const [moduleName, task] of Object.entries(tasks)) {
+    if (task.status !== "success" || !task.result?.profile) continue;
+    for (const item of task.result.profile) {
+      if (
+        item.name &&
+        typeof item.name === "string" &&
+        !profile.names.includes(item.name)
+      )
+        profile.names.push(item.name);
+      if (
+        item.email &&
+        typeof item.email === "string" &&
+        !profile.emails.includes(item.email)
+      )
+        profile.emails.push(item.email);
+      if (
+        item.organization &&
+        typeof item.organization === "string" &&
+        !profile.organizations.includes(item.organization)
+      )
+        profile.organizations.push(item.organization);
+      if (
+        item.location &&
+        typeof item.location === "string" &&
+        !profile.locations.includes(item.location)
+      )
+        profile.locations.push(item.location);
+      if (item.photos && Array.isArray(item.photos)) {
+        for (const p of item.photos as { src: string; caption?: string }[]) {
+          profile.photos.push({ ...p, source: moduleName });
+        }
+      }
+      if (item.presence && Array.isArray(item.presence))
+        profile.presence.push(
+          ...(item.presence as { source: string; url: string }[]),
+        );
+      if (item.social && Array.isArray(item.social))
+        profile.social.push(
+          ...(item.social as { source: string; url: string }[]),
+        );
+      if (
+        item.geo &&
+        typeof item.geo === "object" &&
+        item.geo !== null
+      ) {
+        const g = item.geo as { lat: number; lng: number };
+        if (typeof g.lat === "number" && typeof g.lng === "number")
+          profile.geo.push({ ...g, label: moduleName });
+      }
+    }
+  }
+
+  return profile;
+}
diff --git a/frontend-next/src/lib/result-parser.ts b/frontend-next/src/lib/result-parser.ts
new file mode 100644
index 00000000..108f028c
--- /dev/null
+++ b/frontend-next/src/lib/result-parser.ts
@@ -0,0 +1,20 @@
+import type { ModuleResultRaw } from "@/types/api";
+
+export function parseModuleResult(
+  resultArray: Record<string, unknown>[],
+): ModuleResultRaw {
+  const findValue = (key: string) =>
+    resultArray.find((item) => key in item)?.[key];
+
+  return {
+    module: (findValue("module") as string) ?? "",
+    param: (findValue("param") as string) ?? "",
+    validation:
+      (findValue("validation") as ModuleResultRaw["validation"]) ?? "not_used",
+    raw: (findValue("raw") as Record<string, unknown>) ?? {},
+    graphic: (findValue("graphic") as ModuleResultRaw["graphic"]) ?? [],
+    profile: (findValue("profile") as ModuleResultRaw["profile"]) ?? [],
+    timeline: (findValue("timeline") as ModuleResultRaw["timeline"]) ?? [],
+    tasks: (findValue("tasks") as ModuleResultRaw["tasks"]) ?? [],
+  };
+}
diff --git a/frontend-next/src/lib/socket-client.ts b/frontend-next/src/lib/socket-client.ts
new file mode 100644
index 00000000..49a788ca
--- /dev/null
+++ b/frontend-next/src/lib/socket-client.ts
@@ -0,0 +1,61 @@
+import { io, type Socket } from "socket.io-client";
+
+const WS_URL = import.meta.env.VITE_WS_URL ?? "ws://localhost:5000";
+
+let socket: Socket | null = null;
+
+export function getSocket(): Socket {
+  if (!socket) {
+    socket = io(WS_URL, {
+      autoConnect: false,
+      transports: ["websocket", "polling"],
+      reconnection: true,
+      reconnectionAttempts: 10,
+      reconnectionDelay: 1000,
+    });
+  }
+  return socket;
+}
+
+export function connectSocket(): void {
+  const s = getSocket();
+  if (!s.connected) s.connect();
+}
+
+export function disconnectSocket(): void {
+  if (socket?.connected) socket.disconnect();
+}
+
+export function subscribeToTask(
+  taskId: string,
+  onState: (data: {
+    task_id: string;
+    module: string;
+    state: string;
+  }) => void,
+  onResult: (data: {
+    task_id: string;
+    module: string;
+    result: unknown[];
+  }) => void,
+  onError: (data: {
+    task_id: string;
+    module: string;
+    error: string;
+  }) => void,
+): () => void {
+  const s = getSocket();
+  const stateEvent = `task:state:${taskId}`;
+  const resultEvent = `task:result:${taskId}`;
+  const errorEvent = `task:error:${taskId}`;
+
+  s.on(stateEvent, onState);
+  s.on(resultEvent, onResult);
+  s.on(errorEvent, onError);
+
+  return () => {
+    s.off(stateEvent, onState);
+    s.off(resultEvent, onResult);
+    s.off(errorEvent, onError);
+  };
+}
diff --git a/frontend-next/src/lib/timeline-aggregator.ts b/frontend-next/src/lib/timeline-aggregator.ts
new file mode 100644
index 00000000..d2e13257
--- /dev/null
+++ b/frontend-next/src/lib/timeline-aggregator.ts
@@ -0,0 +1,27 @@
+import type { TimelineEvent } from "@/types/api";
+import type { TaskEntry } from "@/stores/gather-store";
+
+export interface AggregatedTimelineEvent extends TimelineEvent {
+  source: string;
+}
+
+export function aggregateTimeline(
+  tasks: Record<string, TaskEntry>,
+): AggregatedTimelineEvent[] {
+  const events: AggregatedTimelineEvent[] = [];
+
+  for (const [moduleName, task] of Object.entries(tasks)) {
+    if (task.status !== "success" || !task.result?.timeline) continue;
+    for (const event of task.result.timeline) {
+      events.push({ ...event, source: moduleName });
+    }
+  }
+
+  events.sort((a, b) => {
+    const dateA = new Date(a.date.replace(/\//g, "-"));
+    const dateB = new Date(b.date.replace(/\//g, "-"));
+    return dateB.getTime() - dateA.getTime();
+  });
+
+  return events;
+}
diff --git a/frontend-next/src/lib/utils.ts b/frontend-next/src/lib/utils.ts
new file mode 100644
index 00000000..bd0c391d
--- /dev/null
+++ b/frontend-next/src/lib/utils.ts
@@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
diff --git a/frontend-next/src/main.tsx b/frontend-next/src/main.tsx
new file mode 100644
index 00000000..2ac72bd2
--- /dev/null
+++ b/frontend-next/src/main.tsx
@@ -0,0 +1,31 @@
+import React from "react";
+import ReactDOM from "react-dom/client";
+import { RouterProvider } from "react-router";
+
+import { Providers } from "./app/providers";
+import { router } from "./app/router";
+
+import "@fontsource/inter/400.css";
+import "@fontsource/inter/500.css";
+import "@fontsource/inter/600.css";
+import "@fontsource/inter/700.css";
+import "@fontsource/jetbrains-mono/400.css";
+import "@fontsource/jetbrains-mono/500.css";
+import "./index.css";
+
+async function enableMocking() {
+  if (import.meta.env.DEV && import.meta.env.VITE_ENABLE_MOCKS === "true") {
+    const { worker } = await import("./mocks/browser");
+    return worker.start({ onUnhandledRequest: "bypass" });
+  }
+}
+
+enableMocking().then(() => {
+  ReactDOM.createRoot(document.getElementById("root")!).render(
+    <React.StrictMode>
+      <Providers>
+        <RouterProvider router={router} />
+      </Providers>
+    </React.StrictMode>,
+  );
+});
diff --git a/frontend-next/src/mocks/browser.ts b/frontend-next/src/mocks/browser.ts
new file mode 100644
index 00000000..318d6f4a
--- /dev/null
+++ b/frontend-next/src/mocks/browser.ts
@@ -0,0 +1,5 @@
+import { setupWorker } from "msw/browser";
+
+import { handlers } from "./handlers";
+
+export const worker = setupWorker(...handlers);
diff --git a/frontend-next/src/mocks/data.ts b/frontend-next/src/mocks/data.ts
new file mode 100644
index 00000000..e4b34767
--- /dev/null
+++ b/frontend-next/src/mocks/data.ts
@@ -0,0 +1,652 @@
+import type { ApiKey } from "@/types/api";
+
+export const MOCK_MODULES = [
+  "emailrep",
+  "leaklookup",
+  "leaks",
+  "holehe",
+  "github",
+  "twitter",
+  "instagram",
+  "reddit",
+  "sherlock",
+  "search",
+  "dorks",
+  "tiktok",
+  "linkedin",
+  "spotify",
+  "twitch",
+  "mastodon",
+  "keybase",
+  "venmo",
+];
+
+export const MOCK_API_KEYS: ApiKey[] = [
+  { id: "emailrep_key", name: "EmailRep", key: "mock-emailrep-key-123" },
+  {
+    id: "haveibeenpwned_key",
+    name: "HaveIBeenPwned",
+    key: "mock-hibp-key-456",
+  },
+  {
+    id: "peopledatalabs_key",
+    name: "PeopleDataLabs",
+    key: "mock-pdl-key-789",
+  },
+];
+
+export const MOCK_GITHUB_RESULT = {
+  result: [
+    { module: "github" },
+    { param: "johndoe" },
+    { validation: "hard" },
+    {
+      raw: {
+        login: "johndoe",
+        name: "John Doe",
+        bio: "Developer",
+        public_repos: 42,
+        followers: 120,
+        following: 35,
+      },
+    },
+    {
+      graphic: [
+        // graphic[0].github -- gather format for force graph
+        {
+          github: [
+            {
+              "name-node": "Github",
+              title: "Github",
+              subtitle: "",
+              icon: "fab fa-github",
+              link: "Github",
+            },
+            {
+              "name-node": "GitRepos",
+              title: "Repos",
+              subtitle: "42",
+              icon: "fas fa-folder-open",
+              link: "Github",
+            },
+            {
+              "name-node": "GitFollowers",
+              title: "Followers",
+              subtitle: "120",
+              icon: "fas fa-users",
+              link: "Github",
+            },
+            {
+              "name-node": "GitFollowing",
+              title: "Following",
+              subtitle: "35",
+              icon: "fas fa-users",
+              link: "Github",
+            },
+            {
+              "name-node": "GitGists",
+              title: "Gists",
+              subtitle: "12",
+              icon: "fas fa-code",
+              link: "Github",
+            },
+            {
+              "name-node": "GitName",
+              title: "Name",
+              subtitle: "John Doe",
+              icon: "fas fa-user",
+              link: "Github",
+            },
+            {
+              "name-node": "GitEmail",
+              title: "Email",
+              subtitle: "john@example.com",
+              icon: "fas fa-envelope",
+              link: "Github",
+            },
+          ],
+        },
+        // graphic[1].cal_actual -- contribution calendar HTML
+        {
+          cal_actual:
+            '<td data-date="2025-12-01" data-level="2"></td>' +
+            '<td data-date="2025-12-02" data-level="3"></td>' +
+            '<td data-date="2025-12-03" data-level="1"></td>' +
+            '<td data-date="2025-12-04" data-level="0"></td>' +
+            '<td data-date="2025-12-05" data-level="4"></td>' +
+            '<td data-date="2025-12-06" data-level="2"></td>' +
