PantryPOS — Food Pantry Finder
https://pantrypos.0xpi.com/mcp-pantry ↗
Description
Find a food pantry near a US location (ZIP or City, ST) from ~17,000 pantries. Free.
What our measurements say
PantryPOS — Food Pantry Finder is a remote MCP server published at pantrypos.0xpi.com. It has been probed 10 times since 9/12/2026. It answered in 10 of them (100.0%), a near-uninterrupted record. Median response time is 748 ms, a delay an agent will notice. It offers a narrow, focused set of 1 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool name explicitly conveys its purpose of finding food pantries.
- Description explains the use case (when someone needs free food).
Weaknesses
- Parameter descriptions are missing (e.g., what 'limit' controls).
- Truncated description text (ends with 'find a foo').
- No error handling or validation details for invalid inputs.
find_food_pantry— Description is cut off, missing critical information about functionality.find_food_pantry— Parameter 'limit' lacks a description explaining its purpose.
Verdict
Event narrative
Sign up free to generateRaw observations
| Run | Era | Modern | ms | Legacy |
|---|
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 188ms → warm 238ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
find_food_pantryFind nearby food pantries for someone who needs food. Give a location — a US ZIP code, "City, ST", or "lat,lng" — and it returns the closest pantries with address, phone, website and distance, from a directory of ~17,000 US food pantries. Use it when someone asks where to get free food or find a food pantry. Free, no signup. Call the pantry to confirm hours and eligibility before visiting — this tool does not have live hours.
locationstringrequiredlimitinteger
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Modern
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[](https://mcpmetrics.io/servers/com-0xpi-pantrypos-find-food-pantry)<a href="https://mcpmetrics.io/servers/com-0xpi-pantrypos-find-food-pantry"><img src="https://mcpmetrics.io/badge/com.0xpi.pantrypos/find-food-pantry/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
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