CollegeCalcAI

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

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

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "CollegeCalcAI": {
      "url": "https://collegecalcai.com/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (5)

• estimate_admission_chances read-only

  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.

  Parameters:

  • school (required) — string — College name, e.g. "University of Michigan" or "MIT".
  • act — integer — ACT composite, 1 to 36. Ignored if sat is given.
  • gpa — number — Unweighted GPA on a 4.0 scale. Provide this or weightedGpa.
  • sat — integer — Total SAT score, 400 to 1600.
  • grade — string — Current grade level. Defaults to 12.
  • major — string — Intended major, e.g. Computer Science.
  • round — string — Application round. Defaults to Regular Decision.
  • legacy — boolean — Parent attended this school.
  • athlete — boolean — Recruited athlete.
  • firstGen — boolean — First-generation college student.
  • apCourses — integer — Number of AP courses taken or in progress.
  • homeState — string — Two-letter U.S. state code, for in-state vs out-of-state at public schools.
  • weightedGpa — number — Weighted GPA (e.g. 4.3 on a 5.0 scale).
  • classRankPercent — number — Class rank as a top percentage, e.g. 5 for top 5%.

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• estimate_college_list read-only

  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.

  Parameters:

  • schools (required) — array — College names.
  • act — integer — ACT composite, 1 to 36. Ignored if sat is given.
  • gpa — number — Unweighted GPA on a 4.0 scale. Provide this or weightedGpa.
  • sat — integer — Total SAT score, 400 to 1600.
  • grade — string — Current grade level. Defaults to 12.
  • major — string — Intended major, e.g. Computer Science.
  • round — string — Application round. Defaults to Regular Decision.
  • legacy — boolean — Parent attended this school.
  • athlete — boolean — Recruited athlete.
  • firstGen — boolean — First-generation college student.
  • apCourses — integer — Number of AP courses taken or in progress.
  • homeState — string — Two-letter U.S. state code, for in-state vs out-of-state at public schools.
  • weightedGpa — number — Weighted GPA (e.g. 4.3 on a 5.0 scale).
  • classRankPercent — number — Class rank as a top percentage, e.g. 5 for top 5%.

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• search_colleges read-only

  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.

  Parameters:

  • sat — integer — Rank results by SAT fit.
  • type — string
  • limit — integer — Results to return, default 10.
  • query — string — Part of a college name.
  • state — string — Two-letter state code.
  • maxAcceptanceRate — number — Highest acceptance rate, in percent.
  • minAcceptanceRate — number — Lowest acceptance rate, in percent.

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• get_school_admissions_data read-only

  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.

  Parameters:

  • school (required) — string — College name.

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• find_colleges_for_score read-only

  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.

  Parameters:

  • act — integer — ACT composite (if no SAT).
  • gpa — number — Unweighted GPA (if no test score).
  • sat — integer — SAT total.
  • state — string — Only colleges in this state.

  Hints: read-only yes · destructive no · idempotent yes · open-world no

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Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.