+            '<td data-date="2025-12-07" data-level="1"></td>' +
+            '<td data-date="2025-12-08" data-level="3"></td>' +
+            '<td data-date="2025-12-09" data-level="2"></td>' +
+            '<td data-date="2025-12-10" data-level="0"></td>' +
+            '<td data-date="2025-12-11" data-level="1"></td>' +
+            '<td data-date="2025-12-12" data-level="4"></td>' +
+            '<td data-date="2025-12-13" data-level="2"></td>' +
+            '<td data-date="2025-12-14" data-level="3"></td>',
+        },
+      ],
+    },
+    {
+      profile: [
+        {
+          name: "John Doe",
+          email: "john@example.com",
+          organization: "Acme Corp",
+          location: "San Francisco",
+          geo: { lat: 37.77, lng: -122.42 },
+          photos: [
+            {
+              src: "https://avatars.githubusercontent.com/u/123456",
+              caption: "GitHub avatar",
+            },
+          ],
+          presence: [
+            {
+              source: "GitHub",
+              url: "https://github.com/johndoe",
+              name: "johndoe",
+            },
+          ],
+        },
+      ],
+    },
+    {
+      timeline: [
+        { date: "2015-03-14", action: "Account created", icon: "github" },
+      ],
+    },
+    { tasks: [] },
+  ],
+};
+
+export const MOCK_TWITTER_RESULT = {
+  result: [
+    { module: "twitter" },
+    { param: "johndoe" },
+    { validation: "soft" },
+    { raw: {} },
+    {
+      graphic: [
+        // [0] social -- gather format
+        {
+          social: [
+            {
+              "name-node": "Twitter",
+              title: "Twitter",
+              subtitle: "",
+              icon: "fab fa-twitter",
+              link: "Twitter",
+            },
+            {
+              "name-node": "TwFollowers",
+              title: "Followers",
+              subtitle: "1250",
+              icon: "fas fa-users",
+              link: "Twitter",
+            },
+            {
+              "name-node": "TwFollowing",
+              title: "Following",
+              subtitle: "340",
+              icon: "fas fa-users",
+              link: "Twitter",
+            },
+            {
+              "name-node": "TwTweets",
+              title: "Tweets",
+              subtitle: "5420",
+              icon: "fas fa-comment",
+              link: "Twitter",
+            },
+            {
+              "name-node": "TwLikes",
+              title: "Likes",
+              subtitle: "12300",
+              icon: "fas fa-heart",
+              link: "Twitter",
+            },
+          ],
+        },
+        // [1] resume
+        {
+          resume: {
+            children: [
+              { name: "Following", total: 340 },
+              { name: "Followers", total: 1250 },
+              { name: "Tweets", total: 5420 },
+              { name: "Likes", total: 12300 },
+            ],
+          },
+        },
+        // [2] popularity
+        {
+          popularity: [
+            { title: "Following", value: 340 },
+            { title: "Followers", value: 1250 },
+          ],
+        },
+        // [3] approval
+        {
+          approval: [
+            { title: "Tweets", value: 5420 },
+            { title: "Likes", value: 12300 },
+          ],
+        },
+        // [4] hashtag
+        {
+          hashtag: [
+            { label: "#javascript", value: 15 },
+            { label: "#react", value: 12 },
+            { label: "#typescript", value: 10 },
+            { label: "#nodejs", value: 8 },
+            { label: "#webdev", value: 7 },
+            { label: "#opensource", value: 5 },
+          ],
+        },
+        // [5] users -- gather format
+        {
+          users: [
+            {
+              "name-node": "Users",
+              title: "Users",
+              subtitle: "",
+              icon: "fas fa-users",
+              link: "Users",
+            },
+            {
+              "name-node": "U1",
+              title: "@reactjs",
+              subtitle: "5",
+              icon: "fas fa-at",
+              link: "Users",
+            },
+            {
+              "name-node": "U2",
+              title: "@vercel",
+              subtitle: "3",
+              icon: "fas fa-at",
+              link: "Users",
+            },
+            {
+              "name-node": "U3",
+              title: "@nodejs",
+              subtitle: "2",
+              icon: "fas fa-at",
+              link: "Users",
+            },
+          ],
+        },
+        // [6] tweetslist
+        {
+          tweetslist: [
+            { name: "Tweet 1", retweets: 5, likes: 20, replies: 3 },
+            { name: "Tweet 2", retweets: 12, likes: 45, replies: 8 },
+            { name: "Tweet 3", retweets: 2, likes: 10, replies: 1 },
+            { name: "Tweet 4", retweets: 25, likes: 80, replies: 15 },
+          ],
+        },
+        // [7] week
+        {
+          week: [
+            { name: "Mon", value: 12 },
+            { name: "Tue", value: 15 },
+            { name: "Wed", value: 8 },
+            { name: "Thu", value: 20 },
+            { name: "Fri", value: 18 },
+            { name: "Sat", value: 5 },
+            { name: "Sun", value: 3 },
+          ],
+        },
+        // [8] hour
+        {
+          hour: [
+            { name: "0", value: 1 },
+            { name: "6", value: 3 },
+            { name: "9", value: 8 },
+            { name: "12", value: 15 },
+            { name: "15", value: 12 },
+            { name: "18", value: 10 },
+            { name: "21", value: 6 },
+          ],
+        },
+        // [9] sources
+        {
+          sources: [
+            { name: "Twitter Web App", value: 45 },
+            { name: "iPhone", value: 30 },
+            { name: "TweetDeck", value: 15 },
+            { name: "Android", value: 10 },
+          ],
+        },
+        // [10] time
+        {
+          time: [
+            { name: "2025-01", value: 45 },
+            { name: "2025-02", value: 52 },
+            { name: "2025-03", value: 38 },
+            { name: "2025-04", value: 60 },
+            { name: "2025-05", value: 42 },
+            { name: "2025-06", value: 55 },
+          ],
+        },
+        // [11] twvsrt
+        {
+          twvsrt: [
+            { title: "Tweets", value: 3800 },
+            { title: "Retweets", value: 1620 },
+          ],
+        },
+      ],
+    },
+    {
+      profile: [
+        {
+          name: "John Doe",
+          presence: [
+            {
+              source: "Twitter",
+              url: "https://twitter.com/johndoe",
+              name: "@johndoe",
+            },
+          ],
+        },
+      ],
+    },
+    { timeline: [] },
+    { tasks: [] },
+  ],
+};
+
+export const MOCK_HOLEHE_RESULT = {
+  result: [
+    { module: "holehe" },
+    { param: "johndoe@example.com" },
+    { validation: "hard" },
+    { raw: {} },
+    {
+      graphic: [
+        {
+          holehe: [
+            {
+              "name-node": "Holehe",
+              title: "Holehe",
+              subtitle: "johndoe@example.com",
+              icon: "fas fa-at",
+              link: "Holehe",
+            },
+            {
+              "name-node": "HTwitter",
+              title: "twitter.com",
+              icon: "fab fa-twitter",
+              link: "Holehe",
+            },
+            {
+              "name-node": "HGithub",
+              title: "github.com",
+              icon: "fab fa-github",
+              link: "Holehe",
+            },
+            {
+              "name-node": "HSpotify",
+              title: "spotify.com",
+              icon: "fab fa-spotify",
+              link: "Holehe",
+            },
+          ],
+        },
+        {
+          lists: [
+            {
+              title: "twitter.com",
+              exists: true,
+              rateLimit: false,
+              emailrecovery: "j***@example.com",
+              phoneNumber: null,
+            },
+            {
+              title: "github.com",
+              exists: true,
+              rateLimit: false,
+              emailrecovery: null,
+              phoneNumber: null,
+            },
+            {
+              title: "spotify.com",
+              exists: true,
+              rateLimit: false,
+              emailrecovery: null,
+              phoneNumber: null,
+            },
+            {
+              title: "instagram.com",
+              exists: false,
+              rateLimit: false,
+              emailrecovery: null,
+              phoneNumber: null,
+            },
+            {
+              title: "facebook.com",
+              exists: false,
+              rateLimit: true,
+              emailrecovery: null,
+              phoneNumber: null,
+            },
+          ],
+        },
+      ],
+    },
+    {
+      profile: [
+        {
+          social: [
+            {
+              source: "Twitter",
+              url: "https://twitter.com",
+              name: "twitter.com",
+            },
+          ],
+        },
+      ],
+    },
+    { timeline: [] },
+    { tasks: [] },
+  ],
+};
+
+export const MOCK_SEARCH_RESULT = {
+  result: [
+    { module: "search" },
+    { param: "johndoe" },
+    { validation: "no" },
+    { raw: {} },
+    {
+      graphic: [
+        {
+          names: [
+            { label: "John Doe", value: 5 },
+            { label: "J. Doe", value: 2 },
+          ],
+        },
+        {
+          username: [
+            { label: "johndoe", value: 8 },
+            { label: "john_doe", value: 3 },
+          ],
+        },
+        {
+          social: [
+            {
+              "name-node": "Social",
+              title: "Social",
+              subtitle: "",
+              icon: "fas fa-share-alt",
+              link: "Social",
+            },
+            {
+              "name-node": "SGithub",
+              title: "GitHub",
+              subtitle: "johndoe",
+              icon: "fab fa-github",
+              link: "Social",
+            },
+            {
+              "name-node": "SLinkedin",
+              title: "LinkedIn",
+              subtitle: "johndoe",
+              icon: "fab fa-linkedin",
+              link: "Social",
+            },
+          ],
+        },
+        {
+          rawresults: [
+            {
+              title: "John Doe [google]",
+              simple: "John Doe - GitHub",
