JustForms RAG

JustForms is a web-based skills assessment platform designed to provide accurate, professional feedback and a clear evaluation of knowledge on specific topics. Powered by a cutting-edge Retrieval-Augmented Generation (RAG) system, it draws from hundreds of up-to-date documents and processes responses using an advanced AI model.

Users receive a unique, insightful analysis alongside a downloadable visual dashboard featuring clean, professional-grade charts for easy interpretation.

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Local Installation

I have decided to share the complete source code; you only need to add your own API keys. Additionally, I provide a comprehensive guide to help you set it up while leveraging optimized model costs.

To install JustForms RAG in your local environment, run the following commands:

1. Backend Setup (Django)

From the root directory, create a virtual environment, activate it, and install the dependencies:

python -m venv .venv

# On macOS/Linux:
source .venv/bin/activate

# On Windows (Command Prompt):
# .venv\Scripts\activate

pip install -r requirements.txt

2. Frontend Setup (React)

cd frontend
pnpm install

3. Iniciar Backend

From the main root folder (with the virtual environment activated):

python manage.py run server

4. Iniciar Frontend

From the frontend/ folder

pnpm run dev