MCP Radar
MCP Server

site

com.gpagradecompare/site
Data & Analytics Education Public & reachable MCP 2025-11-25

What this MCP does

Provides searchable GPA and grade-comparison data with row comparisons, rankings, statistics, provenance, and a human-provider enquiry handoff.

Capabilities

Tools

10 tools
dataset_columns
Dataset columns and shape
The columns, which of them are numeric, the row count and the provenance banner of the GPA Grade Compare dataset. Call this first to learn the schema.
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {}}
dataset_compare
Compare rows side by side
The rows of the GPA Grade Compare dataset whose column is any of the given values, in the order given — for "X vs Y" questions.
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['column', 'values'], 'properties': {'column': {'type': 'string', 'minLength': 1}, 'values': {'type': 'array', 'items': {'type': 'string', 'minLength': 1}, 'maxItems': 10, 'minItems': 2}}, 'additionalProperties': False}
dataset_provenance
Where this data comes from, and how to cite it
The source, the date it was computed, the licence and the citation for the GPA Grade Compare dataset. Read this to attribute a figure correctly.
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {}}
dataset_row
Look a row up by an exact key
The rows of the GPA Grade Compare dataset where a column equals a value exactly (case-insensitive).
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['column', 'value'], 'properties': {'value': {'type': 'string', 'minLength': 1}, 'column': {'type': 'string', 'minLength': 1}}, 'additionalProperties': False}
dataset_search
Search the dataset
Rows of the GPA Grade Compare dataset whose cells contain the query (case-insensitive), up to 50.
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1}, 'query': {'type': 'string', 'minLength': 1, 'description': 'text to look for in any cell'}}, 'additionalProperties': False}
dataset_stats
Summary statistics for a numeric column
count, min, max, mean, median and sum of a numeric column of the GPA Grade Compare dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['column'], 'properties': {'column': {'type': 'string', 'minLength': 1}}, 'additionalProperties': False}
dataset_top
Rank rows by a numeric column
The highest (or lowest) rows of the GPA Grade Compare dataset by a numeric column — "which is the most/least X".
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['column'], 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1}, 'column': {'type': 'string', 'minLength': 1}, 'ascending': {'type': 'boolean', 'description': 'true for the lowest first; default highest first'}}, 'additionalProperties': False}
enquiry_describe
What you get: an ENQUIRY with a human (not a purchase, not a guaranteed quote)
Read first. States plainly what submit_enquiry does on GPA Grade Compare: it starts an enquiry with human providers who quote directly. Nothing is bought, ordered or paid; no quote is guaranteed; it is free. Also returns who receives the details, the consent wording, and how the person confirms.
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {}}
enquiry_fields
The questions the enquiry asks
Every field of the GPA Grade Compare 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.
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {}}
submit_enquiry
Submit an ENQUIRY to human providers (two steps; not a purchase)
Submits an enquiry to GPA Grade Compare — NOT a purchase, NOT a guaranteed quote. Step 1: call with the answers (keyed by field key from enquiry_fields) and consent=true; it validates and returns a summary, the consent line and a confirmation token — show the person the summary and the consent line. Step 2: only if the person agrees, call again with the same answers, consent=true and the confirmation token; the enquiry is then submitted, and the person receives an email with a link they must click before any provider sees it. Consent means the person has read and agreed to: "By submitting you agree GPA Grade Compare passes your details to education partners covering the courses you asked about."
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['answers', 'consent'], 'properties': {'answers': {'type': 'object', 'description': "the person's answers, keyed by field key", 'additionalProperties': {'type': ['string', 'number', 'boolean']}}, 'consent': {'type': 'boolean', 'description': 'true only when the person has agreed to: By submitting you agree GPA Grade Compare passes your details to education partners covering the courses you asked about.'}, 'confirmation': {'type': 'string', 'description': 'the confirmation token from step 1, after the person has approved the summary'}}, 'additionalProperties': False}
History

Recent tool changes

Added
submit_enquiry
Sept. 17, 2026, 12:35 p.m.
Added
enquiry_fields
Sept. 17, 2026, 12:35 p.m.
Added
enquiry_describe
Sept. 17, 2026, 12:35 p.m.
Added
dataset_provenance
Sept. 17, 2026, 12:35 p.m.
Added
dataset_top
Sept. 17, 2026, 12:35 p.m.
Added
dataset_stats
Sept. 17, 2026, 12:35 p.m.
Added
dataset_compare
Sept. 17, 2026, 12:35 p.m.
Added
dataset_row
Sept. 17, 2026, 12:35 p.m.
Added
dataset_search
Sept. 17, 2026, 12:35 p.m.
Added
dataset_columns
Sept. 17, 2026, 12:35 p.m.
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