CollegeCalcAI MCP server

Which servers in the official MCP registry are CollegeCalcAI's own, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-15

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Whose server it is

Registry namecom.collegecalcai/admissionsverified in the MCP registry

The registry name sits under collegecalcai.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-15

Stateanswerschecked 2026-10-15
Tools5
Server calls itselfcollegecalcai
Server version1.1.0
Protocol version2025-06-18

On 2026-10-15 the server answered initialize and tools/list without a sign-in. First answer in 131 ms.

Tools it offers5 tools · read 2026-10-15

estimate_admission_chances
Estimate 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…
estimate_college_list
Score 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_colleges
Find 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_data
Federal 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…
find_colleges_for_score
Answer "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…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "admissions": {
      "type": "http",
      "url": "https://collegecalcai.com/mcp"
    }
  }
}

OpenAPI spec

5 paths, read 2026-10-15. Open the spec ↗

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.