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FlightDelayHQ: 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 have distinct roles: schema inspection, provenance, exact-row lookup, substring search, multi-value comparison, statistics, and ranking. The overlap between dataset_row, dataset_search, and dataset_compare could cause slight hesitation, but their descriptions clearly differentiate exact matching, text search, and X-vs-Y comparison. The enquiry tools are cleanly separated into explanation, field discovery, and submission.

Naming Consistency3/5

All names use snake_case and are grouped by dataset_ and enquiry_ prefixes, which aids readability. However, the suffixes mix nouns and verbs (dataset_columns, dataset_compare, dataset_stats, dataset_top), and submit_enquiry breaks the otherwise consistent enquiry_ prefix pattern. The convention is readable but not fully predictable.

Tool Count5/5

Ten tools is well within the ideal range and each tool maps to a meaningful capability. Seven dataset tools cover querying needs without redundancy, and three enquiry tools cover explanation, field discovery, and submission. The set feels deliberately scoped rather than padded.

Completeness4/5

The dataset surface covers schema, provenance, exact lookup, text search, comparison, statistics, and ranking, which is strong for read-only exploration. The enquiry flow includes description, fields, and a two-step submit with consent. Minor gaps remain, such as no enquiry status/retrieval after submission, but core workflows are covered.

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 FlightDelayHQ dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideCInspect

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

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

dataset_searchSearch the datasetAInspect

Rows of the FlightDelayHQ 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 FlightDelayHQ 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 FlightDelayHQ 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 FlightDelayHQ: 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 FlightDelayHQ 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 FlightDelayHQ: 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 FlightDelayHQ may reply to your question by email. We do not sell your details to anyone."

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

Tool Schema Changelog

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