io.github.gabrielmahia/kazi-mcp
PYPI · KAZI-MCP
Kenya labour market MCP: job matching, wage benchmarks, skills gap, Employment Act rights. Demo.
Available components
Last scanned (1 hour ago)
Scores higher than 73% of PyPI servers
Category CRM and Sales
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →
Supply Chain Security50
- Malware scan not yet available for this package.Unverified
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 1 of 15 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency100
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Cryptographically verified build provenance (signed, bound to gabrielmahia/kazi-mcp). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 2 days ago).Pass
- Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability73
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 991 tokens (~165/item across 6 items; 6 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management73
- Stability observed for 22 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 6 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 7 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a current MCP spec version (2026-07-28).Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 5 Nov 26 −19
- Malware scan: pass → unverified ▼ security
- Security disclosure: unverified → pass ▲ functional
- Stability: pass → 0.73 functional
- 4 Nov 26 0
- Security disclosure: pass → unverified ▼ functional
- 3 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 2 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- Security disclosure: unverified → pass ▲ functional
- Package version: 0.1.10 → 0.1.11 functional
- 1 Nov 26 0
- Security disclosure: pass → unverified ▼ functional
- 31 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 30 Oct 26 0
- Stability: 0.97 → pass security
- 29 Oct 26 0
- Stability: pass → 0.97 functional
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Analysed pypi/kazi-mcp@0.1.11
Provenance Verified
A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.
| Result | Verified |
|---|---|
| Ecosystem | pypi |
| Reason | Verified |
| Discovered via | Registry attestation endpoint |
| Source repo | gabrielmahia/kazi-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/kazi-mcp/.github/workflows/publish.yml@refs/tags/v0.1.11 |
| Rekor log index | 3641988456 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:f856e270d75713e8c7f421dcf1d1185fc9777e5febb3fba962a1e8f503d25a71 |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | setuptools.build_meta |
Background: Why install scripts are a supply-chain risk →
Dependencies 15 packages
| Packages resolved | 15 |
|---|---|
| Stale | 1 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
contract_template Contract Template ~209
Generate employment contract text for Kenya from the parties' details and monthly gross pay, with the statutory terms the template states (leave, sick leave, maternity, notice, severance) and the employee NSSF deduction. Use when an employer wants a starting draft. contract_type only changes the title; any value is accepted and no legal check is made. Negative pay is treated as zero for the NSSF line. Returns the source label, contract_type, the template text and a not-legal-advice disclaimer. A template labelled DEMO: have a Kenyan advocate review it before use. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| contract_type | string | yes | Contract type such as permanent; only changes the title. |
| employee_name | string | yes | Employee's name. |
| employer_name | string | yes | Employer's name. |
| job_title | string | yes | Job title. |
| monthly_gross_kes | number | yes | Gross monthly pay in KES. |
| start_date | – | – | Optional start date text. |
Structured output declared, but exposes no named fields.
No examples provided.
informal_sector_registry Informal Sector Registry ~174
Demonstration of an informal-sector worker registry: list the trade categories or produce a demo worker ID. Use when someone wants to see how a registry could work, not to register anyone for real. Nobody is registered: action register returns status demo_registered, a deterministic demo ID and stored false, and nothing is saved anywhere. An action other than list_trades or register returns the valid actions and no worker_id. Returns the source label and the trades or the demo record. Labelled DEMO: there is no registry behind this tool. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| action | string | yes | list_trades or register. |
| county | – | – | County; its first three letters prefix the demo ID. |
| name | – | – | Worker name, used only to derive the demo ID. |
| trade | – | – | Trade such as tailor. |
Structured output declared, but exposes no named fields.
No examples provided.
job_match Job Match ~162
Suggest sample Kenyan jobs for a list of skills with an indicative monthly wage range. Use when someone asks what work fits their skills. Each skill of three or more characters is matched against a small skills table; the score is the number of skills that pointed at the job, and at most 8 jobs are returned, with a note when nothing matches. county is only echoed back. Returns the source label, the skills, county and matches (job, match_score, wage_range_kes). Indicative wages labelled DEMO, not live vacancies. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county; only echoed back. |
| skills | array | yes | List of skills such as ['welding', 'python']; entries shorter than 3 characters are ignored. |
Structured output declared, but exposes no named fields.
No examples provided.
labor_rights_query Labor Rights Query ~124
Employment rights in Kenya under the Employment Act 2007 on a topic, with a not-legal-advice disclaimer. Use when a worker or employer asks what the law says. Keywords in topic select entries; an unmatched topic returns only a general pointer to the Act on kenyalaw.org. Returns the source label, topic, rights and a disclaimer. A short summary labelled DEMO and not legal advice: verify with the Ministry of Labour or an advocate. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| topic | string | yes | Topic such as termination, leave or overtime. |
Structured output declared, but exposes no named fields.
No examples provided.
skills_gap_analysis Skills Gap Analysis ~153
Compare a person's skills with a target job's required skills and suggest training providers. Use when someone asks what they need to learn for a role. target_job is matched against a small table of jobs; an unknown job returns an error listing the available targets instead of a readiness of 0. Returns the target, missing and present skills, suggested training with provider and readiness_pct. Based on a small table labelled DEMO: readiness is the share of listed skills matched by name, not a competence assessment. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| current_skills | array | yes | List of skills the person has. |
| target_job | string | yes | Target job such as data_analyst; unknown jobs return an error. |
Structured output declared, but exposes no named fields.
No examples provided.
wage_benchmark Wage Benchmark ~156
Indicative monthly wage in KES for a job title and experience level (entry, mid or senior). Use when someone asks what a role usually pays. job_title is matched against a small table; an unknown title returns the list of available roles. An unrecognised experience level falls back to mid. county is only echoed back. Returns the job, level, kes_month and the entry, mid and senior figures. Indicative figures labelled DEMO, not survey data: check current sources. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county; only echoed back. |
| experience_level | – | – | entry, mid (default) or senior. |
| job_title | string | yes | Job title such as nurse or software engineer. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/kazi-mcp server?
io.github.gabrielmahia/kazi-mcp runs locally as a PyPI package, launched with uvx kazi-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · kazi-mcp
claude mcp add gabrielmahia-kazi-mcp -- uvx kazi-mcp
What is the io.github.gabrielmahia/kazi-mcp server?
io.github.gabrielmahia/kazi-mcp is listed in the public MCP registry as io.github.gabrielmahia/kazi-mcp. Kenya labour market MCP: job matching, wage benchmarks, skills gap, Employment Act rights. Demo. This page covers its PyPI package (kazi-mcp).
Is the io.github.gabrielmahia/kazi-mcp server safe to use?
io.github.gabrielmahia/kazi-mcp scores 76 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the io.github.gabrielmahia/kazi-mcp server expose?
io.github.gabrielmahia/kazi-mcp exposes 6 tools: job_match, wage_benchmark, skills_gap_analysis, informal_sector_registry, contract_template, labor_rights_query. Their descriptions and schemas cost roughly 978 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/kazi-mcp server still maintained?
io.github.gabrielmahia/kazi-mcp is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What licence is the io.github.gabrielmahia/kazi-mcp server under?
io.github.gabrielmahia/kazi-mcp declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.