io.github.gabrielmahia/fomu-mcp
PYPI · FOMU-MCP
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
Available components
Last scanned (2 hours ago)
Scores higher than 94% of PyPI servers
Category Documents and Files
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/fomu-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 Usability69
- AI-judged instruction clarity (good).Pass
- Context-footprint check failed: tool/resource definitions use about 908 tokens (~151/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 −3
- Stability: pass → 0.73 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
- 30 Oct 26 0
- Stability: 0.97 → pass security
- 29 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- Stability: pass → 0.97 functional
- Package version: 0.1.6 → 0.1.9 functional
- 25 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 24 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 23 Oct 26 0
- Stability: 0.97 → pass security
- Package version: 0.1.8 → 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 5 Nov 2026 · Analysed pypi/fomu-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/fomu-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/fomu-mcp/.github/workflows/publish.yml@refs/tags/v0.1.10 |
| Rekor log index | 3641922630 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:80730d001f14b58af7b279db66a8006a41b492f3bd13aa5dd4ba3c649ef5e33f |
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 →
ecitizen_guide Ecitizen Guide ~138
What government services are available on the eCitizen portal in Kenya, by category (business, identity, transport and others), with payment methods and the helpdesk. Use when someone asks whether a service is online. Keywords in service_category select categories; if none match, ALL categories are returned. Returns the source label, the matching services, the portal and, with no category, the payment and helpdesk details. A static list labelled DEMO: services move between portals, so confirm on ecitizen.go.ke. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| service_category | – | – | Optional category such as business or transport; omit for all. |
Structured output declared, but exposes no named fields.
No examples provided.
form_checklist Form Checklist ~149
Checklist for a Kenyan government form or registration: authority, portal, cost, processing days, required fields and documents, and steps. Use when someone asks what they need to apply. form_type is matched by name (spaces become underscores); an unknown form returns an error listing the available forms. Returns the source label, the form, applicant_type (echoed), authority, portal, cost, processing days, fields, documents and steps. Fees and times are labelled DEMO and change: verify at the official portal. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| applicant_type | – | – | individual (default); only echoed back. |
| form_type | string | yes | Form name such as business registration or kra pin. |
Structured output declared, but exposes no named fields.
No examples provided.
form_draft_letter Form Draft Letter ~169
Draft a formal letter from a template (introduction, reference, complaint or land inquiry) filled with the applicant's name and details. Use when someone needs a starting draft for an office. letter_type must be one of the available templates; an unknown type returns an error listing them. details replaces the placeholder text in the body. Returns the source label, letter type, title, the draft text, use cases and a disclaimer. A template only: review it before sending, since nothing is checked or sent. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| applicant_name | string | yes | Name to put in the letter. |
| details | – | – | Optional text for the purpose or subject placeholder. |
| letter_type | string | yes | Template name: introduction_letter, reference_letter, complaint_letter or land_inquiry. |
Structured output declared, but exposes no named fields.
No examples provided.
form_requirements_check Form Requirements Check ~137
Compare the documents a person already has against what a Kenyan form requires, and list what is missing. Use when someone asks whether they are ready to apply. form_type is matched by name; an unknown form returns an error listing the available forms. user_has is the list of documents they hold. Returns the source label, the form, which requirements are met and which are missing. Based on a small table labelled DEMO: verify requirements with the authority. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| form_type | string | yes | Form name such as business permit. |
| user_has | array | yes | List of documents the person already has. |
Structured output declared, but exposes no named fields.
No examples provided.
form_timeline_planner Form Timeline Planner ~159
Plan a sequence of Kenyan government processes with start and completion dates. Use when someone must do several registrations and wants a rough schedule. Each process gets 3 preparation days plus its processing days from the table; a process not in the table is planned with a placeholder of 7 days and listed in unknown_processes. An invalid start_date returns an error instead of silently using today. Returns the source label, start date, estimated completion, total calendar days, the per-process plan, unknown_processes and a disclaimer. Processing times are labelled DEMO estimates. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| processes | array | yes | List of government processes to schedule e.g. [ |
| start_date | – | – | ISO date to start planning from e.g. |
Structured output declared, but exposes no named fields.
No examples provided.
huduma_centre_guide Huduma Centre Guide ~131
Huduma Centres in Kenya, which provide government services in one place, with services offered, opening hours and contacts. Use when someone asks where to get government services in person. county is matched by name; an unmatched county returns ALL centres and county_matched is false; with no county it returns all. Returns the source label, county, county_matched, the centres, services, hours and contacts. A static list labelled DEMO: confirm locations and hours with Huduma Kenya. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Optional county such as Nairobi; unmatched values return all centres. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/fomu-mcp server?
io.github.gabrielmahia/fomu-mcp runs locally as a PyPI package, launched with uvx fomu-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 · fomu-mcp
claude mcp add gabrielmahia-fomu-mcp -- uvx fomu-mcp
What is the io.github.gabrielmahia/fomu-mcp server?
io.github.gabrielmahia/fomu-mcp is listed in the public MCP registry as io.github.gabrielmahia/fomu-mcp. Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data. This page covers its PyPI package (fomu-mcp).
Is the io.github.gabrielmahia/fomu-mcp server safe to use?
io.github.gabrielmahia/fomu-mcp scores 91 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/fomu-mcp server expose?
io.github.gabrielmahia/fomu-mcp exposes 6 tools: form_checklist, form_draft_letter, form_requirements_check, ecitizen_guide, huduma_centre_guide, form_timeline_planner. Their descriptions and schemas cost roughly 883 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/fomu-mcp server still maintained?
io.github.gabrielmahia/fomu-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/fomu-mcp server under?
io.github.gabrielmahia/fomu-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.