io.github.gabrielmahia/afya-mcp

afya-mcp

Install: pip install afya-mcp · Use with any MCP client.

MCP server for Kenya health system navigation — SHA/SHIF coverage, facility finder, maternal health, CHW support, and essential medicines. 6 tools.

Part of the East Africa Coordination Stack

This MCP server is part of the Kenya coordination infrastructure. It connects to africa-coord-bus — the coordination event bus that routes signals between domains automatically.

When this server detects a threshold condition, the bus notifies:

• bima-mcp — parametric insurance evaluation
• kilimo-mcp — agricultural advisory
• afya-mcp — health surveillance activation
• county-mcp — county office alert

pip install africa-coord-bus

All servers: pypi.org/user/gmahia

AI Architecture: Health Domain RAG

Medical AI requires grounding — ungrounded responses in health contexts cause real harm. Use this server as a RAG entry point, not a standalone health oracle.

Research basis:

• RAG Best Practices for Medical Domain (2026): RAG outperforms chain-of-thought on complex medical reasoning and is more interpretable — critical in clinical contexts.
• AfricaNLP 2025/2026: Only 4 African languages (incl. Swahili) have consistent NLP support. Healthcare is identified as the highest-priority domain needing accurate, grounded AI — and the one with the most critical data gaps.
• Multilingual NLP for African Healthcare (AfricaNLP 2025): Bias and translation errors persist specifically in African health AI contexts.

Appropriate use: ✅ Health facility navigation, SHA/SHIF coverage lookup, community health worker support
✅ Health information grounded in verified Kenya health system data
✅ Triage to appropriate care level
❌ Diagnosis, prescription, or clinical decision-making (human-in-the-loop required)

IP & Collaboration

MIT licensed. Feedback via GitHub Issues only — pull requests are not accepted. Demo data is labeled DEMO and is not suitable for operational decisions. Full policy: docs/architecture/IP_POLICY.md. Security reports: see SECURITY.md.

Part of the East Africa coordination stack

• Install & run: pip install reli-cli && reli list — the MCP servers on the official MCP Registry under io.github.gabrielmahia
• Evaluate any model on Swahili agent tasks: kipimo · dataset · leaderboard
• Coordinate across servers: africa-coord-bus — offline-first event bus with a built-in Kenya routing table
• Datasets: huggingface.co/gmahia · Docs hub: nairobi-stack

Model-agnostic by design: closed APIs, open-weight models, and small distilled models are all first-class citizens.