🏥 PMJAY AI-MITRA(ChatBot) POC

📱 Live Preview

PMJAY AI-Mitra - Clean User Interface

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✅ What's Special:

• English-only (clean, professional responses)
• FREE (uses Ollama Mistral — no API costs)
• No Hindi gibberish (perfect English)
• MongoDB storage (all conversations saved)
• Real AI (human-like responses)
• Production-ready (reliable & fast)

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🚀 QUICK SETUP (5 Minutes)

Step 1: Seed Database

cd pmjay-english
pip install pymongo
python seed_data.py

Output:

✅ Inserted 6 beneficiaries
✅ Inserted 5 ration cards
✅ Inserted 7 hospitals
🎉 DATABASE SEEDED SUCCESSFULLY!

Step 2: Install Requirements

pip install -r requirements.txt

Step 3: Start Ollama (Mistral)

Terminal 1:

ollama serve

Check if mistral is available:

ollama list

If mistral not in list, pull it:

ollama pull mistral

Step 4: Start Backend

Terminal 2:

uvicorn main:app --reload

Step 5: Open Browser

http://localhost:8000

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💬 TESTING — Try These

Test 1: Basic Greeting

You: hello
Bot: Hello! I'm PMJAY AI-Mitra. I can help you with PM-JAY eligibility checks, finding hospitals, and understanding scheme benefits. What would you like to know?

Test 2: Eligibility Check

You: am i eligible?
Bot: I can help you check PM-JAY eligibility! 😊
     Please choose one:
     • Type 'Aadhaar' to check with Aadhaar number
     • Type 'Ration' to check with Ration Card number

You: aadhaar
Bot: Please enter your 12-digit Aadhaar number.
     📝 For demo, try: 123456789012

You: 123456789012
Bot: ✅ Great news! Ramesh Kumar is eligible for PM-JAY.
     📋 Details:
     • Card Number: PMJAY-UP-12345
     • State: Uttar Pradesh
     • Family Members: 3

Test 3: Hospital Search

You: find hospital
Bot: I'll help you find empanelled hospitals! 🏥
     Please tell me your state name.

You: Bihar
Bot: Got it! Searching for hospitals in Bihar.
     Please provide your 6-digit pincode.

You: 800001
Bot: 🏥 Found 2 empanelled hospital(s):
     • AIIMS Patna
       📍 Patna, Bihar
       📞 0612-2451070
     • IGIMS Patna
       📍 Patna, Bihar
       📞 0612-2297321

Test 4: Scheme Info

You: what is PMJAY?
Bot: 📋 About Pradhan Mantri Jan Arogya Yojana (PM-JAY):
     • World's largest health insurance scheme
     • ₹5 lakh coverage per family per year
     • Covers 1,949 medical procedures
     • Cashless treatment at 27,000+ empanelled hospitals

Test 5: Natural Chat

You: how does it work?
Bot: [AI explains in natural English]

You: is it free?
Bot: [AI explains free eligibility and benefits]

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📊 DEMO DATA

Aadhaar Numbers:

123456789012 → Ramesh Kumar (Eligible ✅)
111122223333 → Sita Devi (Eligible ✅)
999988887777 → Amit Sharma (Not Eligible ❌)
444455556666 → Priya Singh (Eligible ✅)
777788889999 → Mohammad Alam (Eligible ✅)
555566667777 → Lakshmi Bai (Eligible ✅)

Ration Cards:

RC1001 → Eligible ✅
RC2002 → Not Eligible ❌
RC3003 → Eligible ✅
RC4004 → Eligible ✅
RC5005 → Eligible ✅

Hospitals (by Pincode):

800001 → Bihar (AIIMS Patna, IGIMS Patna)
110001 → Delhi (AIIMS Delhi)
201301 → Uttar Pradesh (Max Hospital Noida)
600006 → Tamil Nadu (Apollo Hospital Chennai)
700107 → West Bengal (Fortis Hospital Kolkata)
462001 → Madhya Pradesh (Hamidia Hospital Bhopal)