+              url: "https://github.com/johndoe",
+              desc: "Developer profile",
+              icon: "fas fa-searchengin",
+              link: "google",
+            },
+            {
+              title: "John Doe [google]",
+              simple: "John Doe | LinkedIn",
+              url: "https://linkedin.com/in/johndoe",
+              desc: "Professional profile",
+              icon: "fas fa-searchengin",
+              link: "google",
+            },
+          ],
+        },
+        {
+          searches: [
+            {
+              title: "John Doe [google]",
+              simple: "John Doe - GitHub",
+              url: "https://github.com/johndoe",
+              desc: "Developer profile",
+              icon: "fas fa-searchengin",
+              link: "google",
+            },
+          ],
+        },
+        {
+          mentions: [{ label: "@johndoe", value: 3 }],
+        },
+        {
+          hashtags: [
+            { label: "#developer", value: 4 },
+            { label: "#tech", value: 2 },
+          ],
+        },
+        {
+          emails: [{ label: "johndoe@example.com", value: 2 }],
+        },
+      ],
+    },
+    { profile: [{ name: "John Doe" }] },
+    { timeline: [] },
+    { tasks: [] },
+  ],
+};
+
+export const MOCK_EMAILREP_RESULT = {
+  result: [
+    { module: "emailrep" },
+    { param: "johndoe@example.com" },
+    { validation: "hard" },
+    {
+      raw: {
+        email: "johndoe@example.com",
+        reputation: "high",
+        suspicious: false,
+      },
+    },
+    {
+      graphic: [
+        {
+          emailrep: [
+            {
+              "name-node": "EmailRep",
+              title: "EmailRep",
+              subtitle: "johndoe@example.com",
+              icon: "fas fa-envelope",
+              link: "EmailRep",
+            },
+            {
+              "name-node": "ERRep",
+              title: "Reputation",
+              subtitle: "high",
+              icon: "fas fa-star",
+              link: "EmailRep",
+            },
+            {
+              "name-node": "ERSusp",
+              title: "Suspicious",
+              subtitle: "false",
+              icon: "fas fa-shield-alt",
+              link: "EmailRep",
+            },
+            {
+              "name-node": "ERRefs",
+              title: "References",
+              subtitle: "12",
+              icon: "fas fa-link",
+              link: "EmailRep",
+            },
+          ],
+        },
+        {
+          social: [
+            {
+              "name-node": "Social",
+              title: "Social",
+              subtitle: "",
+              icon: "fas fa-share-alt",
+              link: "Social",
+            },
+            {
+              "name-node": "SGithub",
+              title: "GitHub",
+              subtitle: "johndoe",
+              icon: "fab fa-github",
+              link: "Social",
+            },
+            {
+              "name-node": "STwitter",
+              title: "Twitter",
+              subtitle: "@johndoe",
+              icon: "fab fa-twitter",
+              link: "Social",
+            },
+          ],
+        },
+      ],
+    },
+    {
+      profile: [
+        {
+          email: "johndoe@example.com",
+          presence: [
+            {
+              source: "GitHub",
+              url: "https://github.com/johndoe",
+              name: "johndoe",
+            },
+          ],
+        },
+      ],
+    },
+    { timeline: [] },
+    { tasks: [] },
+  ],
+};
+
+/** Returns a mock task state that transitions from PENDING -> SUCCESS */
+export function makeMockTaskState(taskId: string, module: string) {
+  return {
+    state: "SUCCESS" as const,
+    task_id: taskId,
+    task_app: module,
+  };
+}
diff --git a/frontend-next/src/mocks/handlers.ts b/frontend-next/src/mocks/handlers.ts
new file mode 100644
index 00000000..32d6cd1e
--- /dev/null
+++ b/frontend-next/src/mocks/handlers.ts
@@ -0,0 +1,87 @@
+import { http, HttpResponse, delay } from "msw";
+
+import {
+  MOCK_API_KEYS,
+  MOCK_EMAILREP_RESULT,
+  MOCK_GITHUB_RESULT,
+  MOCK_HOLEHE_RESULT,
+  MOCK_MODULES,
+  MOCK_SEARCH_RESULT,
+  MOCK_TWITTER_RESULT,
+  makeMockTaskState,
+} from "./data";
+
+const API = import.meta.env.VITE_API_URL ?? "http://localhost:5000";
+
+let taskCounter = 0;
+let apiKeys = [...MOCK_API_KEYS];
+
+/** Maps task IDs to the module that dispatched them */
+const taskModuleMap = new Map<string, string>();
+
+export const handlers = [
+  // GET /tasklist
+  http.get(`${API}/tasklist`, () => {
+    return HttpResponse.json({ modules: MOCK_MODULES });
+  }),
+
+  // POST /<module> -- dispatch a module search
+  http.post(`${API}/:module`, async ({ params, request }) => {
+    const module = params.module as string;
+
+    // Handle apikey separately
+    if (module === "apikey") {
+      const body = (await request.json()) as Record<string, unknown>;
+      if (body && Object.keys(body).length > 0 && Array.isArray(body)) {
+        apiKeys = body.map(
+          (k: { id?: string; name?: string; key?: string }) => ({
+            id: k.id ?? crypto.randomUUID(),
+            name: k.name ?? "",
+            key: k.key ?? "",
+          }),
+        );
+      }
+      return HttpResponse.json({ keys: apiKeys });
+    }
+
+    const body = (await request.json()) as { username?: string };
+    const taskId = `mock-task-${++taskCounter}`;
+    taskModuleMap.set(taskId, module);
+    await delay(200);
+    return HttpResponse.json({
+      module,
+      task: taskId,
+      param: body?.username ?? "unknown",
+      from_m: "msw-mock",
+    });
+  }),
+
+  // GET /state/:taskId/:module
+  http.get(`${API}/state/:taskId/:module`, async ({ params }) => {
+    await delay(300);
+    return HttpResponse.json(
+      makeMockTaskState(params.taskId as string, params.module as string),
+    );
+  }),
+
+  // GET /result/:taskId -- return mock result based on dispatched module
+  http.get(`${API}/result/:taskId`, async ({ params }) => {
+    await delay(200);
+    const taskId = params.taskId as string;
+    const module = taskModuleMap.get(taskId) ?? "github";
+
+    switch (module) {
+      case "twitter":
+        return HttpResponse.json(MOCK_TWITTER_RESULT);
+      case "holehe":
+        return HttpResponse.json(MOCK_HOLEHE_RESULT);
+      case "search":
+      case "dorks":
+        return HttpResponse.json(MOCK_SEARCH_RESULT);
+      case "emailrep":
+        return HttpResponse.json(MOCK_EMAILREP_RESULT);
+      default:
+        return HttpResponse.json(MOCK_GITHUB_RESULT);
+    }
+  }),
+];
diff --git a/frontend-next/src/pages/apikeys/page.tsx b/frontend-next/src/pages/apikeys/page.tsx
new file mode 100644
index 00000000..e3d7ed4c
--- /dev/null
+++ b/frontend-next/src/pages/apikeys/page.tsx
@@ -0,0 +1,568 @@
+import { useCallback, useEffect, useRef, useState } from "react";
+
+import {
+  Check,
+  Download,
+  Eye,
+  EyeOff,
+  Key,
+  Loader2,
+  Pencil,
+  Plus,
+  Save,
+  Trash2,
+  Upload,
+  X,
+} from "lucide-react";
+import { toast } from "sonner";
+
+import { Button } from "@/components/ui/button";
+import {
+  Card,
+  CardContent,
+  CardDescription,
+  CardHeader,
+  CardTitle,
+} from "@/components/ui/card";
+import {
+  Dialog,
+  DialogClose,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+import { Input } from "@/components/ui/input";
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+import { useApiKeys } from "@/hooks/use-api-keys";
+import { useApiKeyStore } from "@/stores/apikey-store";
+import type { ApiKey } from "@/types/api";
+
+/* ---------- helpers ---------- */
+
+function generateId(): string {
+  return crypto.randomUUID();
+}
+
+function maskKey(key: string): string {
+  if (key.length <= 4) return key;
+  return `${key.slice(0, 4)}${"*".repeat(Math.min(key.length - 4, 16))}`;
+}
+
+function isValidApiKeyArray(data: unknown): data is ApiKey[] {
+  if (!Array.isArray(data)) return false;
+  return data.every(
+    (item) =>
+      typeof item === "object" &&
+      item !== null &&
+      "name" in item &&
+      "key" in item &&
+      typeof item.name === "string" &&
+      typeof item.key === "string",
+  );
+}
+
+/* ---------- row component ---------- */
+
+interface KeyRowProps {
+  apiKey: ApiKey;
+  isEditing: boolean;
+  onStartEdit: () => void;
+  onCancelEdit: () => void;
+  onSaveEdit: (name: string, key: string) => void;
+  onDelete: () => void;
+}
+
+function KeyRow({
+  apiKey,
+  isEditing,
+  onStartEdit,
+  onCancelEdit,
+  onSaveEdit,
+  onDelete,
+}: KeyRowProps) {
+  const [name, setName] = useState(apiKey.name);
+  const [key, setKey] = useState(apiKey.key);
+  const [revealed, setRevealed] = useState(false);
+  const [showDeleteDialog, setShowDeleteDialog] = useState(false);
+  const nameRef = useRef<HTMLInputElement>(null);
+
+  // Sync local state when switching to edit mode
+  useEffect(() => {
+    if (isEditing) {
+      setName(apiKey.name);
+      setKey(apiKey.key);
+      // Auto-focus name input in edit mode
+      setTimeout(() => nameRef.current?.focus(), 50);
+    }
+  }, [isEditing, apiKey.name, apiKey.key]);
+
+  const handleSave = () => {
+    if (!name.trim()) {
+      toast.error("Name is required");
+      return;
+    }
+    onSaveEdit(name.trim(), key);
+  };
+
+  const handleKeyDown = (e: React.KeyboardEvent) => {
+    if (e.key === "Enter") handleSave();
+    if (e.key === "Escape") onCancelEdit();
+  };
+
+  return (
+    <>
+      <TableRow className="border-border/50 hover:bg-muted/20 transition-colors">
+        {/* Name column */}
+        <TableCell className="font-medium">
+          {isEditing ? (
+            <Input
+              ref={nameRef}
+              value={name}
+              onChange={(e) => setName(e.target.value)}
+              onKeyDown={handleKeyDown}
+              placeholder="API key name..."
+              className="h-8 bg-background/50 border-border"
+            />
+          ) : (
+            <span className="text-foreground">{apiKey.name}</span>
+          )}
+        </TableCell>
+
+        {/* Key column */}
+        <TableCell className="font-mono text-sm">
+          {isEditing ? (
+            <div className="flex items-center gap-2">
+              <Input
+                type={revealed ? "text" : "password"}
+                value={key}
+                onChange={(e) => setKey(e.target.value)}
+                onKeyDown={handleKeyDown}
+                placeholder="Enter API key..."
