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Server Details

Fitouto: 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

A4.1/5.0

Scored across 7 tools

Disambiguation5/5

Each tool targets a distinct operation: schema inspection, exact row lookup, substring search, value comparison, statistics, top/bottom ranking, and provenance. Although search, row, and compare all retrieve rows, their matching semantics are clearly different and unlikely to be confused.

Naming Consistency5/5

All tools follow the same predictable `dataset_<operation>` snake_case convention. The names consistently indicate which dataset capability they expose, making the tool surface easy to scan and remember.

Tool Count5/5

Seven tools is well-scoped for a dataset exploration server. Each tool covers a meaningful query mode without unnecessary redundancy or overwhelming the agent.

Completeness5/5

The server covers the full range of operations needed to explore the Fitouto dataset: schema discovery, provenance, exact-match row retrieval, substring search, comparative queries, numeric statistics, and ranking. There are no obvious dead ends for the apparent read-only querying purpose.

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 Fitouto dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

The rows of the Fitouto 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 Fitouto dataset. Read this to attribute a figure correctly.

Inputs: no named parameters.

dataset_rowLook a row up by an exact keyAInspect

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

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

dataset_searchSearch the datasetAInspect

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

Inputs: column (required).

dataset_topRank rows by a numeric columnAInspect

The highest (or lowest) rows of the Fitouto 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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