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MCP Server

Admit Coach — College Search & Costs

com.admit-coach/university-data
Data & Analytics Education Public & reachable MCP 2025-11-25

What this MCP does

Searches US colleges and provides historical admissions, costs, financial aid, outcomes, and application deadline information from public records.

Capabilities

Tools

4 tools
get_application_deadlines
Get application deadlines with countdowns
Recorded application, aid and commitment deadlines for up to 20 colleges, with days remaining. Also returns a prep schedule worked backwards from the earliest application deadline (recommendations, first essay draft, final essay, submission) and a calendar-file URL. Dates come from institution records for the current cycle and can lag; tell the student to confirm each on the official admissions page. No student data is read or stored.
Read only Idempotent
Input schema 
{'type': 'object', 'title': 'get_application_deadlinesArguments', 'required': ['unitids'], 'properties': {'unitids': {'type': 'array', 'items': {'type': 'string', 'pattern': '^\\d{1,10}$', 'description': 'IPEDS institution ID from search results'}, 'title': 'Unitids', 'maxItems': 20, 'minItems': 1}}}
Output schema 
{'type': 'object', 'title': 'get_application_deadlinesDictOutput', 'additionalProperties': True}
get_financial_aid
Look up historical college costs and aid
Read historical average net price, income brackets, grants and debt for a college. These cohort statistics are not a personalized cost estimate or financial aid offer. Public-college averages may not apply to nonresident students. Verify the official college net-price calculator before deciding affordability. Missing figures remain unknown.
Read only Idempotent
Input schema 
{'type': 'object', 'title': 'get_financial_aidArguments', 'required': ['unitid'], 'properties': {'unitid': {'type': 'string', 'title': 'Unitid', 'pattern': '^\\d{1,10}$', 'description': 'IPEDS institution ID from search results'}}}
Output schema 
{'type': 'object', 'title': 'get_financial_aidDictOutput', 'additionalProperties': True}
get_university_details
Look up a college profile
Read a college's admissions ranges, majors, costs and outcomes by IPEDS ID. Use search_universities to resolve a name first. Values are historical and may be missing; cite the returned school URL. No login, personal profile or student documents are accessed.
Read only Idempotent
Input schema 
{'type': 'object', 'title': 'get_university_detailsArguments', 'required': ['unitid'], 'properties': {'unitid': {'type': 'string', 'title': 'Unitid', 'pattern': '^\\d{1,10}$', 'description': 'IPEDS institution ID from search results'}}}
Output schema 
{'type': 'object', 'title': 'get_university_detailsDictOutput', 'additionalProperties': True}
search_universities
Search US colleges
Find colleges by name, two-letter location, field of study or historical acceptance rate. Returns at most 20 institutions and links to school profiles. This searches public institutional records, does not access student accounts, and does not predict admission.
Read only Idempotent
Input schema 
{'type': 'object', 'title': 'search_universitiesArguments', 'properties': {'limit': {'type': 'integer', 'title': 'Limit', 'default': 10, 'maximum': 20, 'minimum': 1}, 'major': {'type': 'string', 'title': 'Major', 'default': '', 'maxLength': 100}, 'query': {'type': 'string', 'title': 'Query', 'default': '', 'maxLength': 100}, 'state': {'type': 'string', 'title': 'State', 'default': '', 'pattern': '^([A-Za-z]{2})?$'}, 'max_acceptance_rate': {'type': 'number', 'title': 'Max Acceptance Rate', 'default': 100, 'maximum': 100, 'minimum': 0}}}
Output schema 
{'type': 'object', 'title': 'search_universitiesDictOutput', 'additionalProperties': True}
History

Recent tool changes

Added
get_application_deadlines
Sept. 17, 2026, 12:33 p.m.
Added
get_financial_aid
Sept. 17, 2026, 12:33 p.m.
Added
get_university_details
Sept. 17, 2026, 12:33 p.m.
Added
search_universities
Sept. 17, 2026, 12:33 p.m.
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