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LPreportly: 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

Most tools have clearly distinct purposes: schema, provenance, exact row lookup, text search, multi-value comparison, stats, and top-N. dataset_row and dataset_compare could be confused since both filter on column values, but compare explicitly handles multiple given values and ordering.

Naming Consistency4/5

All tools share a consistent dataset_ prefix and use lowercase snake_case, making the pattern predictable. However, the second part mixes noun-style names (columns, provenance, row) with verb/action-style names (compare, search, stats, top), so it is not a uniform verb_noun convention.

Tool Count5/5

Seven tools is a well-scoped size for a single-dataset read-only server. Each tool provides a distinct mode of access or summary without unnecessary redundancy or bloat.

Completeness4/5

The set covers schema discovery, provenance, exact-value lookup, substring search, multi-value comparison, numeric statistics, and top/bottom rows. Minor gaps exist, such as no pagination or distinct-value listing, but most dataset exploration questions can be answered with the available 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 LPreportly dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the LPreportly 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 LPreportly 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 LPreportly 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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