com.cafmlane/site
Description
Cafmlane: the site's own MCP server — dataset; every answer cites the site.
What our measurements say
com.cafmlane/site is a remote MCP server published at cafmlane.com. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 671 ms, a delay an agent will notice. Its tool list could not be read; the server is closed to direct calls. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tools have distinct, specific functions aligned with dataset operations
- Most parameters are well-defined with required/optional indicators
- Provenance tool explicitly handles citation requirements
Weaknesses
- Some tool names could be more descriptive (e.g., 'dataset_columns' lacks clarity)
- Descriptions occasionally omit specific use cases or constraints
- No explicit error handling or validation details in tool specs
dataset_columns— Name could better reflect schema inspection purposedataset_search— Limit parameter lacks default value clarificationdataset_compare— Values array could specify maximum allowed elementsdataset_stats— No mention of handling non-numeric columns in parametersdataset_top— Ascending parameter lacks default behavior documentation
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- Tool list unreadable — the server responds, but its tools/list call does not return a valid result. Schema checks and AI evaluation cannot run.
- inputSchema invalid: —
- Smoke test not run this round
- Cold-start not measurable (no handshake)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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[](https://mcpmetrics.io/servers/com-cafmlane-site)<a href="https://mcpmetrics.io/servers/com-cafmlane-site"><img src="https://mcpmetrics.io/badge/com.cafmlane/site/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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