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CollegeCalcAI

by collegecalcai.com · remote · no sign-in to list tools · v1.1.0 · published by com.collegecalcai

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

Changes · 1
CompareRegistry entry

5 tools: 1 change things and 4 only read.

Scanned Oct 21, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http admissions https://collegecalcai.com/mcp

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

5 tools

Changes things 1Claude Code: ask
  • estimate_admission_chancesEstimate a student's chance of admission at one U.S.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    • The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
    Description, as the server wrote it
    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 link to the full calculator.

    Annotations the server declares

    • title: Estimate admission chances
    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
Only reads 4Claude Code: allow
  • estimate_college_listScore one student profile against up to 15 colleges at once.No findings

    Why it is in this group

    • The name "estimate_college_list" says "list": a word for reading.
    Description, as the server wrote it
    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.

    Annotations the server declares

    • title: Estimate a college list
    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • find_colleges_for_scoreAnswer "what colleges can I get into with a ___": buckets every covered U.S.No findings

    Why it is in this group

    • The name "find_colleges_for_score" says "find": a word for reading.
    Description, as the server wrote it
    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. Returns counts and example colleges per tier.

    Annotations the server declares

    • title: Colleges for a score
    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • get_school_admissions_dataFederal admissions and outcome data for one U.S.No findings

    Why it is in this group

    • The name "get_school_admissions_data" says "get": a word for reading.
    Description, as the server wrote it
    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 at that school. No student profile needed.

    Annotations the server declares

    • title: College admissions data
    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false
  • search_collegesFind U.S.No findings

    Why it is in this group

    • The name "search_colleges" says "search": a word for reading.
    Description, as the server wrote it
    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.

    Annotations the server declares

    • title: Search colleges
    • readOnlyHint: true
    • destructiveHint: false
    • idempotentHint: true
    • openWorldHint: false

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.1.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http admissions https://collegecalcai.com/mcp

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__admissions__estimate_college_list",
      "mcp__admissions__search_colleges",
      "mcp__admissions__get_school_admissions_data",
      "mcp__admissions__find_colleges_for_score"
    ],
    "ask": [
      "mcp__admissions__estimate_admission_chances"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as admissions. Review it before you use it.