io.github.gabrielmahia/county-mcp
PYPI · COUNTY-MCP
Kenya county reference: facts, budget guide, services, CDF, wards and contacts. Sample data.
Available components
Last scanned (22 hours ago)
Scores higher than 94% of PyPI servers
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 Security100
- No malware found by supply-chain analysis.Pass
- 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/county-mcp). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 1 days ago).Pass
- Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability75
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 807 tokens (~134/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 Management70
- Stability observed for 21 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.
- 4 Nov 26 −5
- Stability: pass → 0.70 functional
- 3 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 2 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- Package version: 0.1.9 → 0.1.10 functional
- 1 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 31 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 29 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 27 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 26 Oct 26 0
- Package version: 0.1.6 → 0.1.9 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 4 Nov 2026 · Analysed pypi/county-mcp@0.1.10
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/county-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/county-mcp/.github/workflows/publish.yml@refs/tags/v0.1.10 |
| Rekor log index | 3646882767 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:f71def405bd6b9b42616912f4776e7761043307bbc796e019cf28565cc654c69 |
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 →
cdf_guide Cdf Guide ~122
Explain the Constituency Development Fund (CDF): what it is, how much it gets, how projects are chosen and funded, how to propose one and how it is held to account. Use when someone asks how to get a community project funded or where CDF money goes. Takes no arguments. Returns the source label and the CDF description, process, proposal and accountability notes with the cdf.go.ke portal. Static summary of the CDF Act labelled DEMO: verify current rules and the legal status of CDF. Read-only; no side effects.
Input schema present but exposes no named parameters.
Structured output declared, but exposes no named fields.
No examples provided.
county_budget_guide County Budget Guide ~150
How a county's budget works: equitable share, own-source revenue, conditional grants and oversight by the Controller of Budget, with the county's equitable share where known. Use when someone asks how much a county gets or how its budget is controlled. Only counties in the sample table have a figure; for any other equitable_share_kes_million is null and equitable_share_basis says no data, never an invented amount. Returns the source label, county, the share, basis and explanatory sections. Sample figures labelled DEMO: check the Controller of Budget (cob.go.ke). Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county name; counties not in the sample table get no figure. |
Structured output declared, but exposes no named fields.
No examples provided.
county_contact_directory County Contact Directory ~128
Official website and contact details for a Kenyan county government. Use when someone needs to reach a county office. Only some counties are in the sample directory; for any other the result sets verified false and gives a guessed [county].go.ke address plus a note to confirm it, not a confirmed contact. With no county it returns the sample directory and general patterns. Returns the source label, the county and its contact record. Contact details are labelled DEMO and unverified: confirm before relying. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county name; omit for the sample directory. |
Structured output declared, but exposes no named fields.
No examples provided.
county_information County Information ~154
Basic facts about a Kenyan county (code, population from the 2019 census, region, headquarters) or a list of counties in a region. Use when someone asks about a county or wants the counties in a region. county is matched by name (title case); an unknown county returns an error listing the 47 valid names. With only region it lists that region's counties; with neither it summarises all 47. Returns the source label and the county record or list. Census-based sample data labelled DEMO. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | County name such as Nakuru; unknown names return an error. |
| region | – | – | Optional region such as Coast; used when no county is given. |
Structured output declared, but exposes no named fields.
No examples provided.
county_services_guide County Services Guide ~112
What county governments run under the County Governments Act 2012 (health, agriculture, roads, water and others) versus national government. Use when someone asks who is responsible for a service. Keywords in service select entries; if none match, ALL services are returned; with no service it lists them with national-government services and a contact pointer. Returns the source label and the matching services. Static summary labelled DEMO. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| service | – | – | Optional service such as health or water. |
Structured output declared, but exposes no named fields.
No examples provided.
ward_information Ward Information ~127
Explain wards and Members of County Assembly (MCAs): how wards are formed, what an MCA does, ward development funds, how to reach an MCA and petition the county assembly. Use when someone asks who represents them locally or how to raise an issue. county is only used in a sentence naming the county assembly; no ward data is held. Returns the source label and the explanation with IEBC and county pointers. Static summary labelled DEMO: ward figures are indicative. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county name; only used in a sentence about its county assembly. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/county-mcp server?
io.github.gabrielmahia/county-mcp runs locally as a PyPI package, launched with uvx county-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 · county-mcp
claude mcp add gabrielmahia-county-mcp -- uvx county-mcp
What is the io.github.gabrielmahia/county-mcp server?
io.github.gabrielmahia/county-mcp is listed in the public MCP registry as io.github.gabrielmahia/county-mcp. Kenya county reference: facts, budget guide, services, CDF, wards and contacts. Sample data. This page covers its PyPI package (county-mcp).
Is the io.github.gabrielmahia/county-mcp server safe to use?
io.github.gabrielmahia/county-mcp scores 91 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 4 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/county-mcp server expose?
io.github.gabrielmahia/county-mcp exposes 6 tools: county_information, county_budget_guide, county_services_guide, cdf_guide, ward_information, county_contact_directory. Their descriptions and schemas cost roughly 793 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/county-mcp server still maintained?
io.github.gabrielmahia/county-mcp is still listed as active in the MCP registry. We last reached this channel on 4 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/county-mcp server under?
io.github.gabrielmahia/county-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.