io.github.gabrielmahia/soko-mcp
PYPI · SOKO-MCP
Kenya commodity price tools on synthetic demo data: prices, trends, comparison, sell or hold.
Available components
Last scanned (16 hours ago)
Scores higher than 98% 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 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/soko-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 Usability72
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 868 tokens (~173/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 +15
- Malware scan: unverified → pass ▲ security
- 2 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- Package version: 0.1.8 → 0.1.9 functional
- 1 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 31 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- Stability: 0.97 → pass security
- 30 Oct 26 0
- Stability: pass → 0.97 functional
- 29 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 28 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- 26 Oct 26 0
- Package version: 0.1.6 → 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/soko-mcp@0.1.9
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/soko-mcp |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/gabrielmahia/soko-mcp/.github/workflows/publish.yml@refs/tags/v0.1.9 |
| Rekor log index | 3641981804 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:a103dee83e2423e37ccc5f98f12289f3c483416ea3adf57cc56cfc501be14278 |
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 →
commodity_price_query Commodity Price Query ~178
Indicative price of a commodity in a Kenyan market (nairobi, nakuru, eldoret, kisumu or mombasa). Use when a farmer or trader asks what something sells for. Prices come from a SYNTHETIC demo dataset, not market observations. An unknown commodity or market returns status NOT_FOUND with the markets that have data, never a guess. Returns status, the price details and a note to verify at eagc.org or a county market board. Read-only.
| Name | Type | Req | Description |
|---|---|---|---|
| commodity | string | yes | Commodity: maize, beans, wheat, potatoes, tomatoes, avocados, tea_bulk, coffee_parchment, sugarcane, onions, kale_sukuma, milk, chicken, eggs |
| market | string | yes | Market: nairobi, nakuru, eldoret, kisumu, mombasa |
Structured output declared, but exposes no named fields.
No examples provided.
market_overview Market Overview ~138
Indicative prices for several commodities in one market, with a seasonal context note. Use when someone wants a snapshot of a market. commodities is a comma-separated list such as maize,beans,potatoes; any not in the dataset are listed in commodities_not_found. Returns status, market, date, season context, the prices and the not-found list. Prices are SYNTHETIC demo data: verify at eagc.org or county market boards. Read-only.
| Name | Type | Req | Description |
|---|---|---|---|
| commodities | string | yes | Comma-separated list of commodities (e.g., 'maize,beans,potatoes') |
| market | string | – | Primary market to query |
Structured output declared, but exposes no named fields.
No examples provided.
price_trend_analysis Price Trend Analysis ~157
Seasonal price trend (rising, falling or stable) for a commodity in a market over the next 1 to 6 months. Use when someone asks whether prices are likely to go up or down. This is a simple seasonal model on SYNTHETIC data, not a forecast: real prices depend on weather, exports, policy and currency. An unknown commodity or market returns NOT_FOUND. Returns the trend, its driver, a warning and the source. Read-only.
| Name | Type | Req | Description |
|---|---|---|---|
| commodity | string | yes | Commodity to analyse |
| market | string | yes | Market: nairobi, nakuru, eldoret, kisumu, mombasa |
| months_ahead | integer | – | Forecast horizon in months (1-6) |
Structured output declared, but exposes no named fields.
No examples provided.
regional_price_comparison Regional Price Comparison ~120
Compare a commodity's indicative price across Kenyan markets relative to the farmer's location. Use when someone asks where to sell for the best price. Based on SYNTHETIC demo data; an unknown commodity returns NOT_FOUND. Returns status and the regional comparison. Transport costs and quality are not modelled: verify prices before travelling. Read-only.
| Name | Type | Req | Description |
|---|---|---|---|
| commodity | string | yes | Commodity to compare (maize, beans, wheat, potatoes, avocados, etc.) |
| farmer_location | string | yes | Farmer's location/county (for transport cost context) |
Structured output declared, but exposes no named fields.
No examples provided.
sell_hold_decision Sell Hold Decision ~190
Compare selling now with storing a commodity for up to several months, using seasonal averages, the quantity, storage cost per month and months you can store. Use when a farmer asks whether to sell or hold. A DEMO model on SYNTHETIC seasonal averages: not advice, and real decisions need actual prices, storage quality and buyer contracts. An unknown commodity or market returns NOT_FOUND. Returns the current value, a recommendation with rationale, the future price scenarios and where to verify prices. Read-only.
| Name | Type | Req | Description |
|---|---|---|---|
| commodity | string | yes | Your commodity |
| market | string | yes | Your nearest market |
| months_can_store | integer | – | Maximum months you can store the commodity |
| quantity_bags | integer | yes | Quantity you want to sell (bags or units) |
| storage_cost_per_month_kes | integer | – | Your storage cost per month in KES (0 if storing is free) |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.gabrielmahia/soko-mcp server?
io.github.gabrielmahia/soko-mcp runs locally as a PyPI package, launched with uvx soko-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 · soko-mcp
claude mcp add gabrielmahia-soko-mcp -- uvx soko-mcp
What is the io.github.gabrielmahia/soko-mcp server?
io.github.gabrielmahia/soko-mcp is listed in the public MCP registry as io.github.gabrielmahia/soko-mcp. Kenya commodity price tools on synthetic demo data: prices, trends, comparison, sell or hold. This page covers its PyPI package (soko-mcp).
Is the io.github.gabrielmahia/soko-mcp server safe to use?
io.github.gabrielmahia/soko-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/soko-mcp server expose?
io.github.gabrielmahia/soko-mcp exposes 5 tools: commodity_price_query, regional_price_comparison, price_trend_analysis, sell_hold_decision, market_overview. Their descriptions and schemas cost roughly 783 tokens of context every time the server is loaded.
Is the io.github.gabrielmahia/soko-mcp server still maintained?
io.github.gabrielmahia/soko-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/soko-mcp server under?
io.github.gabrielmahia/soko-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.