🎯 What is AmaniQuery?

AmaniQuery is a RAG-powered research platform that makes Kenyan legal documents, parliamentary proceedings, and policy information accessible through natural language queries.

✨ Features

• 🔍 Intelligent Search - Query laws, bills, and parliamentary hansards using natural language
• 🤖 AI-Powered Answers - Get synthesized responses with source citations
• 🎤 Voice Interface - Ask questions and get spoken responses
• 📄 Document Processing - Upload and analyze legal documents
• 📊 Research Reports - Generate comprehensive research summaries
• 🔐 Secure API - JWT authentication for enterprise use

🛠️ Technology Stack

┌─────────────────────────────────────────────────────────┐
│                     AmaniQuery                          │
├─────────────────────────────────────────────────────────┤
│  🔍 Backend      │  FastAPI + LangGraph + RAG Pipeline  │
│  🎤 Voice        │  Microsoft VibeVoice TTS             │
│  📄 Documents    │  WeKnora (Tencent RAG Framework)     │
│  🧠 LLM          │  Moonshot / Gemini / OpenAI          │
│  📊 Vector Store │  Qdrant / Upstash                    │
│  🗄️ Database     │  PostgreSQL                          │
└─────────────────────────────────────────────────────────┘

📖 API Usage

Query the Knowledge Base

curl -X POST https://amaniquery-backend.hf.space/api/v1/query \
  -H "Content-Type: application/json" \
  -d '{"query": "What does the Kenya Constitution say about land rights?"}'

Text-to-Speech

curl -X POST https://amaniquery-vibevoice.hf.space/api/v1/voice/speak \
  -H "Content-Type: application/json" \
  -d '{"text": "Hello from AmaniQuery", "voice": "Wayne"}'

🤝 Contributing

We welcome contributions! Check out our GitHub repository to get started.

📄 License

MIT License - See LICENSE for details.