
Kazi Mcp
io.github.gabrielmahiaPublished by GitHub account gabrielmahiav0.1.13Updated Nov 7, 2026
Kenya labour market MCP: job matching, wage benchmarks, skills gap, Employment Act rights. Demo.
Overview
Local MCP server for Kenya labour market tasks: job matching, wage benchmarks, skills-gap analysis, contract templates and Employment Act rights, mostly on…
- What you can do
- Match worker skills to job categories and analyse skills gaps with training pathways
- Look up monthly wage ranges by job and county, and query Kenya Employment Act rights by topic
- Generate Employment Act 2007-aligned contract templates
- Register and look up informal-sector (jua kali) workers
- Retrieve Kenya unemployment, youth unemployment and participation indicators by year from the World Bank
- When to use it
- Useful when exploring Kenyan hiring, pay and labour-rights questions, or when prototyping HR and workforce workflows for Kenya. Treat it as a demonstration and orientation aid rather than a source for real staffing or pay decisions.
- Requirements
- Python package installed locally (pip install kazi-mcp) and launched as a stdio process, for example from Claude Desktop. No accounts, API keys or environment variables are declared. The labour indicators tool needs network access to the World Bank; other tools work offline.
Installation
In SourceWeft
- Open Kazi Mcp in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
kazi-mcp
MCP server for Kenya labor market coordination — job matching, wage benchmarks, skills gap analysis, informal sector registration, contract templates, and Kenya Employment Act rights. Part of the East Africa coordination infrastructure suite.
kazi (Kiswahili) = work, job, task
Tools (7)
All data is DEMO (synthetic estimates).
Installation
Usage
Claude Desktop
Coordination Infrastructure Suite
License — MIT
Not legal advice. All data is synthetic demonstration data only.
Live data
kenya_labour_indicators: Kenya's unemployment, youth unemployment and labour force participation by year, from the World Bank (modelled ILO estimates, CC BY 4.0).
Each live answer names its source, attribution and retrieval time; if a service does not answer, the tool returns an error instead of a number. The other tools are unchanged.
IP & Collaboration
MIT 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. Security reports: see SECURITY.md.
Part of the East Africa coordination stack
- Install & run:
pip install reli-cli && reli list— the MCP servers on the official MCP Registry underio.github.gabrielmahia - Evaluate any model on Swahili agent tasks: kipimo · dataset · leaderboard
- Coordinate across servers: africa-coord-bus — offline-first event bus with a built-in Kenya routing table
- Datasets: huggingface.co/gmahia · Docs hub: nairobi-stack
Model-agnostic by design: closed APIs, open-weight models, and small distilled models are all first-class citizens.
Source: README.md at commit 53fa5c5
Tools
0Version history
11- v0.1.13LatestNov 7, 2026
- v0.1.12Nov 5, 2026
- v0.1.11Nov 3, 2026
- v0.1.10Oct 23, 2026
- v0.1.9Oct 21, 2026
- v0.1.8Oct 17, 2026
- v0.1.7Oct 14, 2026
- v0.1.6Oct 13, 2026
- v0.1.5Oct 8, 2026
- v0.1.4Oct 6, 2026
- v0.1.3Sep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts