io.github.gabrielmahia/usafiri-mcp
PYPI · USAFIRI-MCP
Kenya transport guides: matatu fares, NTSA services, boda licensing, freight, passenger rights.
Available components
Last scanned (20 hours ago)
Scores higher than 97% of PyPI servers
Category Maps and Location
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 & Transparency97
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Cryptographically verified build provenance (signed, bound to gabrielmahia/usafiri-mcp). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 1 days ago).Pass
- Security-disclosure policy not yet verified: we couldn't inspect the source repository.Unverified
Schema Quality & AI Usability72
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 748 tokens (~149/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.
- 4 Nov 26 −1
- 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: pass → unverified ▼ functional
- Package version: 0.1.10 → 0.1.11 functional
- 1 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 31 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 30 Oct 26 0
- Stability: 0.97 → pass security
- 29 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- Stability: pass → 0.97 functional
- 23 Oct 26 0
- Stability: 0.97 → pass security
- Package version: 0.1.9 → 0.1.10 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/usafiri-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/usafiri-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/usafiri-mcp/.github/workflows/publish.yml@refs/tags/v0.1.11 |
| Rekor log index | 3646716606 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:ee7c2a5aa6eae4d7ed87d076aed8bf983700d68b29813de33b7740783aa5646b |
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 →
boda_licensing_guide Boda Licensing Guide ~143
List what a boda boda (motorcycle taxi) operator needs in Kenya: licence class, PSV licence, insurance, county permit, reflective jacket with SACCO number, helmets and SACCO membership. Use when someone asks how to legally operate or whether a rider is compliant. Takes an optional county that is only echoed back: the requirements are the same for every county. Returns the source label, the county, the requirements, the NTSA fee, insurance notes and SACCO benefits. Indicative figures labelled DEMO: confirm with NTSA and the county. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | County to get boda boda licensing information for. |
Structured output declared, but exposes no named fields.
No examples provided.
freight_logistics_guide Freight Logistics Guide ~153
Compare ways to move goods in Kenya: full-load truck, bus parcel, motorbike courier and SGR cargo, with indicative price ranges and example providers. Use when someone asks how to ship cargo and roughly what it costs. origin, destination and cargo_type are only echoed back; the same options are returned for every route. Returns the source label, the echoed inputs and the options with price range and providers. Indicative prices labelled DEMO: get quotes from providers. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| cargo_type | – | – | Cargo type such as general; only echoed back. |
| destination | string | yes | Destination town; only echoed back. |
| origin | string | yes | Origin town; only echoed back. |
Structured output declared, but exposes no named fields.
No examples provided.
matatu_route_finder Matatu Route Finder ~160
Estimate a matatu or bus fare between two Kenyan towns and list ways to book. Use when someone asks roughly what a trip costs. Fares come from a table of five Nairobi routes (Mombasa, Kisumu, Nakuru, Eldoret, Thika); any other pair gets a flat KES 500 placeholder and fare_is_placeholder is true. Returns the origin, destination, estimated_fare_kes, fare_is_placeholder, booking options and a note to confirm fares at the terminal. Fares and routes are labelled DEMO and change often. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| destination | string | yes | Destination town, such as Mombasa. |
| origin | string | yes | Starting town or suburb, such as Nairobi. |
Structured output declared, but exposes no named fields.
No examples provided.
ntsa_services_guide Ntsa Services Guide ~148
Explain NTSA services: driving licence, annual vehicle inspection, PSV licence and logbook ownership transfer, with the process, documents, indicative fees and duration. Use when someone asks how to complete an NTSA service. service is matched by name (spaces become underscores); an unrecognised service returns an error listing the valid ones. Returns the source label, the service, its process, documents or cost and duration, and NTSA contact details. Fees are labelled DEMO and unverified: confirm at tims.ntsa.go.ke. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| service | string | yes | Service name such as driving licence, vehicle inspection, psv licence or transfer ownership. |
Structured output declared, but exposes no named fields.
No examples provided.
transport_rights_query Transport Rights Query ~130
Explain passenger and shipper rights in Kenyan transport: overcharging, vehicle safety, accidents, goods loss or damage and disability access. Use when someone asks what a passenger or customer can demand or where to report. Keywords in topic select entries; if none match, ALL rights are returned. Returns the source label, the topic, the rights, NTSA's number and a not-legal-advice disclaimer. Static summary labelled DEMO: verify with NTSA. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| topic | string | yes | Rights topic such as overcharging, safety, accident, goods or disability. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/usafiri-mcp server?
io.github.gabrielmahia/usafiri-mcp runs locally as a PyPI package, launched with uvx usafiri-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 · usafiri-mcp
claude mcp add gabrielmahia-usafiri-mcp -- uvx usafiri-mcp
What is the io.github.gabrielmahia/usafiri-mcp server?
io.github.gabrielmahia/usafiri-mcp is listed in the public MCP registry as io.github.gabrielmahia/usafiri-mcp. Kenya transport guides: matatu fares, NTSA services, boda licensing, freight, passenger rights. This page covers its PyPI package (usafiri-mcp).
Is the io.github.gabrielmahia/usafiri-mcp server safe to use?
io.github.gabrielmahia/usafiri-mcp scores 94 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/usafiri-mcp server expose?
io.github.gabrielmahia/usafiri-mcp exposes 5 tools: matatu_route_finder, ntsa_services_guide, boda_licensing_guide, freight_logistics_guide, transport_rights_query. Their descriptions and schemas cost roughly 734 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/usafiri-mcp server still maintained?
io.github.gabrielmahia/usafiri-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/usafiri-mcp server under?
io.github.gabrielmahia/usafiri-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.