+                className="h-8 bg-background/50 border-border font-mono"
+              />
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={() => setRevealed(!revealed)}
+                title={revealed ? "Hide key" : "Reveal key"}
+              >
+                {revealed ? (
+                  <EyeOff className="size-3.5 text-muted-foreground" />
+                ) : (
+                  <Eye className="size-3.5 text-muted-foreground" />
+                )}
+              </Button>
+            </div>
+          ) : (
+            <div className="flex items-center gap-2">
+              <span className="text-muted-foreground">
+                {revealed ? apiKey.key : maskKey(apiKey.key)}
+              </span>
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={() => setRevealed(!revealed)}
+                title={revealed ? "Hide key" : "Reveal key"}
+              >
+                {revealed ? (
+                  <EyeOff className="size-3.5 text-muted-foreground" />
+                ) : (
+                  <Eye className="size-3.5 text-muted-foreground" />
+                )}
+              </Button>
+            </div>
+          )}
+        </TableCell>
+
+        {/* Actions column */}
+        <TableCell className="text-right">
+          {isEditing ? (
+            <div className="flex items-center justify-end gap-1">
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={handleSave}
+                title="Confirm edit"
+                className="text-green-400 hover:text-green-300 hover:bg-green-400/10"
+              >
+                <Check className="size-3.5" />
+              </Button>
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={onCancelEdit}
+                title="Cancel edit"
+                className="text-muted-foreground hover:text-foreground"
+              >
+                <X className="size-3.5" />
+              </Button>
+            </div>
+          ) : (
+            <div className="flex items-center justify-end gap-1">
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={onStartEdit}
+                title="Edit key"
+                className="text-muted-foreground hover:text-primary"
+              >
+                <Pencil className="size-3.5" />
+              </Button>
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={() => setShowDeleteDialog(true)}
+                title="Delete key"
+                className="text-muted-foreground hover:text-destructive"
+              >
+                <Trash2 className="size-3.5" />
+              </Button>
+            </div>
+          )}
+        </TableCell>
+      </TableRow>
+
+      {/* Delete confirmation dialog */}
+      <Dialog open={showDeleteDialog} onOpenChange={setShowDeleteDialog}>
+        <DialogContent>
+          <DialogHeader>
+            <DialogTitle>Delete API Key</DialogTitle>
+            <DialogDescription>
+              Are you sure you want to delete the key{" "}
+              <span className="font-semibold text-foreground">
+                {apiKey.name || "Untitled"}
+              </span>
+              ? This change takes effect when you save.
+            </DialogDescription>
+          </DialogHeader>
+          <DialogFooter>
+            <DialogClose asChild>
+              <Button variant="outline">Cancel</Button>
+            </DialogClose>
+            <Button
+              variant="destructive"
+              onClick={() => {
+                onDelete();
+                setShowDeleteDialog(false);
+              }}
+            >
+              Delete
+            </Button>
+          </DialogFooter>
+        </DialogContent>
+      </Dialog>
+    </>
+  );
+}
+
+/* ---------- main page ---------- */
+
+export default function ApiKeysPage() {
+  const { query, save, isSaving } = useApiKeys();
+  const { keys, addKey, updateKey, removeKey } = useApiKeyStore();
+  const [editingId, setEditingId] = useState<string | null>(null);
+  const fileInputRef = useRef<HTMLInputElement>(null);
+
+  // Track whether local state has diverged from server state
+  const [isDirty, setIsDirty] = useState(false);
+
+  const handleAddKey = useCallback(() => {
+    const newKey: ApiKey = { id: generateId(), name: "", key: "" };
+    addKey(newKey);
+    setEditingId(newKey.id);
+    setIsDirty(true);
+  }, [addKey]);
+
+  const handleSaveEdit = useCallback(
+    (id: string, name: string, key: string) => {
+      updateKey(id, { name, key });
+      setEditingId(null);
+      setIsDirty(true);
+    },
+    [updateKey],
+  );
+
+  const handleCancelEdit = useCallback(
+    (apiKey: ApiKey) => {
+      // If the key was freshly added and has no name/key, remove it
+      if (!apiKey.name && !apiKey.key) {
+        removeKey(apiKey.id);
+      }
+      setEditingId(null);
+    },
+    [removeKey],
+  );
+
+  const handleDelete = useCallback(
+    (id: string) => {
+      removeKey(id);
+      if (editingId === id) setEditingId(null);
+      setIsDirty(true);
+    },
+    [removeKey, editingId],
+  );
+
+  const handleSaveAll = useCallback(() => {
+    save(keys, {
+      onSuccess: () => {
+        toast.success("API keys saved successfully");
+        setIsDirty(false);
+      },
+      onError: (error) => {
+        toast.error(`Failed to save: ${error.message}`);
+      },
+    });
+  }, [save, keys]);
+
+  /* --- Import JSON --- */
+  const handleImport = useCallback(
+    (event: React.ChangeEvent<HTMLInputElement>) => {
+      const file = event.target.files?.[0];
+      if (!file) return;
+
+      const reader = new FileReader();
+      reader.onload = (e) => {
+        try {
+          const parsed: unknown = JSON.parse(e.target?.result as string);
+
+          // Accept either { keys: [...] } or bare [...]
+          let keyArray: unknown;
+          if (
+            typeof parsed === "object" &&
+            parsed !== null &&
+            "keys" in parsed
+          ) {
+            keyArray = (parsed as { keys: unknown }).keys;
+          } else {
+            keyArray = parsed;
+          }
+
+          if (!isValidApiKeyArray(keyArray)) {
+            toast.error(
+              'Invalid JSON format. Expected an array of { name, key } objects or { keys: [...] }.',
+            );
+            return;
+          }
+
+          // Assign IDs if missing and merge into store
+          const withIds = keyArray.map((k) => ({
+            id: k.id || generateId(),
+            name: k.name,
+            key: k.key,
+          }));
+
+          // Replace all keys
+          const { setKeys } = useApiKeyStore.getState();
+          setKeys(withIds);
+          setIsDirty(true);
+          toast.success(`Imported ${withIds.length} key(s)`);
+        } catch {
+          toast.error("Failed to parse JSON file");
+        }
+      };
+      reader.readAsText(file);
+
+      // Reset file input so the same file can be re-imported
+      event.target.value = "";
+    },
+    [],
+  );
+
+  /* --- Export JSON --- */
+  const handleExport = useCallback(() => {
+    const data = JSON.stringify({ keys }, null, 2);
+    const blob = new Blob([data], { type: "application/json" });
+    const url = URL.createObjectURL(blob);
+    const anchor = document.createElement("a");
+    anchor.href = url;
+    anchor.download = "iky-apikeys.json";
+    anchor.click();
+    URL.revokeObjectURL(url);
+    toast.success("Exported API keys");
+  }, [keys]);
+
+  return (
+    <div className="space-y-6">
+      {/* Header */}
+      <div className="flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
+        <div>
+          <h1 className="flex items-center gap-2 text-2xl font-bold text-primary">
+            <Key className="size-6" />
+            API Keys
+          </h1>
+          <p className="mt-1 text-sm text-muted-foreground">
+            Manage API keys for OSINT modules that require authentication.
+          </p>
+        </div>
+
+        <div className="flex items-center gap-2">
+          {/* Hidden file input for import */}
+          <input
+            ref={fileInputRef}
+            type="file"
+            accept=".json,application/json"
+            className="hidden"
+            onChange={handleImport}
+          />
+
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={() => fileInputRef.current?.click()}
+            className="gap-1.5 border-border"
+          >
+            <Upload className="size-3.5" />
+            Import
+          </Button>
+
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={handleExport}
+            disabled={keys.length === 0}
+            className="gap-1.5 border-border"
+          >
+            <Download className="size-3.5" />
+            Export
+          </Button>
+
+          <Button
+            size="sm"
+            onClick={handleSaveAll}
+            disabled={isSaving || !isDirty}
+            className="gap-1.5"
+          >
+            {isSaving ? (
+              <Loader2 className="size-3.5 animate-spin" />
+            ) : (
+              <Save className="size-3.5" />
+            )}
+            {isSaving ? "Saving..." : "Save Changes"}
+          </Button>
+        </div>
+      </div>
+
+      {/* Content card */}
+      <Card>
+        <CardHeader>
+          <CardTitle className="text-base">Configured Keys</CardTitle>
+          <CardDescription>
+            {keys.length === 0
+              ? "No keys configured yet."
+              : `${keys.length} key${keys.length === 1 ? "" : "s"} configured`}
+            {isDirty && (
+              <span className="ml-2 text-yellow-400">(unsaved changes)</span>
+            )}
+          </CardDescription>
+        </CardHeader>
+        <CardContent>
+          {/* Loading state */}
+          {query.isLoading && (
+            <div className="flex items-center justify-center py-12">
+              <Loader2 className="size-6 animate-spin text-primary" />
+              <span className="ml-2 text-sm text-muted-foreground">
+                Loading API keys...
+              </span>
+            </div>
+          )}
+
+          {/* Error state */}
+          {query.isError && (
+            <div className="rounded-md border border-destructive/50 bg-destructive/10 p-4 text-sm text-destructive">
+              Failed to load API keys: {query.error.message}
+            </div>
+          )}
+
+          {/* Empty state */}
+          {!query.isLoading && !query.isError && keys.length === 0 && (
+            <div className="flex flex-col items-center justify-center gap-4 rounded-lg border border-dashed border-border py-12">
+              <Key className="size-10 text-muted-foreground/50" />
+              <div className="text-center">
+                <p className="text-sm font-medium text-muted-foreground">
+                  No API keys configured
+                </p>
+                <p className="mt-1 text-xs text-muted-foreground/70">
+                  Add a key or import from JSON to get started.
