{
  "markdown": "# kilimo-mcp\n<!-- mcp-name: io.github.gabrielmahia/kilimo-mcp -->\n\n[![kilimo-mcp Glama score](https://glama.ai/mcp/servers/gabrielmahia/kilimo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gabrielmahia/kilimo-mcp)\n[![smithery badge](https://smithery.ai/badge/@gabrielmahia/kilimo-mcp)](https://smithery.ai/server/@gabrielmahia/kilimo-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 kilimo-mcp` · Use with any MCP client.\n\n---\n\n\n> Kenya precision agriculture via MCP — crop calendar, fertilizer, pest alerts, KALRO varieties\n\n[![PyPI](https://img.shields.io/badge/PyPI-v0.1.0-blue)](https://github.com/gabrielmahia/kilimo-mcp)\n[![License](https://img.shields.io/badge/License-MIT-green)](https://github.com/gabrielmahia/kilimo-mcp)\n[![Layer](https://img.shields.io/badge/Layer-Social-purple)](https://github.com/gabrielmahia/kilimo-mcp)\n\n\n## AI Architecture: Agricultural Domain RAG\n\nAgricultural AI for East Africa requires domain-specific retrieval — generic\nmodels hallucinate crop varieties, soil types, and local market conditions.\n\n**Research basis:**\n- **AgriIR** (Springer 2026): configurable RAG framework for agricultural knowledge\n  retrieval — validates domain-specific retrieval over monolithic agricultural models.\n  Key finding: low computational cost with high accuracy when knowledge base is curated.\n- **RAG vs Fine-tuning on Agriculture** (arXiv 2401.08406): RAG outperforms fine-tuning\n  for dynamic agricultural knowledge (seasonal, location-specific, real-time market).\n- **DPGA 2026 focus**: Domain-specific DPGs in agriculture and climate are a\n  2026 strategic priority for Co-Develop and DPGA members.\n\n**Knowledge base pairing:**\n- Kenya National Drought Management Authority (NDMA) data → drought → crop risk\n- Kenya Meteorological Department seasonal forecasts → planting calendar\n- East Africa agricultural historical data (1906-1925, HuggingFace: gmahia)\n\n**Coordination:**\nPairs with `wapimaji-mcp` (water), `bima-mcp` (insurance), `soko-mcp` (markets)\nvia `africa-coord-bus` for full drought response cascade.\n\n## Install\n\n```bash\npip install kilimo-mcp\n```\n\n## What it does\n\n6 MCP tools covering Kenya precision agriculture. 1st world equivalent: **Climate Corp / Granular**.\n\n| Tool | Description |\n|------|-------------|\n| `crop_calendar` | Kenya crop planting and harvesting calendar by region |\n| `fertilizer_guide` | Fertilizer recommendations by crop and soil type |\n| `pest_disease_alert` | Crop pest and disease identification and management |\n| `market_timing_guide` | Best timing to sell produce based on price cycles |\n| `kalro_varieties` | KALRO improved crop variety recommendations |\n| `input_cost_calculator` | Kenya farm input cost calculator and comparison |\n\n## Usage\n\n```bash\n# Run as standalone MCP server\nkilimo-mcp\n\n# Or add to Claude Desktop / any MCP client\n# Add to your MCP config: {\"command\": \"kilimo-mcp\"}\n```\n\n## Part of the Kenya Coordination Infrastructure Stack\n\nThis is one of 23 MCP servers covering the full coordination infrastructure of East Africa:\n\n**Economic:** mpesa · mkopo · bima · soko · sifa · remit · kra · faida  \n**Physical:** wapimaji · nishati · usafiri · ardhi  \n**Social:** afya · afya-ya-akili · elimu · kazi · haki-ya-kazi · kilimo · jumuia  \n**Civic:** nyumba · habari · mazingira · civic-agent-kit  \n\n→ [The Nairobi Stack](https://gabrielmahia.github.io/nairobi-stack)  \n→ [Full Portfolio](https://gabrielmahia.github.io)\n\n## Trust Integrity\n\nAll data in this server is **clearly labeled DEMO** where synthetic. Verify all operational data with the relevant Kenyan government authority before use.\n\n## License\n\nMIT © Gabriel Mahia | [AI-KungFU](https://github.com/gabrielmahia) | contact@aikungfu.dev\n\n> *Decision infrastructure for East Africa*\n\n## Part of the East Africa Coordination Stack\n\nThis MCP server is one of 32 tools in the Kenya coordination infrastructure.\nIt connects to [`africa-coord-bus`](https://github.com/gabrielmahia/africa-coord-bus) — the coordination\nevent bus that routes signals between domains automatically.\n\nWhen this server detects a threshold condition, the bus notifies:\n- `bima-mcp` — parametric insurance evaluation\n- `kilimo-mcp` — agricultural advisory\n- `afya-mcp` — health surveillance activation\n- `county-mcp` — county office alert\n\n```python\npip install africa-coord-bus\n```\n\nAll servers: [pypi.org/user/gmahia](https://pypi.org/user/gmahia/)\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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