com.attestvio/site
Description
Attestvio: the site's own MCP server — dataset; every answer cites the site.
What our measurements say
com.attestvio/site is a remote MCP server published at attestvio.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 691 ms, a delay an agent will notice. It offers a narrow, focused set of 7 tools. 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
- Tool names consistently use 'dataset_' prefix for clear intent.
- Some tools (e.g., dataset_provenance) address specific needs like citations.
Weaknesses
- Descriptions often omit explicit use cases (e.g., dataset_compare's 'X vs Y' reference is vague).
- Parameter constraints (e.g., dataset_search's 50-row limit) are not universally documented.
- No mention of error handling for invalid inputs (e.g., non-numeric columns in dataset_stats).
dataset_compare— Description unclear on when to use 'X vs Y' scenariosdataset_search— Row limit constraint (50) not explicitly stated in descriptiondataset_stats— No mention of handling invalid numeric columns in parametersdataset_top— Default behavior for 'ascending' parameter not specified
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.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 270ms → warm 270ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
dataset_columnsThe columns, which of them are numeric, the row count and the provenance banner of the Attestvio dataset. Call this first to learn the schema.
dataset_searchRows of the Attestvio dataset whose cells contain the query (case-insensitive), up to 50.
querystringrequiredlimitinteger
dataset_rowThe rows of the Attestvio dataset where a column equals a value exactly (case-insensitive).
columnstringrequiredvaluestringrequired
dataset_compareThe rows of the Attestvio dataset whose column is any of the given values, in the order given — for "X vs Y" questions.
columnstringrequiredvaluesarrayrequired
dataset_statscount, min, max, mean, median and sum of a numeric column of the Attestvio dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).
columnstringrequired
dataset_topThe highest (or lowest) rows of the Attestvio dataset by a numeric column — "which is the most/least X".
columnstringrequiredlimitintegerascendingboolean
dataset_provenanceThe source, the date it was computed, the licence and the citation for the Attestvio dataset. Read this to attribute a figure correctly.
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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