+                </p>
+              </div>
+              <div className="flex gap-2">
+                <Button
+                  variant="outline"
+                  size="sm"
+                  onClick={() => fileInputRef.current?.click()}
+                  className="gap-1.5"
+                >
+                  <Upload className="size-3.5" />
+                  Import JSON
+                </Button>
+                <Button size="sm" onClick={handleAddKey} className="gap-1.5">
+                  <Plus className="size-3.5" />
+                  Add Key
+                </Button>
+              </div>
+            </div>
+          )}
+
+          {/* Table */}
+          {!query.isLoading && keys.length > 0 && (
+            <div className="space-y-3">
+              <div className="rounded-md border border-border overflow-hidden">
+                <Table>
+                  <TableHeader>
+                    <TableRow className="border-border bg-muted/30 hover:bg-muted/30">
+                      <TableHead className="text-xs font-medium uppercase tracking-wide text-muted-foreground w-[30%]">
+                        Name
+                      </TableHead>
+                      <TableHead className="text-xs font-medium uppercase tracking-wide text-muted-foreground">
+                        Key
+                      </TableHead>
+                      <TableHead className="text-xs font-medium uppercase tracking-wide text-muted-foreground text-right w-[100px]">
+                        Actions
+                      </TableHead>
+                    </TableRow>
+                  </TableHeader>
+                  <TableBody>
+                    {keys.map((apiKey) => (
+                      <KeyRow
+                        key={apiKey.id}
+                        apiKey={apiKey}
+                        isEditing={editingId === apiKey.id}
+                        onStartEdit={() => setEditingId(apiKey.id)}
+                        onCancelEdit={() => handleCancelEdit(apiKey)}
+                        onSaveEdit={(name, key) =>
+                          handleSaveEdit(apiKey.id, name, key)
+                        }
+                        onDelete={() => handleDelete(apiKey.id)}
+                      />
+                    ))}
+                  </TableBody>
+                </Table>
+              </div>
+
+              {/* Add key button */}
+              <Button
+                variant="outline"
+                size="sm"
+                onClick={handleAddKey}
+                disabled={editingId !== null}
+                className="gap-1.5 border-dashed border-border text-muted-foreground hover:text-foreground"
+              >
+                <Plus className="size-3.5" />
+                Add Key
+              </Button>
+            </div>
+          )}
+        </CardContent>
+      </Card>
+    </div>
+  );
+}
diff --git a/frontend-next/src/pages/gatherer/page.tsx b/frontend-next/src/pages/gatherer/page.tsx
new file mode 100644
index 00000000..cd806ee9
--- /dev/null
+++ b/frontend-next/src/pages/gatherer/page.tsx
@@ -0,0 +1,64 @@
+import { Download } from "lucide-react";
+
+import { ModuleGrid } from "@/components/gatherer/module-grid";
+import { ResultCard } from "@/components/gatherer/result-card";
+import { SearchBar } from "@/components/gatherer/search-bar";
+import { Button } from "@/components/ui/button";
+import { useGatherStore } from "@/stores/gather-store";
+
+function ExportButton() {
+  const tasks = useGatherStore((s) => s.tasks);
+
+  function handleExport() {
+    const results: Record<string, unknown> = {};
+    for (const [moduleId, task] of Object.entries(tasks)) {
+      if (task.status === "success" && task.result) {
+        results[moduleId] = task.result;
+      }
+    }
+
+    const blob = new Blob([JSON.stringify(results, null, 2)], {
+      type: "application/json",
+    });
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = `iky-results-${new Date().toISOString().slice(0, 10)}.json`;
+    document.body.appendChild(a);
+    a.click();
+    document.body.removeChild(a);
+    URL.revokeObjectURL(url);
+  }
+
+  return (
+    <Button variant="outline" size="sm" onClick={handleExport} className="gap-2">
+      <Download className="size-4" />
+      Export JSON
+    </Button>
+  );
+}
+
+export default function GathererPage() {
+  const tasks = useGatherStore((s) => s.tasks);
+  const completedModules = Object.entries(tasks).filter(
+    ([, t]) => t.status === "success" && t.result,
+  );
+
+  return (
+    <div className="space-y-6">
+      <SearchBar />
+      <ModuleGrid />
+      {completedModules.length > 0 && (
+        <div className="space-y-4">
+          <div className="flex items-center justify-between">
+            <h2 className="text-lg font-semibold">Results</h2>
+            <ExportButton />
+          </div>
+          {completedModules.map(([moduleId, task]) => (
+            <ResultCard key={moduleId} moduleId={moduleId} task={task} />
+          ))}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/pages/profile/page.tsx b/frontend-next/src/pages/profile/page.tsx
new file mode 100644
index 00000000..19a2e117
--- /dev/null
+++ b/frontend-next/src/pages/profile/page.tsx
@@ -0,0 +1,292 @@
+import { useMemo } from "react";
+import {
+  Building2,
+  ExternalLink,
+  Globe,
+  Image,
+  Mail,
+  MapPin,
+  User,
+} from "lucide-react";
+
+import { Badge } from "@/components/ui/badge";
+import {
+  Card,
+  CardContent,
+  CardHeader,
+  CardTitle,
+} from "@/components/ui/card";
+import {
+  Tabs,
+  TabsContent,
+  TabsList,
+  TabsTrigger,
+} from "@/components/ui/tabs";
+import { LocationMap } from "@/components/viz/location-map";
+import { getModuleIcon } from "@/lib/icon-map";
+import { getModule } from "@/lib/module-registry";
+import {
+  aggregateProfile,
+  type AggregatedProfile,
+} from "@/lib/profile-aggregator";
+import { useGatherStore } from "@/stores/gather-store";
+
+function EmptyState({ message }: { message: string }) {
+  return (
+    <p className="py-8 text-center text-sm italic text-muted-foreground">
+      {message}
+    </p>
+  );
+}
+
+function ProfileHeader({ profile }: { profile: AggregatedProfile }) {
+  const primaryName = profile.names[0] ?? "Unknown";
+  const aliases = profile.names.slice(1);
+  const photoSrc = profile.photos[0]?.src;
+
+  return (
+    <div className="flex items-start gap-6">
+      {/* Avatar */}
+      <div className="flex size-24 shrink-0 items-center justify-center overflow-hidden rounded-full border-2 border-primary bg-muted">
+        {photoSrc ? (
+          <img
+            src={photoSrc}
+            alt={primaryName}
+            className="size-full object-cover"
+          />
+        ) : (
+          <User className="size-12 text-muted-foreground" />
+        )}
+      </div>
+
+      {/* Info */}
+      <div className="min-w-0 space-y-2">
+        <h1 className="text-2xl font-bold text-foreground">{primaryName}</h1>
+        {aliases.length > 0 && (
+          <div className="flex flex-wrap gap-2">
+            {aliases.map((alias) => (
+              <Badge key={alias} variant="secondary">
+                {alias}
+              </Badge>
+            ))}
+          </div>
+        )}
+        {profile.emails.length > 0 && (
+          <div className="flex flex-wrap items-center gap-2 text-sm text-muted-foreground">
+            <Mail className="size-4 shrink-0 text-primary" />
+            {profile.emails.map((email) => (
+              <span key={email}>{email}</span>
+            ))}
+          </div>
+        )}
+        {profile.locations.length > 0 && (
+          <div className="flex flex-wrap items-center gap-2 text-sm text-muted-foreground">
+            <MapPin className="size-4 shrink-0 text-primary" />
+            {profile.locations.map((loc) => (
+              <span key={loc}>{loc}</span>
+            ))}
+          </div>
+        )}
+      </div>
+    </div>
+  );
+}
+
+function OverviewTab({ profile }: { profile: AggregatedProfile }) {
+  const hasOrgs = profile.organizations.length > 0;
+  const hasPresence = profile.presence.length > 0;
+
+  if (!hasOrgs && !hasPresence) {
+    return <EmptyState message="No overview data available yet." />;
+  }
+
+  return (
+    <div className="grid gap-4 md:grid-cols-2">
+      {hasOrgs && (
+        <Card>
+          <CardHeader>
+            <CardTitle className="flex items-center gap-2 text-base">
+              <Building2 className="size-4 text-primary" />
+              Organizations
+            </CardTitle>
+          </CardHeader>
+          <CardContent>
+            <ul className="space-y-1">
+              {profile.organizations.map((org) => (
+                <li
+                  key={org}
+                  className="text-sm text-muted-foreground"
+                >
+                  {org}
+                </li>
+              ))}
+            </ul>
+          </CardContent>
+        </Card>
+      )}
+
+      {hasPresence && (
+        <Card>
+          <CardHeader>
+            <CardTitle className="flex items-center gap-2 text-base">
+              <Globe className="size-4 text-primary" />
+              Online Presence
+            </CardTitle>
+          </CardHeader>
+          <CardContent>
+            <ul className="space-y-2">
+              {profile.presence.map((p, i) => (
+                <li key={`${p.source}-${p.url}-${i}`} className="text-sm">
+                  <a
+                    href={p.url}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="inline-flex items-center gap-2 text-primary hover:underline"
+                  >
+                    <ExternalLink className="size-3 shrink-0" />
+                    <span>{p.name ?? p.source}</span>
+                  </a>
+                </li>
+              ))}
+            </ul>
+          </CardContent>
+        </Card>
+      )}
+    </div>
+  );
+}
+
+function PhotosTab({ profile }: { profile: AggregatedProfile }) {
+  if (profile.photos.length === 0) {
+    return <EmptyState message="No photos found." />;
+  }
+
+  return (
+    <div className="grid grid-cols-2 gap-4 md:grid-cols-3 lg:grid-cols-4">
+      {profile.photos.map((photo, i) => (
+        <div
+          key={`${photo.src}-${i}`}
+          className="group relative overflow-hidden rounded-lg border border-border bg-muted"
+        >
+          <img
+            src={photo.src}
+            alt={photo.caption ?? `Photo from ${photo.source}`}
+            className="aspect-square w-full object-cover"
+          />
+          <div className="absolute inset-x-0 bottom-0 bg-black/70 px-2 py-1 text-xs text-muted-foreground opacity-0 transition-opacity group-hover:opacity-100">
+            {photo.source}
+            {photo.caption && ` - ${photo.caption}`}
+          </div>
+        </div>
+      ))}
+    </div>
+  );
+}
+
+function SocialTab({ profile }: { profile: AggregatedProfile }) {
+  if (profile.social.length === 0) {
+    return <EmptyState message="No social data found." />;
+  }
+
+  return (
+    <div className="grid gap-4 sm:grid-cols-2 lg:grid-cols-3">
+      {profile.social.map((s, i) => {
+        const mod = getModule(s.source);
+        const Icon = getModuleIcon(mod?.icon ?? "globe");
+
+        return (
+          <Card key={`${s.source}-${s.url}-${i}`}>
+            <CardContent className="flex items-center gap-3 pt-6">
+              <Icon className="size-5 shrink-0 text-primary" />
+              <div className="min-w-0 flex-1">
+                <p className="text-sm font-medium">
+                  {s.name ?? mod?.label ?? s.source}
+                </p>
+                <a
+                  href={s.url}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline-flex items-center gap-1 text-xs text-primary hover:underline"
+                >
+                  <ExternalLink className="size-3" />
+                  Visit profile
+                </a>
+              </div>
+              <Badge variant="outline" className="text-[10px]">
+                {s.source}
+              </Badge>
+            </CardContent>
+          </Card>
+        );
+      })}
+    </div>
+  );
+}
+
+function MapTab({ profile }: { profile: AggregatedProfile }) {
+  if (profile.geo.length === 0) {
+    return <EmptyState message="No location data available." />;
+  }
+
+  return <LocationMap locations={profile.geo} height="500px" />;
+}
+
+export default function ProfilePage() {
+  const tasks = useGatherStore((s) => s.tasks);
+  const profile = useMemo(() => aggregateProfile(tasks), [tasks]);
+
+  const hasData =
+    profile.names.length > 0 ||
+    profile.emails.length > 0 ||
+    profile.photos.length > 0 ||
+    profile.presence.length > 0;
+
+  if (!hasData) {
+    return (
+      <div className="space-y-4">
+        <h1 className="text-2xl font-bold text-primary">Profile</h1>
+        <EmptyState message="Run a search from the Gatherer page to see profile data." />
+      </div>
+    );
+  }
+
+  return (
+    <div className="space-y-6">
+      <ProfileHeader profile={profile} />
+
+      <Tabs defaultValue="overview">
+        <TabsList>
+          <TabsTrigger value="overview">
+            <User className="size-4" />
+            Overview
+          </TabsTrigger>
+          <TabsTrigger value="photos">
+            <Image className="size-4" />
+            Photos
+          </TabsTrigger>
+          <TabsTrigger value="social">
+            <Globe className="size-4" />
+            Social
+          </TabsTrigger>
+          <TabsTrigger value="map">
+            <MapPin className="size-4" />
+            Map
+          </TabsTrigger>
+        </TabsList>
+
+        <TabsContent value="overview">
+          <OverviewTab profile={profile} />
+        </TabsContent>
+        <TabsContent value="photos">
+          <PhotosTab profile={profile} />
+        </TabsContent>
+        <TabsContent value="social">
+          <SocialTab profile={profile} />
+        </TabsContent>
+        <TabsContent value="map">
+          <MapTab profile={profile} />
+        </TabsContent>
+      </Tabs>
+    </div>
+  );
+}
diff --git a/frontend-next/src/pages/timeline/page.tsx b/frontend-next/src/pages/timeline/page.tsx
new file mode 100644
index 00000000..7af501e5
--- /dev/null
+++ b/frontend-next/src/pages/timeline/page.tsx
@@ -0,0 +1,84 @@
+import { useMemo } from "react";
+import { Clock } from "lucide-react";
+
+import { Badge } from "@/components/ui/badge";
+import { getModuleIcon } from "@/lib/icon-map";
+import { getModule } from "@/lib/module-registry";
+import {
+  aggregateTimeline,
+  type AggregatedTimelineEvent,
+} from "@/lib/timeline-aggregator";
+import { useGatherStore } from "@/stores/gather-store";
+
+function EmptyState() {
+  return (
+    <p className="py-8 text-center text-sm italic text-muted-foreground">
+      Run a search from the Gatherer page to see timeline events.
