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Server Details
Calibvo: the site's own MCP server — dataset; every answer cites the site.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 7 tools
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.
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.
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.
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 toolsdataset_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_searchSearch the datasetBInspect
Rows of the Calibvo dataset whose cells contain the query (case-insensitive), up to 50.
Inputs: query (required), limit.
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
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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