🤖 Ask about Indian medicines + find nearest medical stores in Jaipur — powered by local AI, zero internet needed!
Features • Demo • Installation • Architecture • Tech Stack • Datasets
MediBot Jaipur is a fully offline, privacy-first Medical AI Assistant that answers questions about 253,973 Indian medicines and helps you find the nearest medical store from 383 verified Jaipur pharmacies — all running locally on your laptop using Mistral 7B.
No API keys. No internet. No data leaving your machine. Just pure AI magic. 🔥
| Feature | Description |
|---|---|
| 💊 253K+ Medicines | Complete A-Z Indian medicine database with prices in ₹ |
| 📍 383 Jaipur Stores | Find nearest medical stores by area name |
| 🧠 RAG Architecture | Retrieval Augmented Generation for accurate answers |
| 🔒 100% Offline | No internet, no API costs, no data privacy concerns |
| ⚡ Fast Search | MiniLM embeddings search 323K chunks in milliseconds |
| 🗺️ Google Maps Links | Direct links to stores on Google Maps |
| 📞 Store Details | Phone, timings, delivery, ratings for each store |
| 🎨 Beautiful UI | Dark-themed Gradio interface with quick-question buttons |
| 🤖 Mistral 7B | Powerful 7B parameter LLM running on local GPU |
📍 Area: Malviya Nagar
💊 Question: "medicine for fever"
MediBot →
"For fever, common medicines include:
1. Paracetamol (500mg) - ₹15-30
2. Dolo 650 - ₹30
3. Calpol - ₹25
Always consult a real doctor before use.
🏥 Nearby Medical Stores in Malviya Nagar:
1. Apollo Pharmacy (Malviya Nagar)
⭐ 3.4/5 (302 reviews)
🕐 7AM - 11PM | ❌ No delivery
📞 9198488707
🗺️ maps.google.com/?q=26.86,75.81
2. City Med House (Malviya Nagar)
⭐ 4.7/5 (2790 reviews)
🕐 7AM - 9PM | 🚚 Delivery: 5km
📞 9181639077
🗺️ maps.google.com/?q=26.86,75.80"
- Python 3.10+
- NVIDIA GPU (8GB+ VRAM recommended)
- Ollama installed
- 16GB+ RAM
git clone https://github.com/Jashanjindal/MediBot.git
cd MediBotpip install -r requirements.txtollama pull mistralDownload these and place in data/ folder:
- A-Z Medicines Dataset of India →
A_Z_medicines_dataset_of_india.csv - Medical Q&A Dataset →
medDataset_processed.csv - Jaipur Medical Stores Dataset →
jaipur_medical_stores_ml.xlsx
# Open ingest.ipynb in Jupyter and run all cells
# This takes ~26 minutes — only needed ONCE!
jupyter notebook ingest.ipynb# Open launch.ipynb and run all 4 cells
jupyter notebook launch.ipynb
# Opens at http://127.0.0.1:7860MediBot/
│
├── 📓 launch.ipynb ← Run this every day! (4 cells, ~2 mins)
├── 📁 setup/
│ └── ingest.ipynb ← Run once to build vectorstore
│
├── 📁 data/
│ ├── A_Z_medicines_dataset_of_india.csv
│ ├── medDataset_processed.csv
│ └── jaipur_medical_stores_ml.xlsx
│
├── 📁 vectorstore/ ← Auto-generated (not on GitHub)
├── 📄 requirements.txt
├── 📄 .gitignore
└── 📄 README.md
┌─────────────────────────────────────────────────────────┐
│ USER INPUT │
│ Area: "Malviya Nagar" │
│ Question: "medicine for fever" │
└──────────────┬──────────────────────────┬───────────────┘
│ │
▼ ▼
┌──────────────────────┐ ┌─────────────────────────────┐
│ RAG PIPELINE │ │ LOCATION ENGINE │
│ │ │ │
│ MiniLM Embeddings │ │ Search 383 Jaipur stores │
│ ↓ │ │ by area name / GPS │
│ ChromaDB Search │ │ using GeoPy distance │
│ ↓ │ │ ↓ │
│ Top 8 relevant │ │ Top 3 nearest stores │
│ medical chunks │ │ with full details │
└──────────┬───────────┘ └──────────────┬──────────────┘
│ │
└──────────────┬────────────────┘
▼
┌─────────────────────────┐
│ MISTRAL 7B │
│ Reads medicine context │