+    </p>
+  );
+}
+
+function TimelineEvent({ event }: { event: AggregatedTimelineEvent }) {
+  const mod = getModule(event.source);
+  const Icon = getModuleIcon(mod?.icon ?? "globe");
+  const label = mod?.label ?? event.source;
+
+  // Format the date for display
+  const displayDate = event.date.replace(/\//g, "-");
+
+  return (
+    <div className="relative pl-8">
+      {/* Dot on the timeline */}
+      <div className="absolute left-[-5px] top-1.5 size-2.5 rounded-full border-2 border-primary bg-background" />
+
+      <div className="space-y-1 pb-6">
+        {/* Date + module badge row */}
+        <div className="flex flex-wrap items-center gap-2">
+          <span className="text-xs text-muted-foreground">
+            <Clock className="mr-1 inline size-3" />
+            {displayDate}
+          </span>
+          <Badge variant="outline" className="gap-1 text-[10px]">
+            <Icon className="size-3" />
+            {label}
+          </Badge>
+        </div>
+
+        {/* Action text */}
+        <p className="text-sm font-medium text-foreground">{event.action}</p>
+
+        {/* Optional description */}
+        {event.desc && (
+          <p className="text-xs text-muted-foreground">{event.desc}</p>
+        )}
+      </div>
+    </div>
+  );
+}
+
+export default function TimelinePage() {
+  const tasks = useGatherStore((s) => s.tasks);
+  const events = useMemo(() => aggregateTimeline(tasks), [tasks]);
+
+  return (
+    <div className="space-y-4">
+      <h1 className="text-2xl font-bold text-primary">Timeline</h1>
+      <p className="text-sm text-muted-foreground">
+        Chronological events from all modules, newest first.
+      </p>
+
+      {events.length === 0 ? (
+        <EmptyState />
+      ) : (
+        <div className="ml-2 border-l-2 border-muted">
+          {events.map((event, i) => (
+            <TimelineEvent
+              key={`${event.source}-${event.date}-${i}`}
+              event={event}
+            />
+          ))}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/frontend-next/src/stores/__tests__/gather-store.test.ts b/frontend-next/src/stores/__tests__/gather-store.test.ts
new file mode 100644
index 00000000..bbef95c7
--- /dev/null
+++ b/frontend-next/src/stores/__tests__/gather-store.test.ts
@@ -0,0 +1,24 @@
+import { beforeEach, describe, expect, it } from "vitest";
+
+import { useGatherStore } from "../gather-store";
+
+describe("gatherStore", () => {
+  beforeEach(() => useGatherStore.getState().reset());
+
+  it("detects email input type", () => {
+    useGatherStore.getState().setInput("test@example.com");
+    expect(useGatherStore.getState().inputType).toBe("email");
+  });
+
+  it("detects username input type", () => {
+    useGatherStore.getState().setInput("johndoe");
+    expect(useGatherStore.getState().inputType).toBe("username");
+  });
+
+  it("tracks task dispatch", () => {
+    useGatherStore.getState().setTaskDispatched("github", "uuid-1");
+    const task = useGatherStore.getState().tasks.github;
+    expect(task.taskId).toBe("uuid-1");
+    expect(task.status).toBe("dispatching");
+  });
+});
diff --git a/frontend-next/src/stores/apikey-store.ts b/frontend-next/src/stores/apikey-store.ts
new file mode 100644
index 00000000..9323211b
--- /dev/null
+++ b/frontend-next/src/stores/apikey-store.ts
@@ -0,0 +1,26 @@
+import { create } from "zustand";
+
+import type { ApiKey } from "@/types/api";
+
+interface ApiKeyState {
+  keys: ApiKey[];
+  isLoading: boolean;
+  setKeys: (keys: ApiKey[]) => void;
+  addKey: (key: ApiKey) => void;
+  updateKey: (id: string, updates: Partial<ApiKey>) => void;
+  removeKey: (id: string) => void;
+  setLoading: (loading: boolean) => void;
+}
+
+export const useApiKeyStore = create<ApiKeyState>((set) => ({
+  keys: [],
+  isLoading: false,
+  setKeys: (keys) => set({ keys }),
+  addKey: (key) => set((s) => ({ keys: [...s.keys, key] })),
+  updateKey: (id, updates) =>
+    set((s) => ({
+      keys: s.keys.map((k) => (k.id === id ? { ...k, ...updates } : k)),
+    })),
+  removeKey: (id) => set((s) => ({ keys: s.keys.filter((k) => k.id !== id) })),
+  setLoading: (isLoading) => set({ isLoading }),
+}));
diff --git a/frontend-next/src/stores/gather-store.ts b/frontend-next/src/stores/gather-store.ts
new file mode 100644
index 00000000..5afbe702
--- /dev/null
+++ b/frontend-next/src/stores/gather-store.ts
@@ -0,0 +1,86 @@
+import { create } from "zustand";
+
+import type { ModuleResultRaw } from "@/types/api";
+
+export type TaskStatus =
+  | "idle"
+  | "dispatching"
+  | "pending"
+  | "running"
+  | "success"
+  | "error";
+
+export interface TaskEntry {
+  taskId: string;
+  status: TaskStatus;
+  result?: ModuleResultRaw;
+  error?: string;
+}
+
+interface GatherState {
+  input: string;
+  inputType: "email" | "username";
+  tasks: Record<string, TaskEntry>;
+  isSearching: boolean;
+  setInput: (input: string) => void;
+  startSearch: (input: string) => void;
+  setTaskDispatched: (module: string, taskId: string) => void;
+  setTaskStatus: (module: string, status: TaskStatus) => void;
+  setTaskResult: (module: string, result: ModuleResultRaw) => void;
+  setTaskError: (module: string, error: string) => void;
+  reset: () => void;
+}
+
+const isEmail = (s: string) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(s);
+
+export const useGatherStore = create<GatherState>((set) => ({
+  input: "",
+  inputType: "email",
+  tasks: {},
+  isSearching: false,
+
+  setInput: (input) =>
+    set({ input, inputType: isEmail(input) ? "email" : "username" }),
+
+  startSearch: (input) =>
+    set({
+      input,
+      inputType: isEmail(input) ? "email" : "username",
+      tasks: {},
+      isSearching: true,
+    }),
+
+  setTaskDispatched: (module, taskId) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { taskId, status: "dispatching" },
+      },
+    })),
+
+  setTaskStatus: (module, status) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { ...state.tasks[module], status },
+      },
+    })),
+
+  setTaskResult: (module, result) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { ...state.tasks[module], status: "success", result },
+      },
+    })),
+
+  setTaskError: (module, error) =>
+    set((state) => ({
+      tasks: {
+        ...state.tasks,
+        [module]: { ...state.tasks[module], status: "error", error },
+      },
+    })),
+
+  reset: () => set({ input: "", tasks: {}, isSearching: false }),
+}));
diff --git a/frontend-next/src/stores/ui-store.ts b/frontend-next/src/stores/ui-store.ts
new file mode 100644
index 00000000..ce87091f
--- /dev/null
+++ b/frontend-next/src/stores/ui-store.ts
@@ -0,0 +1,17 @@
+import { create } from "zustand";
+
+import type { ModuleCategory } from "@/types/modules";
+
+interface UiState {
+  sidebarOpen: boolean;
+  activeFilter: ModuleCategory | "all";
+  toggleSidebar: () => void;
+  setFilter: (filter: ModuleCategory | "all") => void;
+}
+
+export const useUiStore = create<UiState>((set) => ({
+  sidebarOpen: true,
+  activeFilter: "all",
+  toggleSidebar: () => set((s) => ({ sidebarOpen: !s.sidebarOpen })),
+  setFilter: (activeFilter) => set({ activeFilter }),
+}));
diff --git a/frontend-next/src/types/api.ts b/frontend-next/src/types/api.ts
new file mode 100644
index 00000000..12751365
--- /dev/null
+++ b/frontend-next/src/types/api.ts
@@ -0,0 +1,84 @@
+/** Response from POST /<module> */
+export interface TaskDispatchResponse {
+  module: string;
+  task: string;
+  param: string;
+  from_m: string;
+}
+
+/** Response from GET /state/<task_id>/<module> */
+export interface TaskStateResponse {
+  state: "PENDING" | "STARTED" | "SUCCESS" | "FAILURE" | "RETRY" | "REVOKED";
+  task_id: string;
+  task_app: string;
+}
+
+export interface RawError {
+  status: "Warning" | "Fail";
+  reason: string;
+  traceback?: string;
+}
+
+export interface GraphicItem {
+  details?: unknown[];
+  social?: unknown[];
+  cal_actual?: string;
+  cal_previous?: string;
+  [key: string]: unknown;
+}
+
+export interface ProfileItem {
+  email?: string;
+  name?: string;
+  organization?: string;
+  location?: string;
+  geo?: { lat: number; lng: number };
+  photos?: { src: string; caption?: string }[];
+  presence?: { source: string; url: string; name?: string }[];
+  social?: { source: string; url: string; name?: string }[];
+  [key: string]: unknown;
+}
+
+export interface TimelineEvent {
+  date: string;
+  action: string;
+  icon?: string;
+  desc?: string;
+}
+
+export interface TaskReference {
+  module: string;
+  param: string;
+}
+
+/** Parsed module result (from the backend's array format) */
+export interface ModuleResultRaw {
+  module: string;
+  param: string;
+  validation: "hard" | "soft" | "no" | "not_used";
+  raw: Record<string, unknown> | RawError[];
+  graphic: GraphicItem[];
+  profile: ProfileItem[];
+  timeline: TimelineEvent[];
+  tasks: TaskReference[];
+}
+
+/** Response from GET /result/<task_id> */
+export interface TaskResultResponse {
+  result: Record<string, unknown>[];
+  error?: string;
+}
+
+export interface ApiKey {
