com.abutly/site
Description
Abutly: the site's own MCP server — dataset; every answer cites the site.
What our measurements say
com.abutly/site is a remote MCP server published at abutly.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 871 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 are descriptive and indicate their primary function.
- Parameters are clearly defined with required/optional status.
- Some tools explicitly state their use cases (e.g., 'X vs Y' for dataset_compare).
Weaknesses
- Descriptions occasionally omit specific scenarios for when tools should be used.
- No explicit error handling or constraint documentation (e.g., column existence checks).
- Parameter limits (e.g., 'limit' in dataset_search) lack maximum value clarification.
dataset_search— No clarification on maximum 'limit' value allowed.dataset_stats— No mention of handling non-numeric columns explicitly.dataset_row— Lacks specificity on when to use vs dataset_search.
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 258ms → warm 265ms (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 Abutly dataset. Call this first to learn the schema.
dataset_searchRows of the Abutly dataset whose cells contain the query (case-insensitive), up to 50.
querystringrequiredlimitinteger
dataset_rowThe rows of the Abutly dataset where a column equals a value exactly (case-insensitive).
columnstringrequiredvaluestringrequired
dataset_compareThe rows of the Abutly 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 Abutly dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).
columnstringrequired
dataset_topThe highest (or lowest) rows of the Abutly 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 Abutly 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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