KitScout

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CollegeCalcAI

MCP serverVerified domain · collegecalcai.comRemote● LiveFree to try

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

Install

Remote server: your requests and data go to collegecalcai.com. Claude Code: claude mcp add --transport http collegecalcai https://collegecalcai.com/mcp · Claude app: Settings → Connectors → Add custom connector.

What it can do

The tools this server listed when we connected to it, in its own words.

  • 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
  • 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
  • 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
  • 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
  • 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,

KitScout test notes

Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.

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