{
  "markdown": "# tafsiri-mcp\n\n## Why This Exists\n\nKenyan civic and legal life happens in Swahili, Kikuyu, Luo and English at once, but the terminology that matters — what a succession petition is called, what a gazette notice means — rarely appears in general translation tools. Getting a civic term wrong in the wrong language has consequences a mistranslated menu does not.\n\n## Install\n\n```bash\npip install tafsiri-mcp\n```\n\n## Tools (6)\n\n- **`swahili_english_glossary`** — Translate civic and government terminology between Swahili and English.  \n  <sub>args: term</sub>\n- **`kikuyu_language_guide`** — Return linguistic information and key phrases for the Kikuyu language.  \n  <sub>args: term</sub>\n- **`luo_language_guide`** — Return linguistic information and key phrases for the Luo language.  \n  <sub>args: term</sub>\n- **`official_document_glossary`** — Return standard terminology for Kenya official documents and certificates.  \n  <sub>args: document_type</sub>\n- **`language_detection_guide`** — Identify which Kenyan language a text sample is written in.  \n  <sub>args: text_sample</sub>\n- **`civic_terminology_swahili`** — Return Swahili terminology for Kenya government processes and civic interactions.  \n  <sub>args: process</sub>\n\n## Example\n\n```python\nfrom tafsiri_mcp.server import swahili_english_glossary\n\nresult = swahili_english_glossary(term='urithi')\n# civic term, translation, how it is used, documents needed\n```\n\n## Claude Desktop Integration\n\nAdd to `claude_desktop_config.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"tafsiri-mcp\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"tafsiri_mcp.server\"]\n    }\n  }\n}\n```\n\n## Data & Disclaimers\n\nGlossaries are reference material for civic navigation, not certified translation. For court filings or official submissions, use a sworn translator.\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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  "repo_slug": "gabrielmahia/tafsiri-mcp",
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