CollegeCalcAI MCP MCP server

An official remote MCP server provided by CollegeCalcAI that allows AI agents to access federal admissions data and estimate college admission chances. It enables agents to calculate acceptance probabilities for specific colleges, score entire college lists, search for colleges based on test scores or GPA, and retrieve detailed federal data such as acceptance rates, SAT/ACT middle 50% ranges, and net prices. The server uses a deterministic model based on U.S. Department of Education data, ensuring consistent results for identical inputs without requiring authentication.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

No sign-inEndpoint checked 2026-10-05Operated by CollegeCalcAI

MCP endpoint (Streamable HTTP)

https://collegecalcai.com/mcp

Vendor documentation

What you can do with it

Estimate a student's admission chance at a specific college using GPA, SAT/ACT, and AP data.
Score a list of up to 15 colleges to determine reach, target, and safety balances.
Search and filter colleges by state, type, or acceptance rate.
Retrieve federal admissions data including yield, graduation rates, and net price.

Tools advertised by the last live check:

estimate_admission_chances
estimate_college_list
search_colleges
get_school_admissions_data
find_colleges_for_score

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

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

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add collegecalcai-mcp --url https://collegecalcai.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable collegecalcai-mcp in your MCP settings.

Cursor configuration

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

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "collegecalcai-mcp": {
      "type": "streamableHttp",
      "url": "https://collegecalcai.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start collegecalcai-mcp and inspect its tools.

VS Code configuration

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

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http collegecalcai-mcp https://collegecalcai.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

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

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "collegecalcai-mcp": {
      "serverUrl": "https://collegecalcai.com/mcp"
    }
  }
}

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