{
  "markdown": "# fomu-mcp\n<!-- mcp-name: io.github.gabrielmahia/fomu-mcp -->\n\n[![fomu-mcp Glama score](https://glama.ai/mcp/servers/gabrielmahia/fomu-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gabrielmahia/fomu-mcp)\n[![smithery badge](https://smithery.ai/badge/@gabrielmahia/fomu-mcp)](https://smithery.ai/server/@gabrielmahia/fomu-mcp)\n\n\n---\n**Compatible with `claude-sonnet-5`** (released 2026-06-30) — Anthropic's most agentic\nSonnet yet. Runs multi-step tool chains end-to-end without stopping short.\nInstall: `pip install fomu-mcp` · Use with any MCP client.\n\n---\n\n\n> Kenya civic form agent via MCP — turns citizen needs into government form checklists, draft applications, and timeline plans.\n\n[![PyPI](https://img.shields.io/badge/PyPI-v0.1.0-blue?logo=pypi)](https://pypi.org/project/fomu-mcp/)\n[![License](https://img.shields.io/badge/License-MIT-green)](https://github.com/gabrielmahia/fomu-mcp)\n\n*Fomu (Swahili for \"form\")*\n\n## Why This Exists\n\n> *\"Form Agent: turns messy user answers into applications, checklists, letters.\"*  \n> — East Africa AI Infrastructure Schematic\n\nKenya's government processes are documented but navigating them requires knowing what to look for.  \nfomu-mcp encodes the institutional knowledge: what to bring, where to go, how long it takes, what to pay.\n\n## Install\n\n```bash\npip install fomu-mcp\n```\n\n## Tools (6)\n\n| Tool | Function |\n|------|----------|\n| `form_checklist` | Complete requirements list for any Kenya government form |\n| `form_draft_letter` | Generate draft formal letters (introduction, reference, complaint, land inquiry) |\n| `form_requirements_check` | Tell user what they have and what they're missing |\n| `ecitizen_guide` | eCitizen portal service directory |\n| `huduma_centre_guide` | Huduma Centre locations and services by county |\n| `form_timeline_planner` | Sequence multiple processes with estimated completion dates |\n\n## Example\n\n```python\n# Check readiness for business registration\nawait call_tool(\"form_requirements_check\", {\n    \"form_type\": \"business_registration\",\n    \"user_has\": [\"national ID\", \"KRA PIN\", \"passport photo\"]\n})\n# Returns: missing items + completeness % + next step\n```\n\n## Part of AI-KungFU East Africa Coordination Infrastructure\n\nPart of the SII Stack — the Form Agent layer in the 7-agent type framework:\nResearch · **Form** · Verification · Translation · Financial · Market · Escalation\n\n→ [sii-stack](https://github.com/gabrielmahia/sii-stack)\n→ [The Nairobi Stack](https://gabrielmahia.github.io/nairobi-stack)\n\n## License\n\nMIT © Gabriel Mahia | contact@aikungfu.dev\n\n## Part of the East Africa Coordination Stack\n\nThis MCP server is one of 32 tools in the Kenya coordination infrastructure.\nConnect it to [`africa-coord-bus`](https://github.com/gabrielmahia/africa-coord-bus) —\nthe coordination event bus that routes signals between domains automatically.\n\n```bash\npip install africa-coord-bus\n```\n\nAll 32 servers: [pypi.org/user/gmahia](https://pypi.org/user/gmahia/)\nLive demo: [coord-cascade-demo](https://github.com/gabrielmahia/coord-cascade-demo)\n\n## IP & Collaboration\n\nMIT 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](docs/architecture/IP_POLICY.md). Security reports: see [SECURITY.md](SECURITY.md).\n\n<!-- interconnect:v1 -->\n## Part of the East Africa coordination stack\n\n- **Install & run:** `pip install reli-cli && reli list` — 33 MCP servers on the [official MCP Registry](https://registry.modelcontextprotocol.io) under `io.github.gabrielmahia`\n- **Evaluate any model on Swahili agent tasks:** [kipimo](https://github.com/gabrielmahia/kipimo) · [dataset](https://huggingface.co/datasets/gmahia/kipimo) · [leaderboard](https://huggingface.co/spaces/gmahia/kipimo-leaderboard)\n- **Coordinate across servers:** [africa-coord-bus](https://pypi.org/project/africa-coord-bus/) — offline-first event bus with a built-in Kenya routing table\n- **Datasets:** [huggingface.co/gmahia](https://huggingface.co/gmahia) · **Docs hub:** [nairobi-stack](https://github.com/gabrielmahia/nairobi-stack)\n\nModel-agnostic by design: closed APIs, open-weight models, and small distilled models are all first-class citizens.\n<!-- /interconnect:v1 -->\n",
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  "repo_slug": "gabrielmahia/fomu-mcp",
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