FarahBaraket-03/MedBridgeAI

Multi-Agent Healthcare Intelligence Platform for Ghana Virtue Foundation × Databricks × AI Tinkerers Hackathon — Bridging Medical Deserts # 💊 MedBridge AI > **Multi-Agent Healthcare Intelligence Platform for Ghana** > Virtue Foundation × Databricks × AI Tinkerers Hackathon — *Bridging Medical Deserts* MedBridge AI analyses **797 medical facilities and NGOs** across Ghana through **6 coordinated AI agents**. Users ask natural-language questions and receive structured answers, interactive maps, and actionable insights — powered by a LangGraph orchestration pipeline with self-correcting feedback loops, optional **quantum-optimised routing**, and a cyberpunk-styled React frontend. --- ## Quick Start ```bash # Clone & install git clone && cd MedBridgeAI python -m venv .venv && .venv\Scripts\activate # source .venv/bin/activate on Linux/Mac pip install -r requirements.txt # Configure cp .env.example .env # add GROQ_API_KEY, QDRANT_URL, QDRANT_API_KEY # Run uvicorn backend.api.main:app --host 0.0.0.0 --port 8000 cd frontend && npm install && npm run dev # → localhost ``` --- ## How It Works ``` User Question │ ▼ ┌───────────┐ ┌────────┐ ┌────────────┐ ┌───────────┐ ┌──────────┐ ┌────────┐ │ Supervisor │───►│ Genie │ │ Vector │ │ Medical │ │Geospatial│ │Planning│ │ (Router) │ │Analyst │ │ Search │ │ Reasoning │ │Navigator │ │Strategy│ └───────────┘ └───┬────┘ └─────┬──────┘ └─────┬─────┘ └────┬─────┘ └───┬────┘ │ │ │ │ │ └────────────┴──────────────┴─────────────┴────────────┘ │ ▼ ┌──────────────┐ ┌───────────┐ │ Aggregator │────►│ Frontend │ │ + LLM Summary│ │ Results │ └──────┬───────┘ └───────────┘ │ retry if 0 results └──────► (self-correction) ``` **Flow modes:** Sequential (e.g. Vector Search → Medical Reasoning) · Parallel (e.g. Genie + Geospatial) · Single agent --- ## The 6 Agents ### 1 · Supervisor — *The Router* Classifies user intent and decides which agents to call. - **Top-2-mean embedding pooling** — averages the 2 best similarities per intent (more robust than m …