+  id: string;
+  name: string;
+  key: string;
+}
+
+export interface ApiKeyResponse {
+  keys: ApiKey[];
+}
+
+export interface TaskListResponse {
+  modules: string[];
+}
diff --git a/frontend-next/src/types/modules.ts b/frontend-next/src/types/modules.ts
new file mode 100644
index 00000000..0ec518e5
--- /dev/null
+++ b/frontend-next/src/types/modules.ts
@@ -0,0 +1,27 @@
+import type { ComponentType } from "react";
+
+export type ModuleCategory =
+  | "social"
+  | "email"
+  | "search"
+  | "leak"
+  | "enrichment"
+  | "username";
+
+export type InputType = "email" | "username" | "both";
+
+export interface ModuleConfig {
+  id: string;
+  label: string;
+  icon: string;
+  category: ModuleCategory;
+  inputType: InputType;
+  requiresApiKey?: string;
+  specialParams?: Record<string, unknown>;
+  visualization: {
+    useGenericGraph?: boolean;
+    useGenericChart?: boolean;
+    useGenericTable?: boolean;
+    customComponent?: ComponentType<{ data: unknown }>;
+  };
+}
diff --git a/frontend-next/tsconfig.app.json b/frontend-next/tsconfig.app.json
new file mode 100644
index 00000000..446a8031
--- /dev/null
+++ b/frontend-next/tsconfig.app.json
@@ -0,0 +1,30 @@
+{
+  "compilerOptions": {
+    "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo",
+    "target": "ES2022",
+    "useDefineForClassFields": true,
+    "lib": ["ES2022", "DOM", "DOM.Iterable"],
+    "module": "ESNext",
+    "types": ["vite/client"],
+    "skipLibCheck": true,
+
+    /* Bundler mode */
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "moduleDetection": "force",
+    "noEmit": true,
+    "jsx": "react-jsx",
+
+    /* Linting */
+    "strict": true,
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "erasableSyntaxOnly": true,
+    "noFallthroughCasesInSwitch": true,
+    "noUncheckedSideEffectImports": true,
+    "baseUrl": ".",
+    "paths": { "@/*": ["./src/*"] }
+  },
+  "include": ["src"]
+}
diff --git a/frontend-next/tsconfig.json b/frontend-next/tsconfig.json
new file mode 100644
index 00000000..fe3ebc35
--- /dev/null
+++ b/frontend-next/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "compilerOptions": {
+    "baseUrl": ".",
+    "paths": { "@/*": ["./src/*"] }
+  },
+  "files": [],
+  "references": [
+    { "path": "./tsconfig.app.json" },
+    { "path": "./tsconfig.node.json" }
+  ]
+}
diff --git a/frontend-next/tsconfig.node.json b/frontend-next/tsconfig.node.json
new file mode 100644
index 00000000..8a67f62f
--- /dev/null
+++ b/frontend-next/tsconfig.node.json
@@ -0,0 +1,26 @@
+{
+  "compilerOptions": {
+    "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo",
+    "target": "ES2023",
+    "lib": ["ES2023"],
+    "module": "ESNext",
+    "types": ["node"],
+    "skipLibCheck": true,
+
+    /* Bundler mode */
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "moduleDetection": "force",
+    "noEmit": true,
+
+    /* Linting */
+    "strict": true,
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "erasableSyntaxOnly": true,
+    "noFallthroughCasesInSwitch": true,
+    "noUncheckedSideEffectImports": true
+  },
+  "include": ["vite.config.ts"]
+}
diff --git a/frontend-next/vite.config.ts b/frontend-next/vite.config.ts
new file mode 100644
index 00000000..6dfe5fef
--- /dev/null
+++ b/frontend-next/vite.config.ts
@@ -0,0 +1,14 @@
+import { defineConfig } from "vite";
+import react from "@vitejs/plugin-react";
+import tailwindcss from "@tailwindcss/vite";
+import path from "path";
+
+export default defineConfig({
+  plugins: [react(), tailwindcss()],
+  resolve: {
+    alias: {
+      "@": path.resolve(__dirname, "./src"),
+    },
+  },
+  server: { port: 5173 },
+});
diff --git a/frontend-next/vitest.config.ts b/frontend-next/vitest.config.ts
new file mode 100644
index 00000000..ef158f32
--- /dev/null
+++ b/frontend-next/vitest.config.ts
@@ -0,0 +1,13 @@
+import path from "path";
+import { defineConfig } from "vitest/config";
+
+export default defineConfig({
+  resolve: {
+    alias: {
+      "@": path.resolve(__dirname, "./src"),
+    },
+  },
+  test: {
+    environment: "node",
+  },
+});
diff --git a/frontend/package.json b/frontend/package.json
index 45b7a8f0..fd8c6bec 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -51,7 +51,7 @@
     "ng2-completer": "2.0.8",
     "ng2-smart-table": "1.3.5",
     "ngx-echarts": "^4.0.1",
-    "node-sass": "^4.13.1",
+    "sass": "^1.77.0",
     "normalize.css": "6.0.0",
     "pace-js": "1.0.2",
     "roboto-fontface": "0.8.0",
diff --git a/frontend/src/app/pages/gatherer/gatherer.component.ts b/frontend/src/app/pages/gatherer/gatherer.component.ts
index b08b8eb9..c1203f78 100644
--- a/frontend/src/app/pages/gatherer/gatherer.component.ts
+++ b/frontend/src/app/pages/gatherer/gatherer.component.ts
@@ -2325,13 +2325,13 @@ export class GathererComponent implements OnInit {
                 let list = this.gathered['instagram']['result'][4]['graphic'][2]['postsloc'];
 
                 for (const i in list) {
-                    elem = [list[i]['Name'], list[i]['Caption'], list[i]['Accessability'], list[i]['Latitude'], list[i]['Longitude'], list[i]['Time']];
+                    elem = [list[i]['Name'], list[i]['Caption'], list[i]['Accessibility'], list[i]['Latitude'], list[i]['Longitude'], list[i]['Time']];
                     bodyTable.push(elem);
                 }
 
                 doc.setFontSize(10);
                 autoTable(doc, {
-                     head: [['Name', 'Caption', 'Accessability', 'Lat', 'Long', 'Time']],
+                     head: [['Name', 'Caption', 'Accessibility', 'Lat', 'Long', 'Time']],
                      body: bodyTable,
                      headStyles: {fillColor: '#50fcfc',
                                   cellPadding: {top: 2, right: 2, bottom: 2, left: 5},
diff --git a/frontend/src/app/pages/gatherer/instagram/instagram-map/instagram-map.component.ts b/frontend/src/app/pages/gatherer/instagram/instagram-map/instagram-map.component.ts
index b42635ab..466a72ab 100644
--- a/frontend/src/app/pages/gatherer/instagram/instagram-map/instagram-map.component.ts
+++ b/frontend/src/app/pages/gatherer/instagram/instagram-map/instagram-map.component.ts
@@ -89,7 +89,7 @@ export class InstagramMapComponent implements OnDestroy {
         for (let loc in this.instagramMaps) {
             console.warn("LOCCCCCCCCC", this.instagramMaps[loc])
             if (this.instagramMaps[loc]['Latitude'] != "None") {
-                L.marker([this.instagramMaps[loc]['Latitude'], this.instagramMaps[loc]['Longitude']], {icon: greenIcon}).addTo(map).bindPopup("<b>" + this.instagramMaps[loc]['Name'] + "</b><br>Caption : " + this.instagramMaps[loc]['Caption'] + "<br>Time : " + this.instagramMaps[loc]['Time'] + "<br>Accessability : " + this.instagramMaps[loc]['Accessability']);
+                L.marker([this.instagramMaps[loc]['Latitude'], this.instagramMaps[loc]['Longitude']], {icon: greenIcon}).addTo(map).bindPopup("<b>" + this.instagramMaps[loc]['Name'] + "</b><br>Caption : " + this.instagramMaps[loc]['Caption'] + "<br>Time : " + this.instagramMaps[loc]['Time'] + "<br>Accessibility : " + this.instagramMaps[loc]['Accessibility']);
             }
         }
         // L.marker([, ], {icon: greenIcon}).addTo(map).bindPopup("<b>" + this.instagramMaps[loc]['Name'] + "</b><br>Caption : " + this.instagramMaps[loc]['Caption']);
diff --git a/frontend/src/app/pages/profile/profile-map/profile-map.component.ts b/frontend/src/app/pages/profile/profile-map/profile-map.component.ts
index f45d1284..682b7823 100644
--- a/frontend/src/app/pages/profile/profile-map/profile-map.component.ts
+++ b/frontend/src/app/pages/profile/profile-map/profile-map.component.ts
@@ -86,7 +86,7 @@ export class ProfileMapComponent implements OnDestroy {
         for (let loc in this.profileMaps) {
             console.warn("LOXXXXXXXXX", this.profileMaps[loc])
             if (this.profileMaps[loc]['Latitude'] != "None") {
-                L.marker([this.profileMaps[loc]['Latitude'], this.profileMaps[loc]['Longitude']], {icon: greenIcon}).addTo(map).bindPopup("<b>" + this.profileMaps[loc]['Name'] + "</b><br>Caption : " + this.profileMaps[loc]['Caption'] + "<br>Time : " + this.profileMaps[loc]['Time'] + "<br>Accessability : " + this.profileMaps[loc]['Accessability']);
+                L.marker([this.profileMaps[loc]['Latitude'], this.profileMaps[loc]['Longitude']], {icon: greenIcon}).addTo(map).bindPopup("<b>" + this.profileMaps[loc]['Name'] + "</b><br>Caption : " + this.profileMaps[loc]['Caption'] + "<br>Time : " + this.profileMaps[loc]['Time'] + "<br>Accessibility : " + this.profileMaps[loc]['Accessibility']);
             }
         }
     }
diff --git a/install/docker/backend/Dockerfile b/install/docker/backend/Dockerfile
index c4dc5ab7..038630d9 100644
--- a/install/docker/backend/Dockerfile
+++ b/install/docker/backend/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.9-slim-bookworm
+FROM python:3.12-slim-bookworm
 
 WORKDIR /app
 
@@ -19,10 +19,9 @@ RUN pip install --no-cache-dir -U pip && \
 # Copy backend code
 COPY ./backend .
