Medicare Plan Comparison: the site's own MCP server — dataset, enquiry (enquiry = a human...
Scored across 10 tools
The dataset tools each target a distinct retrieval shape (schema, exact match, substring search, compare, stats, top-N, provenance), and the enquiry tools split cleanly into explain, field schema, and submit. The only real friction is dataset_row vs dataset_search (exact vs substring) and the two 'read first' directives (dataset_columns and enquiry_describe), which could cause minor ordering confusion but not misselection.
All names are snake_case with a clear resource prefix (dataset_*, enquiry_*), which reads predictably. Minor deviation: the mutating tool breaks the prefix pattern as submit_enquiry rather than enquiry_submit, and several dataset_ names use bare nouns (columns, stats) instead of verbs while others use verbs (search, compare, top).
Ten tools is well within the sweet spot. Seven dataset-query tools each cover a genuinely different question shape, and three enquiry tools cover explain/describe/submit without redundancy.
Query coverage is strong: schema, provenance, exact lookup, search, comparison, statistics, and ranking all exist, and the enquiry flow has a proper two-step validated submission with consent. Gaps are minor — no grouping/aggregation across columns, no way to check or withdraw a submitted enquiry, and search is capped at 50 rows with no pagination.
The columns, which of them are numeric, the row count and the provenance banner of the Medicare Plan Comparison dataset. Call this first to learn the schema.
Inputs: no named parameters.
The rows of the Medicare Plan Comparison dataset whose column is any of the given values, in the order given, for "X vs Y" questions.
Inputs: column (required), values (required).
The source, the date it was computed, the licence and the citation for the Medicare Plan Comparison dataset. Read this to attribute a figure correctly.
Inputs: no named parameters.
The rows of the Medicare Plan Comparison dataset where a column equals a value exactly (case-insensitive).
Inputs: value (required), column (required).
Rows of the Medicare Plan Comparison dataset whose cells contain the query (case-insensitive), up to 50.
Inputs: query (required), limit.
count, min, max, mean, median and sum of a numeric column of the Medicare Plan Comparison dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).
Inputs: column (required).
The highest (or lowest) rows of the Medicare Plan Comparison dataset by a numeric column: "which is the most/least X".
Inputs: column (required), limit, ascending.
Read first. States plainly what submit_enquiry does on Medicare Plan Comparison: 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.
Every field of the Medicare Plan Comparison 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.
Submits an enquiry to Medicare Plan Comparison: 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: "This site has no form. It does not take your details and passes nothing to anyone."
Inputs: answers (required), consent (required), confirmation.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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