io.github.gabrielmahia/swahili-health-mcp
PYPI · SWAHILI-HEALTH-MCP
Kenya county health indicators (maternal care, immunization, stunting) from the Kenya DHS 2022
Available components
Last scanned (7 hours ago)
Scores higher than 94% of PyPI servers
Category Health and Science
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/swahili-health-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 Usability70
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 1031 tokens (~206/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 +16
- Malware scan: unverified → pass ▲ security
- 3 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.
- 2 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- Package version: 0.2.5 → 0.2.6 functional
- 1 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 31 Oct 26 −14
- Malware scan: pass → unverified ▼ security
- 29 Oct 26 +16
- Malware scan: unverified → pass ▲ security
- 27 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.
- 25 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.
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/swahili-health-mcp@0.2.6
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/swahili-health-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/swahili-health-mcp/.github/workflows/publish.yml@refs/tags/v0.2.6 |
| Rekor log index | 3642045371 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:f0b924a27a2d151d323b3643d3bb1ab1573777d55b8777f2d9a220c3bb8e4394 |
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 →
compare_counties Compare Counties ~281
Rank Kenyan counties on one indicator to see where need is greatest or coverage is best. Use when the user asks which counties are lowest or highest on something; get a valid indicator id from list_health_indicators, or pass a distinctive part of its label such as stunted. Returns the n counties (1 to 47, default 5) ranked by numeric value, each with percent, sample size n and period, plus direction (for no vaccinations, stunting and no postnatal checkup lower is better, so lowest is the best), source and a sampling-error caveat. County samples are small, so close values are not reliably different. An ambiguous indicator returns an error listing the ids. Read-only and offline.
| Name | Type | Req | Description |
|---|---|---|---|
| indicator | string | yes | An indicator id from list_health_indicators (for example "CH_VACC_C_DP3") or a distinctive part of its label (for example "stunted"). Ambiguous or unknown input returns an error listing the ids. |
| n | integer | – | How many counties to return, 1 to 47 (default 5). |
| order | string | – | "lowest" or "highest" by numeric value. For indicators where lower is better (no vaccinations, stunting, no postnatal checkup) the result states the direction; lowest is then the best, not the worst. |
Structured output declared, but exposes no named fields.
No examples provided.
get_county_health_profile Get County Health Profile ~184
Get every indicator this server holds for one Kenyan county: maternal care, child immunization and child stunting. Use when the user asks how a county is doing overall; for one topic use get_maternal_health_indicators or get_immunization_coverage, and to rank counties use compare_counties. Returns each indicator's survey estimate in percent with sample size n, reference period and whether higher or lower is better, plus the survey source, retrieval date and a sampling-error caveat. An unknown county returns an error listing the 47 valid counties; nothing is guessed. Read-only and offline.
| Name | Type | Req | Description |
|---|---|---|---|
| county | string | yes | A county name such as "Mombasa", "Murang'a" or "Nairobi" (case, spaces and apostrophes are ignored). An unknown name returns an error listing the valid counties; nothing is guessed. |
Structured output declared, but exposes no named fields.
No examples provided.
get_immunization_coverage Get Immunization Coverage ~228
Get the percentage of children aged 12-23 months in a county who received a given vaccine, from the Kenya DHS 2022. Use when asked about vaccination coverage; vaccine is one of BCG, DPT3 (also PENTA3), MEASLES, FULL (fully vaccinated with the 8 basic antigens) or NONE (received no vaccinations, where lower is better). Returns one survey estimate with sample size n, source and a sampling-error caveat; DHS gives no reference-period label for these indicators and the answer says so. An unknown county or vaccine returns an error, never a substituted default. Read-only and offline.
| Name | Type | Req | Description |
|---|---|---|---|
| county | string | yes | A county name such as "Turkana". An unknown name returns an error listing the valid counties. |
| vaccine | string | – | One of BCG, DPT3 (also PENTA3), MEASLES, FULL (fully vaccinated with the 8 basic antigens) or NONE (received no vaccinations). Default DPT3. Anything else is an error: no default value is substituted. |
Structured output declared, but exposes no named fields.
No examples provided.
get_maternal_health_indicators Get Maternal Health Indicators ~162
Get a county's maternal health indicators from the Kenya DHS 2022: antenatal visits (4 or more), antenatal care from a skilled provider, skilled assistance at delivery, delivery in a health facility, and mothers with no postnatal checkup. Use when asked about pregnancy, childbirth or postnatal care in a county. Returns survey estimates in percent with sample size n and the DHS-preferred reference period (the two years before the survey), plus source and a sampling-error caveat. An unknown county returns an error listing valid counties. Read-only and offline.
| Name | Type | Req | Description |
|---|---|---|---|
| county | string | yes | A county name such as "Kisumu" or "Tana River". An unknown name returns an error listing the valid counties. |
Structured output declared, but exposes no named fields.
No examples provided.
list_health_indicators List Health Indicators ~102
List every health indicator this server holds (id, label, the population it is measured on, and whether higher or lower is better) with the survey they come from. Takes no arguments. Call this first to learn valid indicator ids for compare_counties. Returns the Kenya DHS 2022 source, the retrieval date, the number of counties (47) and the indicator list. Read-only and offline: it reads a bundled snapshot and makes no network call.
Input schema present but exposes no named parameters.
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/swahili-health-mcp server?
io.github.gabrielmahia/swahili-health-mcp runs locally as a PyPI package, launched with uvx swahili-health-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 · swahili-health-mcp
claude mcp add gabrielmahia-swahili-health-mcp -- uvx swahili-health-mcp
What is the io.github.gabrielmahia/swahili-health-mcp server?
io.github.gabrielmahia/swahili-health-mcp is listed in the public MCP registry as io.github.gabrielmahia/swahili-health-mcp. Kenya county health indicators (maternal care, immunization, stunting) from the Kenya DHS 2022. This page covers its PyPI package (swahili-health-mcp).
Is the io.github.gabrielmahia/swahili-health-mcp server safe to use?
io.github.gabrielmahia/swahili-health-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/swahili-health-mcp server expose?
io.github.gabrielmahia/swahili-health-mcp exposes 5 tools: list_health_indicators, get_county_health_profile, get_maternal_health_indicators, get_immunization_coverage, compare_counties. Their descriptions and schemas cost roughly 957 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/swahili-health-mcp server still maintained?
io.github.gabrielmahia/swahili-health-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/swahili-health-mcp server under?
io.github.gabrielmahia/swahili-health-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.