MCP server

prefrosh.ai Official

ai.prefrosh/prefrosh

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.

Website

At a glance

Type

MCP server

Publisher

prefrosh.ai (verified by the MCP Registry)

Status

Working at last check

Tools

8

Token cost

About 1,699 tokens per request

Sets up in

Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok

Last checked

26 Oct 2026, 08:29 UTC

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http prefrosh https://prefrosh.ai/mcp

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.prefrosh]
url = "https://prefrosh.ai/mcp"

Gemini CLI

{"mcpServers":{"prefrosh":{"httpUrl":"https://prefrosh.ai/mcp"}}}

Cursor

{"mcpServers":{"prefrosh":{"url":"https://prefrosh.ai/mcp"}}}

VS Code

{"servers":{"prefrosh":{"type":"http","url":"https://prefrosh.ai/mcp"}}}

Antigravity

agy mcp add prefrosh https://prefrosh.ai/mcp

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"prefrosh","server_url":"https://prefrosh.ai/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"prefrosh","server_url":"https://prefrosh.ai/mcp"}

Tools

• admissions_game ~372 tokens
  Run the student's application past prefrosh.ai's simulated admissions committee for one college and round: five fictional readers (first, second, essay and faculty readers, and a dean who chairs) read it, argue, vote (accept / waitlist or defer / deny), and give the top 3 fixes. It is a simulation,
• compare ~265 tokens
  Compare 2 to 4 colleges side by side: admit rates by round, SAT/ACT ranges, testing policy, sticker cost, average net price, graduation rate, size and setting. If GPA or scores are given, adds the student's estimated odds (same model as prefrosh.ai/chance).
• game_debrief ~111 tokens
  App-only. The chair writes the debrief.
• game_done ~63 tokens
  App-only. Records that a run finished (counts only).
• game_read ~127 tokens
  App-only. One reader of the admissions game reads the file.
• game_vote ~110 tokens
  App-only. The committee meets and votes.
• my_odds ~440 tokens
  Estimate a student's admission odds at one or more colleges, by round, with a likely range, from GPA and test scores (plus optional class rank, home state, legacy, first-generation, aid). Same model as prefrosh.ai/chance. Always tell the user this is an estimate from grades and scores only; essays,
• school_card ~211 tokens
  Show one college as a card: photo or campus map, overall admit rate and admit rate by round (Early Decision, Early Action, Regular Decision) with deadlines, SAT/ACT middle 50%, testing policy, sticker cost, average net price, graduation rate, biggest majors, and a link to its prefrosh.ai page. Use f

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