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Server Details

HostingByStack: 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
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TDQS

A3.8/5.0

Scored across 10 tools

Disambiguation4/5

The seven dataset_* tools have overlapping entry points (dataset_row exact match vs dataset_search substring vs dataset_compare multi-value), but the descriptions make the boundary between them reasonably explicit. The enquiry_* trio is cleanly staged read-then-submit, though enquiry_describe and enquiry_fields both serve as 'read first' orientation, which is slightly redundant.

Naming Consistency4/5

A clear prefix scheme (dataset_*, enquiry_*) groups tools by function and all names are snake_case. The one deviation is submit_enquiry using a verb_noun form while its siblings use noun forms (enquiry_describe, enquiry_fields), a minor inconsistency in an otherwise predictable scheme.

Tool Count5/5

Ten tools is well within the ideal range, and each earns its place: schema, provenance, row lookup, search, compare, stats, top, plus the three-step enquiry flow. Nothing feels padded or missing at the count level.

Completeness4/5

The enquiry workflow is complete end-to-end (describe, discover fields, two-step consented submit), and the dataset surface covers schema, provenance, lookup, search, aggregation and ranking. Gaps are minor: no distinct-value listing for a column, no date-range or multi-column filtering, and no grouped aggregation across categories.

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 HostingByStack dataset. Call this first to learn the schema.

Inputs: no named parameters.

dataset_compareCompare rows side by sideAInspect

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

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

dataset_searchSearch the datasetBInspect

Rows of the HostingByStack 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 HostingByStack 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 HostingByStack 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 HostingByStack: 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 HostingByStack 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 HostingByStack: 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 HostingByStack 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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