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Server Details

Jobcardo: 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

A3.9/5.0

Scored across 7 tools

Disambiguation5/5

Each tool targets a distinct query mode: schema, provenance, exact match, contains search, multi-value comparison, statistics, and top/bottom rows. Any possible overlap between dataset_row and dataset_compare is clarified by their descriptions.

Naming Consistency5/5

All tools follow the same dataset_<noun> pattern with clear, memorable names. The naming convention is perfectly consistent across all seven tools.

Tool Count5/5

Seven tools is well-scoped for a single-dataset exploration server. Each tool covers a necessary part of the data-querying workflow without redundancy or bloat.

Completeness5/5

The toolset covers the full data-exploration lifecycle: learn the schema, check provenance, filter rows, search, compare values, compute stats, and get top/bottom entries. No obvious operation needed to explore this dataset is missing.

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 Jobcardo dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the Jobcardo 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 Jobcardo dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).

Inputs: column (required).

dataset_topRank rows by a numeric columnCInspect

The highest (or lowest) rows of the Jobcardo 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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