{
  "markdown": "# ⭐ sifa-mcp — Portable Reputation & Skills Passport MCP Server\n<!-- mcp-name: io.github.gabrielmahia/sifa-mcp -->\n\n[![sifa-mcp Glama score](https://glama.ai/mcp/servers/gabrielmahia/sifa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gabrielmahia/sifa-mcp)\n[![smithery badge](https://smithery.ai/badge/@gabrielmahia/sifa-mcp)](https://smithery.ai/server/@gabrielmahia/sifa-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 sifa-mcp` · Use with any MCP client.\n\n---\n\n\n*Sifa* = reputation/praise in Swahili.\n\nInformal-sector workers build reputation with one buyer, one platform, one neighborhood at a time — and lose it the moment they switch. Nothing makes that reputation portable or agent-queryable.\n\n## The Structural Problem\n\nIn mature economies, reputation travels: Uber driver ratings, Yelp reviews, LinkedIn endorsements, contractor licence registries. A skilled plumber in Chicago can prove her track record to any homeowner in Los Angeles.\n\nIn Kenya, trust is tribal and local. A qualified mason in Mombasa cannot take her reputation to Nairobi. Economic mobility is throttled by the non-portability of professional identity.\n\n**Reputation portability is a coordination technology.** Without it, hiring defaults to personal networks, which excludes the most talented people outside existing networks.\n\n## Tools\n\n| Tool | What it does |\n|------|-------------|\n| `create_worker_profile` | Create a portable reputation profile with skills, location, experience |\n| `add_service_record` | Log a completed job with client details and rating |\n| `get_reputation_profile` | Retrieve full profile with trust score for any requester type |\n| `generate_reference` | Generate a formatted professional reference letter |\n| `list_skill_categories` | Browse all NITA-aligned skill categories |\n| `compare_workers` | Rank multiple workers by trust score and skill match |\n\n## Trust Score\n\nScored 0–100 across four signals:\n- **Job volume** (up to 30 pts) — number of completed jobs\n- **Average quality** (up to 35 pts) — client star ratings\n- **Verified records** (up to 20 pts) — client-OTP-confirmed completions\n- **Tenure** (up to 15 pts) — years of documented history\n\nTiers: `NEW` → `BUILDING` → `ESTABLISHED` → `TRUSTED`\n\n## Quick Start\n\n```bash\npip install sifa-mcp       # coming soon to PyPI\nsifa-mcp                   # starts on stdio\n```\n\n## Example\n\n```python\n# Create a mason's portable profile\ncreate_worker_profile(\n    full_name=\"James Mwangi\",\n    phone=\"0712345678\",\n    primary_skill=\"construction\",\n    sub_skills=\"masonry,tiling,plastering\",\n    location=\"Nairobi\",\n    years_experience=8\n)\n# → SFA-A3F2B19C4E1D\n\n# Log a completed job\nadd_service_record(\n    profile_id=\"SFA-A3F2B19C4E1D\",\n    client_name=\"ABC Contractors\",\n    client_phone=\"0722000000\",\n    service_type=\"Kitchen tiling\",\n    duration_days=5,\n    payment_kes=15000,\n    client_rating=5\n)\n\n# Generate a reference for a new job application\ngenerate_reference(profile_id=\"SFA-A3F2B19C4E1D\", reference_purpose=\"job_application\")\n```\n\n## Research Basis\n\n- IFC \"The Value of Reputation\" (2020)\n- ILO Skills Recognition Framework (2023)\n- World Bank \"Mobile-Based Reputation Systems\" (2021)\n- Kenya NITA (National Industrial Training Authority) trade classifications\n\n⚠️ DEMO — Production requires Huduma Number / NIIMS integration for identity verification.\n\n---\n*© 2026 Gabriel Mahia / AI Kung Fu LLC · MIT License*\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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