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Server Details

Markupbird: 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

A3.7/5.0

Scored across 7 tools

Disambiguation4/5

Each tool targets a distinct access pattern: schema, provenance, exact-match row lookup, multi-value ordered comparison, substring search, numeric stats, and top/bottom ranking. dataset_row and dataset_compare are similar but clearly differentiated by exact value match versus ordered list of values.

Naming Consistency4/5

All tools share the consistent dataset_ prefix and a single descriptive word. There is slight variation between nouns (columns, provenance, row, stats, top) and verbs (compare, search), but the pattern is predictable enough for easy recognition.

Tool Count5/5

Seven tools is a well-scoped size for a dataset exploration server. Each tool provides a distinct query mode without unnecessary duplication or bloat.

Completeness4/5

The surface covers schema, provenance, exact and fuzzy row retrieval, numeric statistics, and ranking. A full-table dump or arbitrary multi-condition filtering is missing, but the core workflows for dataset Q&A 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 Markupbird dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the Markupbird 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 Markupbird 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 Markupbird 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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