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MCP server

CollegeCalcAI

By collegecalcaiAll Collegecalcai servers

Admission chances at 1,100+ U.S. colleges, college list scoring, and federal admissions data.

First seen 3 Oct 2026. One server, whatever directories list it: each directory listing keeps its own page and history.

2
Directories
Collected by InvokeRank
5
Tools
From an anonymous probe
-
ToolBench grade
Not graded by Arcade
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GitHub stars
No repository data

Tools

ToolDescriptionBehaviour
estimate_admission_chancesEstimate 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.Read-only
estimate_college_listScore 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.Read-only
find_colleges_for_scoreAnswer "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.Read-only
get_school_admissions_dataFederal 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.Read-only
search_collegesFind 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.Read-only

Directory listings

DirectoryListingTierFirst seen
Official MCP RegistryCollegeCalcAI-3 Oct 2026
Smitherycollegecalcai-5 Oct 2026