io.github.gabrielmahia/kilimo-mcp
PYPI · KILIMO-MCP
Kenya farming guides: crop calendar, fertilizer, pests, market timing, varieties, input costs.
Available components
Last scanned (21 hours ago)
Scores higher than 98% of PyPI servers
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/kilimo-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 Usability71
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 956 tokens (~159/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 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 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.
- 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 +16
- Malware scan: unverified → pass ▲ security
- Stability: 0.97 → pass security
- 29 Oct 26 −16
- Malware scan: pass → unverified ▼ security
- Stability: pass → 0.97 functional
- 28 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 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/kilimo-mcp security
- Stability: pass → 0.97 functional
- 21 Oct 26 −11
- Provenance: pass → unverified ▼ security
- The attested source repository moved: gabrielmahia/kilimo-mcp security
- Package version: 0.1.7 → 0.1.8 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/kilimo-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/kilimo-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/kilimo-mcp/.github/workflows/publish.yml@refs/tags/v0.1.10 |
| Rekor log index | 3641971841 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:3127dce23227750d284b6f7334abd39648e7fddd9228241d54a3e4ae35e90680 |
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 →
crop_calendar Crop Calendar ~178
Planting calendar for a Kenyan crop by region, with the long and short rains seasons. Use when a farmer asks when to plant or harvest. Looks the crop up in a small sample table (spaces become underscores) and the region (default highland, falling back to an all-regions entry); a crop not in the table returns the note 'Crop not in sample dataset' with only the season dates. Returns the source label, crop, region, the calendar entry, long and short rains dates and a KALRO pointer. Sample data labelled DEMO: confirm with KALRO or the county agriculture office. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| crop | string | yes | Crop name such as maize or beans; spaces become underscores. |
| region | – | – | Region such as highland (default); falls back to an all-regions entry. |
Structured output declared, but exposes no named fields.
No examples provided.
fertilizer_guide Fertilizer Guide ~162
Fertilizer recommendation for a crop: basal, top-dressing and organic options per acre. Use when a farmer asks what fertilizer to apply. Crops in the sample table get specific advice; any other crop gets a general note (DAP at planting, CAN at six weeks). soil_type is only echoed back. Returns the source label, crop, soil_type, the recommendation, a soil-test pointer (about KES 1,000 per sample) and a note on the fertilizer subsidy. Sample guidance labelled DEMO: confirm with a soil test and KALRO. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| crop | string | yes | Crop name such as maize, beans or tomato. |
| soil_type | – | – | Soil type; only echoed back (default medium). |
Structured output declared, but exposes no named fields.
No examples provided.
input_cost_calculator Input Cost Calculator ~178
Estimate the cost of growing a crop in KES per acre and in total for an acreage: seed, fertilizer, labour and other items. Use when a farmer is budgeting a season. Only crops in the sample table are costed; for any other crop the per-acre entry is a note and estimated_total_kes is null, never zero. Returns the source label, crop, acreage, input_costs_per_acre_kes, estimated_total_kes, a subsidy note and a prices disclaimer. Indicative 2025 agrovet prices labelled DEMO: get quotes from a local agrodealer. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| acreage | number | – | Number of acres (default 1.0); the per-acre cost is multiplied by it. |
| crop | string | yes | Crop name such as maize, tomato or beans. |
Structured output declared, but exposes no named fields.
No examples provided.
kalro_varieties Kalro Varieties ~144
Recommended KALRO varieties for a crop and growing condition, with days to maturity, suited conditions and typical yield. Use when a farmer asks which variety to plant. condition filters by matching text; if nothing matches, ALL varieties for the crop are returned. Returns the source label, crop, condition, recommended_varieties, certified-seed advice (KEPHIS-registered agrodealers) and a KALRO contact. Sample data labelled DEMO: confirm with KALRO. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| condition | – | – | Optional growing condition to filter by, such as highland or drought. |
| crop | string | yes | Crop name such as maize. |
Structured output declared, but exposes no named fields.
No examples provided.
market_timing_guide Market Timing Guide ~137
Best and worst months to sell a commodity, with a storage tip. Use when a farmer asks when to sell. Only commodities in the sample table (such as maize and tomatoes) have month lists; any other returns a pointer to WFP market monitoring. county is only echoed back. Returns the source label, commodity, county, the timing entry and pointers to vam.wfp.org and soko-mcp for current prices. Seasonal patterns labelled DEMO, not price forecasts. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| commodity | string | yes | Commodity such as maize or tomatoes. |
| county | – | – | Optional county; only echoed back. |
Structured output declared, but exposes no named fields.
No examples provided.
pest_disease_alert Pest Disease Alert ~144
Common pests and diseases of a crop with their symptoms and management. Use when a farmer describes damage and asks what it might be. symptom filters the sample list by matching text; if nothing matches, ALL the crop's entries are returned. Returns the source label, crop, the pests or diseases, an emergency KEPHIS number and the fall armyworm reporting line. Sample data labelled DEMO and not a diagnosis: confirm with a county extension officer or KEPHIS. Read-only; no side effects.
| Name | Type | Req | Description |
|---|---|---|---|
| crop | string | yes | Crop name such as maize or tomato. |
| symptom | – | – | Optional symptom text to filter by, such as holes in leaves. |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/kilimo-mcp server?
io.github.gabrielmahia/kilimo-mcp runs locally as a PyPI package, launched with uvx kilimo-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 · kilimo-mcp
claude mcp add gabrielmahia-kilimo-mcp -- uvx kilimo-mcp
What is the io.github.gabrielmahia/kilimo-mcp server?
io.github.gabrielmahia/kilimo-mcp is listed in the public MCP registry as io.github.gabrielmahia/kilimo-mcp. Kenya farming guides: crop calendar, fertilizer, pests, market timing, varieties, input costs. This page covers its PyPI package (kilimo-mcp).
Is the io.github.gabrielmahia/kilimo-mcp server safe to use?
io.github.gabrielmahia/kilimo-mcp scores 95 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/kilimo-mcp server expose?
io.github.gabrielmahia/kilimo-mcp exposes 6 tools: crop_calendar, fertilizer_guide, pest_disease_alert, market_timing_guide, kalro_varieties, input_cost_calculator. Their descriptions and schemas cost roughly 943 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/kilimo-mcp server still maintained?
io.github.gabrielmahia/kilimo-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/kilimo-mcp server under?
io.github.gabrielmahia/kilimo-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.