│ + store information │
│ Generates full answer │
│ Running on RTX GPU │
└────────────┬────────────┘
▼
┌─────────────────────────┐
│ GRADIO UI │
│ Dark themed chat │
│ Quick question buttons │
│ Location input box │
└─────────────────────────┘
| Component | Technology | Why |
|---|---|---|
| LLM | Mistral 7B via Ollama | Best 7B model, runs on 8GB VRAM |
| Embeddings | MiniLM (sentence-transformers) | 50x faster than LLM embeddings |
| Vector DB | ChromaDB | Fast similarity search |
| Location | GeoPy | Distance calculation between GPS coordinates |
| Framework | LangChain | Connects all AI components |
| UI | Gradio | Beautiful dark-themed web interface |
| Language | Python 3.10+ | ML ecosystem |
| GPU | NVIDIA RTX 4050 | Local GPU inference |
Dataset 1 — A-Z Medicines of India
├── Total medicines : 253,973
├── Key columns : name, price(₹), manufacturer, composition
└── Source : Kaggle
Dataset 2 — Medical Q&A
├── Total Q&A pairs : 16,407
├── Key columns : question, answer, type
└── Source : Kaggle
Dataset 3 — Jaipur Medical Stores
├── Total stores : 383
├── Key columns : name, address, locality, lat/lon,
│ phone, timings, delivery, rating
└── Coverage : All major Jaipur localities
Combined Knowledge Base
├── Total documents : 270,380
├── After chunking : 323,516 chunks
└── Embedding model : all-MiniLM-L6-v2
Malviya Nagar Vaishali Nagar C-Scheme
Mansarovar Tonk Road Ajmer Road
Sanganer Jagatpura Pratap Nagar
Civil Lines Raja Park Shyam Nagar
Nirman Nagar Sodala Vidhyadhar Nagar
...and many more!
💊 Medicine Info
→ "What is Paracetamol used for?"
→ "What medicines contain Amoxicillin?"
→ "Composition of Augmentin 625?"
💰 Pricing
→ "Price of Dolo 650 in India?"
→ "Cheapest fever medicines?"
⚠️ Side Effects
→ "Side effects of Azithromycin?"
→ "Is Ibuprofen safe for children?"
📍 With Location (Jaipur specific)
→ Area: Vaishali Nagar | "medicine for cold"
→ Area: C-Scheme | "where can I get Metformin?"
→ Area: Mansarovar | "nearest 24x7 pharmacy?"
# Step 1 — Start Ollama (keep terminal open)
ollama serve
# Step 2 — Open launch notebook
jupyter notebook launch.ipynb
# Step 3 — Run All Cells (Ctrl+F9)
# Takes ~2 minutes total
# Step 4 — Open browser
# Go to http://127.0.0.1:7860- ✅ No API costs — completely free to run forever
- ✅ Privacy first — your medical questions never leave your laptop
- ✅ Indian medicine focused — built specifically for Indian medicines with ₹ prices
- ✅ Jaipur specific — 383 verified local pharmacies with real contact details
- ✅ Location aware — finds nearest store in your area instantly using GPS data
- ✅ Massive knowledge base — 323K chunks of medical knowledge
- ✅ Production ready UI — looks and feels like a real product
- ✅ Fully reproducible — anyone can clone and rebuild in ~30 minutes
MediBot Jaipur is for educational purposes only. Always consult a qualified medical professional before taking any medicine. Store information may not be 100% accurate — always verify before visiting. The creators are not responsible for any medical decisions made based on this tool.
Jashan Jindal
- B.Tech CS (AI & ML) — JECRC University, Jaipur
- GitHub: @Jashanjindal
- LinkedIn: Jashan Jindal
MIT License — free to use, modify, and distribute!
Built with ❤️ in Jaipur, Rajasthan 🇮🇳
If this helped you, give it a ⭐ on GitHub!
"Built a complete offline Medical AI with RAG architecture, local LLM inference, and location-based pharmacy search — running 100% on my laptop!"