io.github.gabrielmahia/jumuia-mcp
PYPI · JUMUIA-MCP
Kenya community finance guides: SACCOs, chama formation, cooperatives, loans, member rights.
Available components
Last scanned (1 hour ago)
Scores higher than 74% of PyPI servers
Category Finance and Payments
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/jumuia-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 Usability74
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 813 tokens (~162/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 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 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.
- 5 Nov 26 −14
- Malware scan: pass → unverified ▼ security
- Package version: 0.1.9 → 0.1.12 functional
- 4 Nov 26 −4
- 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 → 0.1.12 functional
- 31 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 29 Oct 26 0
- Stability: 0.97 → pass security
- 28 Oct 26 0
- Stability: pass → 0.97 functional
- 23 Oct 26 0
- Package version: 0.1.10 → 0.1.11 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/jumuia-mcp@0.1.12
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/jumuia-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/jumuia-mcp/.github/workflows/publish.yml@refs/tags/v0.1.12 |
| Rekor log index | 3647017839 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:c0ed2b47bb585005ccc47dc04923cee8c6148449f6606a315b9b5e50176afa93 |
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 →
chama_formation_guide Chama Formation Guide ~158
Step-by-step guide to forming a chama (investment group) in Kenya: recruiting members, a constitution, a joint account, registration and the first meeting, with the legal structures to choose between. Use when a group asks how to set up and register a chama. members and purpose are only echoed back; the steps are the same for every group. Returns the source label, the echoed inputs, numbered steps and legal_structures with their trade-offs. Indicative fees labelled DEMO: confirm with the Registrar of Societies or the Ministry of Cooperatives. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| members | – | – | Number of members; only echoed back (default 10). |
| purpose | – | – | Purpose such as savings; only echoed back. |
Structured output declared, but exposes no named fields.
No examples provided.
cooperative_benefits Cooperative Benefits ~120
Benefits and member obligations of a cooperative type in Kenya: sacco, chama or farmers_coop. Use when someone is deciding whether to join. An unrecognised coop_type returns the SACCO entry and coop_type_applied says so. Returns the source label, coop_type, coop_type_applied, benefits, obligations and the SASRA pointer. Rates quoted are indicative and labelled DEMO: compare actual SACCO and bank terms. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| coop_type | – | – | sacco (default), chama or farmers_coop. |
Structured output declared, but exposes no named fields.
No examples provided.
cooperative_rights_query Cooperative Rights Query ~137
Rights of a cooperative or SACCO member on a topic such as audit, voting, exit or disputes, including the escalation path to the Cooperative Tribunal and which deposits SASRA protects. Use when a member asks what they can demand or where to complain. Keywords in topic select entries; if none match, ALL rights are returned. Returns the source label, topic, rights, the SASRA pointer and the tribunal. Static summary labelled DEMO and not legal advice: verify with the Commissioner for Cooperatives or an advocate. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| topic | string | yes | Topic such as audit, vote, exit or dispute. |
Structured output declared, but exposes no named fields.
No examples provided.
sacco_finder Sacco Finder ~198
List sample SACCOs (savings and credit cooperatives) in Kenya by sector, with type, sector, a regulation flag and, for some, assets under management. Use when someone asks which SACCOs exist for their sector. Only sector filters the list (matching text, for example teachers or energy); county is only echoed back. Returns the source label, the echoed county and sector, the matching sample_saccos (empty if none match), a pointer to the full SASRA registry and a safety tip. A short hand-written sample labelled DEMO, not the SASRA register: figures are unverified, so check sasra.or.ke before joining. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| county | – | – | Kenyan county to search for SACCOs in, e.g. 'Nairobi', 'Mombasa'. |
| sector | – | – | SACCO sector, e.g. 'transport', 'teachers', 'farmers'. |
Structured output declared, but exposes no named fields.
No examples provided.
sacco_loan_guide Sacco Loan Guide ~181
Indicative SACCO loan terms by product: development, emergency, school_fees or super_loan, with the borrowing multiple on shares or deposits, the monthly rate, maximum term and what is required. Use when a member asks how much they could borrow or what a loan type costs. An unrecognised loan_type returns the development terms and loan_type_applied says so. Returns the source label, loan_type, loan_type_applied, the sacco filter (echoed) and the terms. Indicative figures labelled DEMO: rates vary by SACCO, so ask the SACCO for its schedule. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| loan_type | – | – | development (default), emergency, school_fees or super_loan. |
| sacco_name | – | – | Optional filter for sacco name. Pass None to return all results. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/jumuia-mcp server?
io.github.gabrielmahia/jumuia-mcp runs locally as a PyPI package, launched with uvx jumuia-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 · jumuia-mcp
claude mcp add gabrielmahia-jumuia-mcp -- uvx jumuia-mcp
What is the io.github.gabrielmahia/jumuia-mcp server?
io.github.gabrielmahia/jumuia-mcp is listed in the public MCP registry as io.github.gabrielmahia/jumuia-mcp. Kenya community finance guides: SACCOs, chama formation, cooperatives, loans, member rights. This page covers its PyPI package (jumuia-mcp).
Is the io.github.gabrielmahia/jumuia-mcp server safe to use?
io.github.gabrielmahia/jumuia-mcp scores 77 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/jumuia-mcp server expose?
io.github.gabrielmahia/jumuia-mcp exposes 5 tools: sacco_finder, chama_formation_guide, cooperative_benefits, sacco_loan_guide, cooperative_rights_query. Their descriptions and schemas cost roughly 794 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/jumuia-mcp server still maintained?
io.github.gabrielmahia/jumuia-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/jumuia-mcp server under?
io.github.gabrielmahia/jumuia-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.