CollegeCalcAI
Admission chances at 1,100+ U.S. colleges, college list scoring, and federal admissions data.
Connect it
Settings → Connectors → Add custom connector
URL: https://collegecalcai.com/mcpSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://collegecalcai.com/mcp{
"mcpServers": {
"admissions": {
"url": "https://collegecalcai.com/mcp"
}
}
}claude mcp add --transport http admissions https://collegecalcai.com/mcp{
"servers": {
"admissions": {
"type": "http",
"url": "https://collegecalcai.com/mcp"
}
}
}5 tools, verified live
estimate_admission_chancesread-onlyEstimate a student's chance of admission at one U.S. college from their GPA, test scores and context. Returns the percentage, a Reach/Target/Likely/Safety verdict, what would move the number, the school's federal admissions data, and a link to the full calculator.
estimate_college_listread-onlyScore one student profile against up to 15 colleges at once. Returns every school sorted by chance with its verdict, the Reach/Target/Likely balance, the chance of at least one acceptance, and concrete advice to balance the list.
search_collegesread-onlyFind U.S. colleges by name, state, public/private, and acceptance-rate range. Give a SAT score to rank schools by how close the student sits to each school's 75th percentile. Returns names to pass to the estimate tools.
get_school_admissions_dataread-onlyFederal admissions and outcome data for one U.S. college: applicants, admits, yield, SAT/ACT middle 50%, test policy, cost, net price after aid, graduation rate and earnings, plus the estimated chance for typical GPA and SAT combinations at that school. No student profile needed.
find_colleges_for_scoreread-onlyAnswer "what colleges can I get into with a ___": buckets every covered U.S. college into safety, target, reach and high reach for one SAT, ACT or unweighted GPA, using each college's real admitted-score data. Optional state filter. Returns counts and example colleges per tier.
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