 
-# Configure Redis URLs for Docker
-RUN sed -i "s/CELERY_BROKER_URL.*/CELERY_BROKER_URL = 'redis:\/\/redis:6379\/0'/g" /app/factories/configuration.py && \
-    sed -i "s/CELERY_RESULT_BACKEND.*/CELERY_RESULT_BACKEND = 'redis:\/\/redis:6379\/0'/g" /app/factories/configuration.py && \
-    sed -i "s/redis:\/\/localhost/redis:\/\/redis/g" /app/factories/celery_config.py
+# Configure Redis URLs for Docker (read by configuration.py at runtime)
+ENV CELERY_BROKER_URL="redis://redis:6379/0"
+ENV CELERY_RESULT_BACKEND="redis://redis:6379/0"
 
 # Supervisor configuration
 COPY install/docker/backend/supervisor.conf /etc/supervisor.conf
@@ -30,6 +29,6 @@ COPY install/docker/backend/supervisor.conf /etc/supervisor.conf
 EXPOSE 5000
 
 HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
-    CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:5000/')" || exit 1
+    CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:5000/tasklist')" || exit 1
 
 CMD ["supervisord", "-c", "/etc/supervisor.conf"]
diff --git a/install/docker/frontend-next/Dockerfile b/install/docker/frontend-next/Dockerfile
new file mode 100644
index 00000000..bbf57fd0
--- /dev/null
+++ b/install/docker/frontend-next/Dockerfile
@@ -0,0 +1,27 @@
+FROM node:22-bookworm-slim AS build
+
+WORKDIR /app
+
+# Install git (may be needed for some npm packages)
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends git ca-certificates && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+COPY frontend-next/package*.json ./
+RUN npm ci
+COPY frontend-next/ .
+
+ARG VITE_API_URL=http://localhost:5000
+ARG VITE_WS_URL=ws://localhost:5000
+RUN npm run build
+
+FROM nginx:alpine
+COPY --from=build /app/dist /usr/share/nginx/html
+COPY install/docker/frontend-next/nginx.conf /etc/nginx/conf.d/default.conf
+EXPOSE 5173
+
+HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
+    CMD wget -q --spider http://localhost:5173/ || exit 1
+
+CMD ["nginx", "-g", "daemon off;"]
diff --git a/install/docker/frontend-next/nginx.conf b/install/docker/frontend-next/nginx.conf
new file mode 100644
index 00000000..e82eb699
--- /dev/null
+++ b/install/docker/frontend-next/nginx.conf
@@ -0,0 +1,14 @@
+server {
+    listen 5173;
+    root /usr/share/nginx/html;
+    index index.html;
+
+    location / {
+        try_files $uri $uri/ /index.html;
+    }
+
+    location ~* \.(js|css|png|jpg|jpeg|gif|ico|svg|woff|woff2|ttf)$ {
+        expires 1y;
+        add_header Cache-Control "public, immutable";
+    }
+}
diff --git a/install/docker/frontend/Dockerfile b/install/docker/frontend/Dockerfile
index 11329646..d6f226ba 100644
--- a/install/docker/frontend/Dockerfile
+++ b/install/docker/frontend/Dockerfile
@@ -1,4 +1,4 @@
-FROM node:14-bullseye-slim
+FROM node:22-bookworm-slim
 
 WORKDIR /app
 
@@ -20,6 +20,9 @@ COPY frontend .
 # Configure ng serve for Docker
 RUN sed -i 's/"start":.*/"start": "ng serve --host 0.0.0.0 --disable-host-check",/' package.json
 
+# TODO: remove --openssl-legacy-provider once frontend is rewritten on modern Angular
+ENV NODE_OPTIONS=--openssl-legacy-provider
+
 EXPOSE 4200
 
 HEALTHCHECK --interval=30s --timeout=10s --start-period=60s --retries=3 \
diff --git a/justfile b/justfile
new file mode 100644
index 00000000..0d6102f9
--- /dev/null
+++ b/justfile
@@ -0,0 +1,96 @@
+# iKy task runner
+# Install just: https://github.com/casey/just#installation
+
+# List available recipes
+default:
+    @just --list
+
+# Create venv and install dev tooling (pre-commit, ruff)
+setup:
+    python3 -m venv .venv
+    .venv/bin/pip install --upgrade pip
+    .venv/bin/pip install pre-commit ruff==0.9.7
+    .venv/bin/pre-commit install
+    @echo "Done. Activate with: source .venv/bin/activate"
+
+# Build Docker images
+build:
+    docker compose build
+
+# Start all services in background
+up:
+    docker compose up -d
+
+# Stop all services
+down:
+    docker compose down
+
+# Follow logs for a service (default: backend)
+logs service="backend":
+    docker compose logs -f {{ service }}
+
+# Show running containers
+ps:
+    docker compose ps
+
+# Open a shell in the backend container
+shell-backend:
+    docker compose exec backend bash
+
+# Open a shell in the frontend container
+shell-frontend:
+    docker compose exec frontend sh
+
+# Run linter checks (no auto-fix)
+lint:
+    .venv/bin/ruff check .
+    .venv/bin/ruff format --check .
+
+# Auto-format Python code
+fmt:
+    .venv/bin/ruff format .
+    .venv/bin/ruff check --fix .
+
+# Run backend tests inside the container
+test *args:
+    docker compose exec backend pytest -v {{ args }}
+
+# Restart a service
+restart service:
+    docker compose restart {{ service }}
+
+# Full rebuild: stop, build, start
+rebuild:
+    docker compose down
+    docker compose build
+    docker compose up -d
+
+# Remove containers, volumes, and locally-built images
+clean:
+    docker compose down -v --rmi local
+
+# --- frontend-next commands ---
+
+# Start frontend-next dev server via Docker
+dev-next:
+    docker run --rm -v "{{justfile_directory()}}/frontend-next:/app" -w /app -p 5173:5173 node:22-bookworm-slim sh -c "npm install && npm run dev -- --host 0.0.0.0"
+
+# Build frontend-next via Docker
+build-next:
+    docker run --rm -v "{{justfile_directory()}}/frontend-next:/app" -w /app node:22-bookworm-slim sh -c "npm ci && npm run build"
+
+# Run frontend-next unit tests via Docker
+test-next:
+    docker run --rm -v "{{justfile_directory()}}/frontend-next:/app" -w /app node:22-bookworm-slim sh -c "npm ci && npx vitest run"
+
+# Run frontend-next e2e tests via Docker (requires dev server running)
+test-next-e2e:
+    docker run --rm -v "{{justfile_directory()}}/frontend-next:/app" -w /app node:22-bookworm-slim sh -c "npm ci && npx playwright install --with-deps chromium && npx playwright test"
+
+# Type-check frontend-next via Docker
+lint-next:
+    docker run --rm -v "{{justfile_directory()}}/frontend-next:/app" -w /app node:22-bookworm-slim sh -c "npm ci && npx tsc --noEmit"
+
+# Open a shell in the frontend-next container
+shell-next:
+    docker compose exec frontend-next sh
diff --git a/requirements.txt b/requirements.txt
index 00773a94..ce278ecc 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,40 +1,40 @@
-chardet==3.0.4
-aiohttp==3.8.4
-beautifulsoup4==4.12.3
-httpx[http2]
-Flask==3.0.0
-celery==5.2.7
-Flask-Cors==4.0.0
-requests==2.27.0
-bs4==0.0.1
-cfscrape==2.1.1
-tweepy==4.5.0
+aiohttp==3.13.3
+beautifulsoup4==4.14.3
+httpx[http2]==0.28.1
+Flask==3.1.3
+celery==5.6.2
+Flask-Cors==6.0.2
+flask-socketio==5.5.1
+requests==2.32.5
+cloudscraper==1.2.71
+tweepy==4.16.0
 tweety-ns @ https://github.com/mahrtayyab/tweety/archive/main.zip
-geopy==1.22.0
+geopy==2.4.1
 git+https://github.com/KennBro/yagooglesearch.git@origin/add-output-param#egg=yagooglesearch
-socialscan==2.0.0
-instaloader==4.12
-requests-futures==1.0.0
-torrequest
+socialscan==2.0.1
+instaloader==4.15
+requests-futures==1.0.2
+torrequest==0.1.0
 holehe==1.61
 search-engine-parser==0.6.8
 # git+https://github.com/KennBro/search-engine-parser.git@origin/KALI/2022.2#egg=search-engine-parser
-fuzzywuzzy==0.18.0
-redis==3.5.3
-langdetect==1.0.8
+thefuzz==0.22.1
+redis==7.2.0
+langdetect==1.0.9
 # googletrans==3.0.0
 TranslatorX==1.2
 vaderSentiment==3.3.2
-emailrep==0.0.4
-stop_words
-spotipy==2.16.1
-twitch-python
-parse
-browser-cookie3
-google-api-python-client==2.33.0
-python-Levenshtein
-requests_html
+emailrep==0.0.5
+stop_words==2025.11.4
+spotipy==2.25.2
+twitch-python==0.0.20
+parse==1.21.1
+browser-cookie3==0.20.1
+google-api-python-client==2.190.0
+requests_html==0.10.0
 fontawesome==5.10.1.post1
-peopledatalabs==3.1.3
-playwright==1.30.0
-TikTokApi==6.3.0
+peopledatalabs==6.4.13
+playwright==1.58.0
+TikTokApi==7.3.1
+w3lib==2.4.0
+pytest==8.3.5
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 00000000..c6c02078
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,35 @@
+target-version = "py312"
+line-length = 88
+
+extend-exclude = [
+    ".venv",
+    "venv",
+    "build",
+    "dist",
+    "node_modules",
+    "frontend",
+    "backend/static",
+    "backend/templates",
+]
+
+[lint]
+select = [
+    "E",    # pycodestyle errors
+    "F",    # pyflakes
+    "W",    # pycodestyle warnings
+    "I",    # import sorting
+    "B",    # flake8-bugbear
+    "UP",   # pyupgrade
+    "SIM",  # flake8-simplify
+    "C4",   # flake8-comprehensions
+    "A",    # flake8-builtins
+    "RUF",  # Ruff-specific rules
+]
+
+ignore = [
+    "E203",  # Black-compatible
+    "E501",  # Line length handled by formatter
+]
+
+[lint.per-file-ignores]
+"**/tests/**" = ["S101"]