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Add Admit Coach to Community Servers — free college application MCP - #3940

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Add Admit Coach to Community Servers — free college application MCP#3940
x1jiang wants to merge 1 commit into
modelcontextprotocol:mainfrom
x1jiang:add-admit-coach

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@x1jiang

@x1jiang x1jiang commented Apr 13, 2026

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New Community Server: Admit Coach

Remote MCP server for US college application data. No installation or API key needed.

  • SSE endpoint: https://admit-coach.com/mcp/sse
  • Registry: Already published as com.admit-coach/university-data on registry.modelcontextprotocol.io
  • Language: Python (FastMCP)
  • Auth: None required

Tools

Tool Description
search_universities Search 3,500+ US universities by name, state, major, or acceptance rate
get_university_details Full admission, financial aid, and outcome data
estimate_admission_chances Chance estimate from GPA/SAT/ACT
get_financial_aid Net price by income bracket
find_colleges_for_profile Auto-build a reach/target/safety college list

Data Sources

IPEDS (U.S. Department of Education) and College Scorecard. Federal data, no user-reported estimates.

@cliffhall cliffhall closed this Apr 14, 2026
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