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🔍 MONITORING ENDPOINTS

Check Stats

http://localhost:8000/stats

Response:

{
  "beneficiaries": 6,
  "ration_cards": 5,
  "hospitals": 7,
  "conversations": 12,
  "active_sessions": 1
}

Test AI

http://localhost:8000/test-ai

Response:

{
  "status": "✅ Working",
  "model": "mistral",
  "ai_response": "Hello! How can I help you today..."
}

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🎯 WHY THIS VERSION IS BEST:

✅ No Cost

• Ollama is FREE forever
• No API charges
• Runs on your laptop

✅ English Only

• Clean, professional responses
• No Hindi gibberish
• Perfect grammar

✅ Fast & Reliable

• Mistral model (optimized for English)
• Fallback to structured responses
• No timeouts

✅ Production Ready

• MongoDB storage
• Session management
• Conversation history
• Error handling

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❌ TROUBLESHOOTING

Problem: "Connection refused"

Check MongoDB:

mongosh
# Should connect successfully

If not running:

net start MongoDB  # Windows
brew services start mongodb-community  # Mac
sudo systemctl start mongod  # Linux

Problem: "Mistral not found"

ollama pull mistral
# Wait for download (it's ~4GB)
ollama list
# Should show mistral now

Problem: "AI giving gibberish"

Solution: We're using Mistral (better than phi3) and system prompts are optimized for English. Should not happen!

If it does:

1. Restart Ollama: ollama serve
2. Check terminal logs for errors
3. Fallback responses will work anyway

Problem: "Slow responses"

This is normal — Mistral takes 3-5 seconds locally. But responses are high quality!

To speed up:

• Use lighter model: Change model="phi3" in main.py (faster but lower quality)
• Or use GPU if available

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📈 NEXT STEPS (Future)

1. Add more data (100+ beneficiaries, 50+ hospitals)
2. Voice input (speech-to-text)
3. File upload (Aadhaar card image → OCR)
4. WhatsApp integration
5. Analytics dashboard

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✅ FINAL CHECKLIST

Before deployment, verify:

• MongoDB running
• Database seeded (6 beneficiaries, 5 cards, 7 hospitals)
• Ollama running with mistral
• Backend running (port 8000)
• Browser opens chatbot
• Quick action buttons work
• Eligibility check works
• Hospital search works
• AI responses are clean English
• No Hindi gibberish
• Conversations saving to MongoDB

All ✅? PERFECT! Demo ready. 🎉

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💡 IMPORTANT NOTES

Why Mistral over phi3?

• Better English understanding
• More natural responses
• Less likely to give gibberish
• Slightly slower but worth it

Why English-only?

• Ollama models struggle with Hindi
• Would need Gemini API for good Hindi (costs money)
• English is professional & reliable
• Most government portals use English anyway

Is it really FREE?

• YES! 100% free forever
• Ollama is open-source
• MongoDB community edition is free
• No hidden costs

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🤝 Contributing

Found a bug or want to contribute? Feel free to:

• 🐛 Report Issues
• 💡 Suggest features
• 🔧 Submit pull requests

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👨‍💻 Developer

Prabhat Kumar

AI Agent Developer | Generative AI & LLM Engineer | AI/ML Enthusiast | Open Source Contributor

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⭐ Show Your Support

If you found this project helpful, please consider giving it a ⭐ on GitHub!

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🙏 Acknowledgments

• PM-JAY Team - For the world's largest health insurance scheme
• Ollama - For providing free, open-source AI models
• MongoDB - For robust database solutions
• FastAPI - For the powerful and fast backend framework

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Made with ❤️ for Digital Health Inclusion

© 2024 PMJAY AI-Mitra. All Rights Reserved.

Empowering healthcare accessibility through AI