Sowbird: the site's own MCP server — dataset; every answer cites the site.
Scored across 7 tools
Each tool targets a distinct query mode: schema, provenance, exact lookup, substring search, multi-value comparison, numeric stats, and top/bottom rows. The descriptions clearly differentiate row/compare/search, though row and compare have some conceptual overlap.
All tool names follow the same `dataset_` prefix followed by a noun (columns, compare, provenance, row, search, stats, top), creating a predictable and consistent naming pattern.
Seven tools is well-scoped for a read-only dataset exploration server. Each tool serves a unique purpose with no redundancy, covering schema, metadata, lookup, search, comparison, statistics, and ranking.
The set covers schema, provenance, exact and substring search, comparisons, summary stats, and extremes, which handles most dataset Q&A needs. Minor gaps like group-by aggregation or pagination are not critical for the apparent purpose.
The columns, which of them are numeric, the row count and the provenance banner of the Sowbird dataset. Call this first to learn the schema.
Inputs: no named parameters.
The rows of the Sowbird dataset whose column is any of the given values, in the order given — for "X vs Y" questions.
Inputs: column (required), values (required).
The source, the date it was computed, the licence and the citation for the Sowbird dataset. Read this to attribute a figure correctly.
Inputs: no named parameters.
The rows of the Sowbird dataset where a column equals a value exactly (case-insensitive).
Inputs: value (required), column (required).
Rows of the Sowbird dataset whose cells contain the query (case-insensitive), up to 50.
Inputs: query (required), limit.
count, min, max, mean, median and sum of a numeric column of the Sowbird dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).
Inputs: column (required).
The highest (or lowest) rows of the Sowbird dataset by a numeric column — "which is the most/least X".
Inputs: column (required), limit, ascending.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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