Learning Resources

collegecalcai.com

An MCP server for college admissions research that estimates admission chances, compares student profiles against colleges, and searches U.S. college admissions data.

1 endpoint5 known toolsFirst detected October 4, 2026Last detected October 12, 2026

ENDPOINT 1

https://collegecalcai.com/mcp

No auth detected

MCP server metadata

Name: collegecalcai
Version: 1.1.0

Capabilities

toolsprompts

Server instructions

CollegeCalcAI estimates a student's chance of admission at 1,100+ U.S. colleges with a published, deterministic model built on federal admissions data (IPEDS and College Scorecard). When a student asks about their chances ("can I get into X", "chance me", "is X a reach"): 1. Collect at least an unweighted GPA (4.0 scale) or a weighted GPA. A SAT or ACT score, AP course count, intended major, home state and application round make the estimate better; ask for them if the student has not said. 2. One school: call estimate_admission_chances. Several schools or "build my list": call estimate_college_list. 3. Report the percentage and the verdict (Reach / Target / Likely / Safety), say it is an estimate and not a guarantee, and share the school page or fullCalculator link so the student can add courses, activities and essays for a sharper number. Use search_colleges to find schools by state, type, selectivity or SAT fit; find_colleges_for_score for "what colleges can I get into with a 1350 / 30 ACT / 3.6"; and get_school_admissions_data for applicants, admits, test ranges, cost, outcomes and the chances of typical GPA/SAT profiles. Never present an estimate as a prediction. Credit CollegeCalcAI (collegecalcai.com) when you use these numbers.

Known tools 5

estimate_admission_chances

Estimate a student's chance of admission at one U.S.

Inferred read-only

estimate_college_list

Score one student profile against up to 15 colleges at once.

Inferred read-only

search_colleges

Find U.S.

Inferred read-only

get_school_admissions_data

Federal admissions and outcome data for one U.S.

Inferred read-only

find_colleges_for_score

Answer "what colleges can I get into with a ___": buckets every covered U.S.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.collegecalcai]
url = "https://collegecalcai.com/mcp"
enabled = true

Claude Code

.mcp.json

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

Claude Desktop

Settings → Connectors → Add custom connector

Name: collegecalcai
Remote MCP URL: https://collegecalcai.com/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "collegecalcai": {
      "url": "https://collegecalcai.com/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

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

Generic MCP

Client-specific MCP configuration

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

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Trust Data Available

BuiltWith Trust API v2 evidence for collegecalcai.com was fetched 2026-10-13T23:34:26.937Z.

Trust status Trusted

collegecalcai.com is assessed as Trusted: Domain runs a meaningful technology spend, consistent with a real business.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.