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MCP Server

education-data

co.brightkey/education-data
Data & Analytics Education Public & reachable MCP 2025-11-25

What this MCP does

Provides sourced international education information, university and school comparisons, degree ROI estimates, and profiles.

Capabilities

Tools

8 tools
answer_education_question
Answer an education question
Search BrightKey's cited answers to common international-education questions (curriculum, schools, universities, visas, process). Returns the best-match sourced answer.
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'lang': {'enum': ['en', 'zh'], 'type': 'string', 'description': 'Response language; defaults to en.'}, 'query': {'type': 'string'}}}
compare_universities
Compare universities
Compare 2 universities on BrightKey's 6 dimensions. Returns per-dimension tier deltas + a sourced tier-delta paragraph (tiers, not a single rank).
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['a', 'b'], 'properties': {'a': {'type': 'string'}, 'b': {'type': 'string'}, 'lang': {'enum': ['en', 'zh'], 'type': 'string', 'description': 'Response language; defaults to en.'}}}
degree_roi
Degree ROI
5-year-after-graduation net ROI + break-even year for a degree. Pass a preset country slug (e.g. germany, uk-oxbridge, us-private) or 'all' for the ranked list.
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['country'], 'properties': {'lang': {'enum': ['en', 'zh'], 'type': 'string', 'description': 'Response language; defaults to en.'}, 'country': {'type': 'string', 'description': "ROI destination slug, or 'all'"}}}
fetch
Fetch a BrightKey document by id
Fetch full content for an id returned by search (uni:<slug>, school:<city>/<slug>, answer:<slug>).
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['id'], 'properties': {'id': {'type': 'string'}, 'lang': {'enum': ['en', 'zh'], 'type': 'string', 'description': 'Response language; defaults to en.'}}}
get_university_profile
Get university profile
Full BrightKey profile for one university by slug: tier ratings + why, verdict, strengths/weaknesses, cost estimate, admissions tips. Bilingual.
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'lang': {'enum': ['en', 'zh'], 'type': 'string', 'description': 'Response language; defaults to en.'}, 'slug': {'type': 'string', 'description': 'e.g. harvard-university, eth-zurich'}}}
list_universities
List universities
List BrightKey-profiled universities with optional filters. Returns slug, name, country, city, 6-dimension S/A/B/C/D tiers, and verdict.
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1}, 'country': {'type': 'string'}, 'minTier': {'enum': ['S', 'A', 'B', 'C', 'D'], 'type': 'string'}, 'acceptsIB': {'type': 'boolean'}}}
match_schools
Match international schools
List BrightKey-profiled international schools, filtered by city and/or curriculum (e.g. IB, A-Levels, AP). Returns name, curricula, fees, inspection rating, tiers.
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'city': {'type': 'string', 'description': 'e.g. singapore, tokyo, dubai'}, 'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1}, 'curriculum': {'type': 'string'}}}
search
Search BrightKey
Search across universities, schools, and answers. Returns {id, title, url} results; pass an id to fetch().
Read only
Input schema 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'query': {'type': 'string'}}}
History

Recent tool changes

Added
fetch
Sept. 17, 2026, 7:58 a.m.
Added
search
Sept. 17, 2026, 7:58 a.m.
Added
answer_education_question
Sept. 17, 2026, 7:58 a.m.
Added
match_schools
Sept. 17, 2026, 7:58 a.m.
Added
degree_roi
Sept. 17, 2026, 7:58 a.m.
Added
compare_universities
Sept. 17, 2026, 7:58 a.m.
Added
get_university_profile
Sept. 17, 2026, 7:58 a.m.
Added
list_universities
Sept. 17, 2026, 7:58 a.m.
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