Inductvo: the site's own MCP server — dataset; every answer cites the site.
Scored across 7 tools
Each tool targets a distinct operation: schema discovery, provenance, exact row lookup, substring search, statistics, top/bottom ranking, and value comparison. The overlap between dataset_row, dataset_search, and dataset_compare is manageable because each has a clearly different matching mode and purpose.
All tools share the consistent 'dataset_' prefix, making the family instantly recognizable. The second part mixes nouns and verbs, but the pattern is predictable enough that an agent can infer each tool's role from its name.
Seven tools is well-scoped for a single dataset querying server. Each tool addresses a distinct common question type without unnecessary duplication or bloat.
The tool set covers schema discovery, provenance, exact lookup, free-text search, numeric stats, ranking, and comparison, which handles most dataset Q&A workflows. A minor gap is the lack of a paginated 'list all rows' tool, but existing tools can approximate this via search or row lookup.
The columns, which of them are numeric, the row count and the provenance banner of the Inductvo dataset. Call this first to learn the schema.
Inputs: no named parameters.
The rows of the Inductvo 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 Inductvo dataset. Read this to attribute a figure correctly.
Inputs: no named parameters.
The rows of the Inductvo dataset where a column equals a value exactly (case-insensitive).
Inputs: value (required), column (required).
Rows of the Inductvo 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 Inductvo dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).
Inputs: column (required).
The highest (or lowest) rows of the Inductvo 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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