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Buffrota: 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

A3.6/5.0

Scored across 10 tools

Disambiguation4/5

Each dataset tool targets a distinct query shape: schema (columns), exact lookup (row), multi-value lookup (compare), substring search (search), aggregation (stats), ranking (top), and attribution (provenance). The only mild overlap is dataset_row vs dataset_compare vs dataset_search, but the descriptions clearly separate exact-match, value-list, and free-text semantics. The three enquiry tools are cleanly split into explain, schema, and submit.

Naming Consistency4/5

The set is entirely snake_case with a dominant dataset_ prefix and an enquiry_ family, which is easy to scan and predict. The one deviation is submit_enquiry, which uses a verb-first form instead of the enquiry_ noun prefix used by its siblings. That is a minor inconsistency, not a readability problem.

Tool Count5/5

Ten tools is squarely in the well-scoped range for a single-dataset Q&A surface plus a consent-gated enquiry flow. Each dataset tool covers a different query intent and each enquiry tool a different step, so nothing feels padded. No obvious tool is missing or redundant.

Completeness4/5

The read surface covers discovery, filtering, aggregation, ranking, and provenance, and the enquiry flow covers description, field schema, validation, and two-step confirmation with consent — a complete lifecycle. Minor gaps remain: no group-by/cross-column aggregation or time/date filtering, and only one dataset is addressable. These are workarounds, not dead ends.

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 Buffrota dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideCInspect

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

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

dataset_searchSearch the datasetBInspect

Rows of the Buffrota 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 Buffrota 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 Buffrota 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 Buffrota: it starts an enquiry with Buffrota, whose team reads it and replies 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 Buffrota 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 Buffrota (two steps; not a purchase)AInspect

Submits an enquiry to Buffrota: 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 the Buffrota team sees it. Consent means the person has read and agreed to: "By sending this you agree the Buffrota team reads your enquiry and replies by email. We do not pass it to anyone else."

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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