io.github.gabrielmahia/fomu-mcp

fomu-mcp

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Compatible with claude-sonnet-5 (released 2026-06-30) — Anthropic's most agentic Sonnet yet. Runs multi-step tool chains end-to-end without stopping short. Install: pip install fomu-mcp · Use with any MCP client.

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Kenya civic form agent via MCP — turns citizen needs into government form checklists, draft applications, and timeline plans.

Fomu (Swahili for "form")

Why This Exists

"Form Agent: turns messy user answers into applications, checklists, letters."
— East Africa AI Infrastructure Schematic

Kenya's government processes are documented but navigating them requires knowing what to look for.
fomu-mcp encodes the institutional knowledge: what to bring, where to go, how long it takes, what to pay.

Install

pip install fomu-mcp

Tools (6)

Tool	Function
form_checklist	Complete requirements list for any Kenya government form
form_draft_letter	Generate draft formal letters (introduction, reference, complaint, land inquiry)
form_requirements_check	Tell user what they have and what they're missing
ecitizen_guide	eCitizen portal service directory
huduma_centre_guide	Huduma Centre locations and services by county
form_timeline_planner	Sequence multiple processes with estimated completion dates

Example

# Check readiness for business registration
await call_tool("form_requirements_check", {
    "form_type": "business_registration",
    "user_has": ["national ID", "KRA PIN", "passport photo"]
})
# Returns: missing items + completeness % + next step

Part of AI-KungFU East Africa Coordination Infrastructure

Part of the SII Stack — the Form Agent layer in the 7-agent type framework: Research · Form · Verification · Translation · Financial · Market · Escalation

→ sii-stack → The Nairobi Stack

License

MIT © Gabriel Mahia | contact@aikungfu.dev

Part of the East Africa Coordination Stack

This MCP server is one of 32 tools in the Kenya coordination infrastructure. Connect it to africa-coord-bus — the coordination event bus that routes signals between domains automatically.

pip install africa-coord-bus

All 32 servers: pypi.org/user/gmahia Live demo: coord-cascade-demo

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 — 33 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.