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Calibvo: 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

Most tools target clearly distinct query intents: schema, provenance, exact match, substring search, multi-value compare, aggregates, and top-N. However, dataset_columns mentions returning a 'provenance banner', which overlaps slightly with dataset_provenance, and dataset_compare's name could be misread as comparing rows rather than filtering multiple values.

Naming Consistency5/5

All tools use the dataset_ prefix followed by a single lowercase word in snake_case, giving a predictable and uniform naming scheme. There are no mixed conventions or inconsistent verb/noun styles.

Tool Count5/5

Seven tools form a tight, well-scoped set for querying a single dataset; each operation (schema, provenance, stats, search, exact row, compare, top) covers a distinct need without redundant tools.

Completeness4/5

The read-only query surface covers schema discovery, provenance, exact and fuzzy retrieval, comparison, aggregates, and top-N, which is nearly complete for a dataset inspection server. Minor gaps include no explicit pagination or full-table dump, though dataset_search's 50-row limit partially mitigates this.

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 Calibvo dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_statsSummary statistics for a numeric columnBInspect

count, min, max, mean, median and sum of a numeric column of the Calibvo 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 Calibvo dataset by a numeric column — "which is the most/least X".

Inputs: column (required), limit, ascending.

Tool Schema Changelog

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