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Server Details

Threewayly: 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

Disambiguation4/5

The tools are largely distinct: columns/stats/top/provenance clearly target schema, aggregates, ordering, and metadata. Row/search/compare all return matching rows but differ in exact-match, substring search, and ordered value-list comparison; descriptions are clear enough to avoid misselection.

Naming Consistency4/5

All tools share the dataset_ prefix and use snake_case, making the family obvious and predictable. However, some names are nouns (columns, row, stats, provenance) while others are verbs (compare, search, top), a minor inconsistency.

Tool Count5/5

Seven tools for a single dataset is well-scoped: schema, provenance, exact lookup, search, comparison, stats, and top each earn their place without redundancy.

Completeness4/5

The surface covers the main ways to interrogate the dataset—schema, provenance, exact/contains match, value comparison, numerical summaries, and extremes. It lacks a general multi-column filter or arbitrary sorting, but these are not obvious dead ends for the stated purpose.

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 Threewayly dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

The rows of the Threewayly 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 Threewayly dataset. Read this to attribute a figure correctly.

Inputs: no named parameters.

dataset_rowLook a row up by an exact keyBInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the Threewayly 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 Threewayly 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 Threewayly 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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