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RMMCompare: the site's own MCP server — dataset, enquiry (enquiry = a human handoff, not a...

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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

A3.5/5.0

Scored across 10 tools

Disambiguation4/5

The dataset tools split into clearly-motivated operations (schema, provenance, exact row, substring search, multi-value compare, stats, top-N), and the descriptions explicitly distinguish exact-match from contains-match from any-of matching. The only residual confusion is between dataset_row, dataset_search and dataset_compare, which all retrieve rows by value and differ mainly in matching semantics. The enquiry trio is cleanly separated into explain, schema, and two-step submit.

Naming Consistency4/5

All names are snake_case with a consistent resource prefix (dataset_*, enquiry_*) plus submit_enquiry, so grouping is immediately readable. The suffix style mixes nouns (dataset_columns, dataset_row, enquiry_fields) with action-ish words (dataset_search, dataset_compare, dataset_top), but it never becomes cryptic. Minor deviation only: submit_enquiry uses verb_noun while the rest are noun-oriented.

Tool Count5/5

Ten tools is a well-scoped set: seven read-only dataset accessors covering distinct query shapes, two meta tools for the enquiry schema and meaning, and one submit action. Each tool has an evident, non-redundant role and nothing feels padded or missing at the count level.

Completeness4/5

The read side has strong coverage: schema introspection, provenance/citation, exact lookup, free-text search, multi-value comparison, numeric aggregates and top/bottom ranking — enough for most analytical questions without dead ends. Minor gaps: no way to combine multiple predicates in a single query, no group-by/categorical aggregation, and no enquiry status or retrieval tool after submission.

Available Tools

10 tools
dataset_columnsDataset columns and shapeAInspect

The columns, which of them are numeric, the row count and the provenance banner of the RMMCompare dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideBInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the RMMCompare dataset whose cells contain the query (case-insensitive), up to 50.

Inputs: query (required), limit.

dataset_statsSummary statistics for a numeric columnBInspect

count, min, max, mean, median and sum of a numeric column of the RMMCompare 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 RMMCompare dataset by a numeric column: "which is the most/least X".

Inputs: column (required), limit, ascending.

enquiry_describeWhat you get: an ENQUIRY with a human (not a purchase, not a guaranteed quote)AInspect

Read first. States plainly what submit_enquiry does on RMMCompare: it starts an enquiry with human providers who quote directly. Nothing is bought, ordered or paid; no quote is guaranteed; it is free. Also returns who receives the details, the consent wording, and how the person confirms.

Inputs: no named parameters.

enquiry_fieldsThe questions the enquiry asksAInspect

Every field of the RMMCompare enquiry: key, label, type, whether required, help text and the allowed options where there are any. Pass answers to submit_enquiry keyed by field key.

Inputs: no named parameters.

submit_enquirySubmit an ENQUIRY to human providers (two steps; not a purchase)AInspect

Submits an enquiry to RMMCompare: NOT a purchase, NOT a guaranteed quote. Step 1: call with the answers (keyed by field key from enquiry_fields) and consent=true; it validates and returns a summary, the consent line and a confirmation token; show the person the summary and the consent line. Step 2: only if the person agrees, call again with the same answers, consent=true and the confirmation token; the enquiry is then submitted, and the person receives an email with a link they must click before any provider sees it. Consent means the person has read and agreed to: "By submitting you agree RMMCompare emails you a recommendation and shares nothing else with anyone."

Inputs: answers (required), consent (required), confirmation.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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