io.github.gabrielmahia/habari-mcp
PYPI · HABARI-MCP
Kenya civic information guides: Gazette, tenders, open data, Parliament, feedback channels.
Available components
Last scanned (19 hours ago)
Scores higher than 98% of PyPI servers
Category News and Social
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/habari-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 Usability77
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 617 tokens (~123/item across 5 items; 5 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 Management100
- No destabilizing schema changes in the last 30 days.Pass
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 5 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 6 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.
- 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
- Package version: 0.1.6 → 0.1.9 functional
- 30 Oct 26 +16
- Malware scan: unverified → pass ▲ security
- Stability: 0.97 → pass security
- 29 Oct 26 −1
- Stability: pass → 0.97 functional
- 23 Oct 26 +1
- Stability: 0.97 → pass security
- Package version: 0.1.8 → 0.1.9 functional
- 22 Oct 26 +10
- Provenance: unverified → pass ▲ security
- The attested source repository moved: gabrielmahia/habari-mcp security
- Stability: pass → 0.97 functional
- 21 Oct 26 −11
- Provenance: pass → unverified ▼ security
- The attested source repository moved: gabrielmahia/habari-mcp security
- Package version: 0.1.7 → 0.1.8 functional
- 18 Oct 26 −15
- Malware scan: pass → unverified ▼ security
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/habari-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/habari-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/habari-mcp/.github/workflows/publish.yml@refs/tags/v0.1.10 |
| Rekor log index | 3646945464 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:118f1572c6afcdd775442438659806097b7d3258ae63daaa89a98f70080cec21 |
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 →
citizen_feedback_channels Citizen Feedback Channels ~105
Where to report a problem to Kenyan authorities by issue type, such as corruption (EACC) or service delivery, with contact details. Use when someone asks where to complain. Keywords in issue_type select channels; if none match, the eCitizen portal is returned. Returns the channels and all_categories. Contact numbers are labelled DEMO and unverified: confirm before relying. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| issue_type | string | yes | Issue such as corruption or service_delivery. |
Structured output declared, but exposes no named fields.
No examples provided.
gazette_search Gazette Search ~153
Explain the types of notice in the Kenya Gazette (legal notices, appointments, company notices and others) and where to read the Gazette. Use when someone asks what a Gazette notice type is or how to find one. search_type matches a type by name; an unrecognised type returns an error listing the valid ones. date_range is only echoed back. This tool does NOT search the Gazette. Returns the type description and the access points (kenyalaw.org). Labelled DEMO. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| date_range | – | – | Optional; only echoed back. |
| search_type | string | yes | Notice type such as legal_notice, appointment or company_notice; an unrecognised type returns an error. |
Structured output declared, but exposes no named fields.
No examples provided.
open_data_guide Open Data Guide ~108
Where to find Kenyan open data by topic (population, health, budget and others) with the publisher, URL and format. Use when someone asks where to get official data. data_type matches a category by name; if none match, the general Kenya Open Data portal is returned. Returns the matching sources and all_categories. Portal addresses labelled DEMO and subject to change. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| data_type | string | yes | Data category such as population, health or budget. |
Structured output declared, but exposes no named fields.
No examples provided.
parliament_tracker Parliament Tracker ~108
How to follow the Parliament of Kenya: the bills tracker, Hansard, committees and related. Use when someone asks how to track a bill or find a debate. Keywords in query_type select entries; if none match, ALL guidance is returned. This tool does NOT fetch live bill status. Returns the information and the parliament.go.ke portal. Labelled DEMO. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| query_type | string | yes | What to track, such as bill, hansard or committee. |
Structured output declared, but exposes no named fields.
No examples provided.
tender_search_guide Tender Search Guide ~124
Where to find Kenyan public tenders and what bidders need: the IFMIS eTender portal, county eProcurement, the Gazette, eligibility documents and tender value thresholds. Use when someone asks how to find or qualify for a tender. sector and county are only echoed back; this tool does NOT list live tenders. Returns the portals, eligibility requirements and thresholds. Labelled DEMO: confirm at tenders.go.ke. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county; only echoed back. |
| sector | – | – | Optional sector; only echoed back. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/habari-mcp server?
io.github.gabrielmahia/habari-mcp runs locally as a PyPI package, launched with uvx habari-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 · habari-mcp
claude mcp add gabrielmahia-habari-mcp -- uvx habari-mcp
What is the io.github.gabrielmahia/habari-mcp server?
io.github.gabrielmahia/habari-mcp is listed in the public MCP registry as io.github.gabrielmahia/habari-mcp. Kenya civic information guides: Gazette, tenders, open data, Parliament, feedback channels. This page covers its PyPI package (habari-mcp).
Is the io.github.gabrielmahia/habari-mcp server safe to use?
io.github.gabrielmahia/habari-mcp scores 96 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/habari-mcp server expose?
io.github.gabrielmahia/habari-mcp exposes 5 tools: gazette_search, tender_search_guide, open_data_guide, parliament_tracker, citizen_feedback_channels. Their descriptions and schemas cost roughly 598 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/habari-mcp server still maintained?
io.github.gabrielmahia/habari-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/habari-mcp server under?
io.github.gabrielmahia/habari-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.