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Server Details

Enrolvo: 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

The tools are mostly distinct: schema, provenance, exact lookup, ordered comparison, substring search, stats, and top/bottom are separate concerns. There is minor overlap between dataset_row and dataset_compare for a single exact value, but the descriptions make the intended use cases reasonably clear.

Naming Consistency4/5

All tools consistently use the dataset_ prefix and snake_case naming. The suffixes are mostly noun-like, with compare and search as verb-like exceptions, but the overall pattern remains predictable and easy to scan.

Tool Count5/5

Seven tools is well-scoped for a read-only dataset query server. Each tool addresses a distinct class of question, and none feel redundant or unnecessary for the stated purpose.

Completeness4/5

The set covers schema discovery, provenance, exact lookup, multi-value comparison, substring search, numeric aggregation, and ordering. More advanced operations like multi-column filters or distinct-value enumeration are missing but can often be worked around with the provided tools.

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 Enrolvo dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the Enrolvo 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 Enrolvo 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 Enrolvo 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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