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Server Details

Subsroom: 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

A3.8/5.0

Scored across 7 tools

Disambiguation5/5

Each tool targets a distinct operation: schema discovery, value comparison, provenance, exact match, substring search, numeric statistics, and top/bottom ranking. The overlap between row, search, and compare is clear from descriptions, so agents can reliably select the right tool.

Naming Consistency5/5

All tools share the 'dataset_' prefix and use clear, consistent snake_case with descriptive suffixes (columns, compare, provenance, row, search, stats, top). The pattern is uniform and instantly conveys the purpose of each tool.

Tool Count5/5

Seven tools is well-scoped for a dataset exploration server. Each tool adds a distinct capability without redundancy, covering schema, provenance, retrieval, stats, and comparisons—appropriate for answering diverse data questions.

Completeness4/5

The surface covers core dataset operations: schema, provenance, exact/substring lookup, comparison, statistics, and top/bottom ranking. Minor gaps like numeric range filtering (e.g., 'greater than') are absent, but agents can work around them using stats and top tools.

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 Subsroom dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideBInspect

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

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

dataset_searchSearch the datasetAInspect

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

Inputs: query (required), limit.

dataset_statsSummary statistics for a numeric columnAInspect

count, min, max, mean, median and sum of a numeric column of the Subsroom 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 Subsroom 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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