{
  "markdown": "# habari-mcp\n\n## Why This Exists\n\nKenya publishes gazette notices, tenders, parliamentary activity and open data continuously, but the volume makes it effectively invisible. Accountability depends on being able to find the one notice that matters, not on everything being technically public.\n\n## Install\n\n```bash\npip install habari-mcp\n```\n\n## Tools (5)\n\n- **`gazette_search`** —   \n  <sub>args: search_type, date_range</sub>\n- **`tender_search_guide`** —   \n  <sub>args: sector, county</sub>\n- **`open_data_guide`** —   \n  <sub>args: data_type</sub>\n- **`parliament_tracker`** —   \n  <sub>args: query_type</sub>\n- **`citizen_feedback_channels`** —   \n  <sub>args: issue_type</sub>\n\n## Example\n\n```python\nfrom habari_mcp.server import gazette_guide\n\nresult = gazette_guide()\n# what the Gazette publishes, how to search, why it matters\n```\n\n## Claude Desktop Integration\n\nAdd to `claude_desktop_config.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"habari-mcp\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"habari_mcp.server\"]\n    }\n  }\n}\n```\n\n## Data & Disclaimers\n\nPointers to official sources rather than a live mirror. For legal effect, always read the notice in the Kenya Gazette itself.\n\nEvery tool response carries a `source` field. Responses labelled `DEMO` are\nillustrative reference data, not a live feed — verify against the authority\nnamed in the response before acting on it.\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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