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Server Details

PunchListWorks: 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

Disambiguation4/5

Most tools are clearly distinct: columns/provenance/stats/top serve different purposes, while row, search, and compare all retrieve rows but with different matching semantics. dataset_compare and dataset_row could be confused at first glance, but the descriptions clarify exact vs. contains vs. ordered multi-value comparisons.

Naming Consistency5/5

All seven tools share the consistent dataset_ prefix followed by a short, meaningful descriptor (columns, compare, provenance, row, search, stats, top). Even though some suffixes are nouns and some verbs, the pattern is highly predictable and uniform.

Tool Count5/5

Seven tools is a well-scoped size for a read-only dataset exploration server. Each tool covers a distinct useful operation without bloat or significant redundancy.

Completeness4/5

The surface covers schema discovery, provenance, exact lookup, substring search, comparisons, numeric stats, and top/bottom ranking, which suits a read-only dataset. Missing operations like group-by or distinct-value summaries are minor and not critical for the apparent 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 PunchListWorks dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the PunchListWorks 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 PunchListWorks 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 PunchListWorks 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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