com.buffrota/site
Description
Buffrota: the site's own MCP server — dataset, enquiry (enquiry = a human handoff, not a...
What our measurements say
com.buffrota/site is a remote MCP server published at buffrota.com. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 595 ms, a delay an agent will notice. It offers a narrow, focused set of 10 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Dataset tools have clear, distinct purposes and well-structured parameters.
- Separation between dataset and enquiry functions avoids confusion.
Weaknesses
- Enquiry tool names like 'submit_enquiry' lack specificity about their role.
- Parameter descriptions for 'submit_enquiry' could better align with multi-step process.
- Error handling details (e.g., invalid inputs) are not explicitly documented.
submit_enquiry— Parameter 'confirmation' is optional but description implies it's needed for step 1.enquiry_describe— Does not explicitly state if it's required before using submit_enquiry.dataset_compare— Values array order is mentioned but not clarified if it affects results.
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 271ms → warm 52ms (penalty 219ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
dataset_columnsThe columns, which of them are numeric, the row count and the provenance banner of the Buffrota dataset. Call this first to learn the schema.
dataset_searchRows of the Buffrota dataset whose cells contain the query (case-insensitive), up to 50.
querystringrequiredlimitinteger
dataset_rowThe rows of the Buffrota dataset where a column equals a value exactly (case-insensitive).
columnstringrequiredvaluestringrequired
dataset_compareThe rows of the Buffrota dataset whose column is any of the given values, in the order given — for "X vs Y" questions.
columnstringrequiredvaluesarrayrequired
dataset_statscount, 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).
columnstringrequired
dataset_topThe highest (or lowest) rows of the Buffrota dataset by a numeric column — "which is the most/least X".
columnstringrequiredlimitintegerascendingboolean
dataset_provenanceThe source, the date it was computed, the licence and the citation for the Buffrota dataset. Read this to attribute a figure correctly.
enquiry_describeRead first. States plainly what submit_enquiry does on Buffrota: 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.
enquiry_fieldsEvery 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.
submit_enquirySubmits 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 any provider sees it. Consent means the person has read and agreed to: "By submitting you agree Buffrota shares your details with commercial cleaning contractors who may contact you."
answersobjectrequiredconsentbooleanrequiredconfirmationstring
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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