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Server Details

Cookievo: the site's own MCP server — dataset; every answer cites the site.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

A3.5/5.0

Scored across 7 tools

Disambiguation4/5

Most tools have clearly distinct purposes: schema metadata, provenance, exact row lookup, text search, multi-value comparison, statistics, and top/bottom ranking. There is some overlap between dataset_row, dataset_compare, and dataset_search because all retrieve rows, but the descriptions clarify exact equality vs. any-value comparison vs. substring matching.

Naming Consistency5/5

All tools use the same dataset_ prefix with consistent snake_case formatting. Although the suffixes mix noun and verb forms, the namespace pattern is highly predictable and no conventions are mixed inconsistently.

Tool Count5/5

Seven tools is well-scoped for querying a single dataset. Each tool serves a clear, non-redundant querying purpose, and the set is neither thin nor bloated.

Completeness4/5

The surface covers schema discovery, provenance, exact lookup, comparison, search, aggregate stats, and top/bottom ranking, which is strong for a dataset Q&A server. Minor gaps include no explicit full-table retrieval or pagination beyond the 50-row search limit, but common workflows are covered.

Available Tools

7 tools
dataset_columnsDataset columns and shapeAInspect

The columns, which of them are numeric, the row count and the provenance banner of the Cookievo dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideBInspect

The rows of the Cookievo dataset whose column is any of the given values, in the order given — for "X vs Y" questions.

Inputs: column (required), values (required).

dataset_provenanceWhere this data comes from, and how to cite itAInspect

The source, the date it was computed, the licence and the citation for the Cookievo dataset. Read this to attribute a figure correctly.

Inputs: no named parameters.

dataset_rowLook a row up by an exact keyCInspect

The rows of the Cookievo dataset where a column equals a value exactly (case-insensitive).

Inputs: value (required), column (required).

dataset_searchSearch the datasetBInspect

Rows of the Cookievo dataset whose cells contain the query (case-insensitive), up to 50.

Inputs: query (required), limit.

dataset_statsSummary statistics for a numeric columnBInspect

count, min, max, mean, median and sum of a numeric column of the Cookievo dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).

Inputs: column (required).

dataset_topRank rows by a numeric columnBInspect

The highest (or lowest) rows of the Cookievo dataset by a numeric column — "which is the most/least X".

Inputs: column (required), limit, ascending.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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