prefrosh.ai

Connect it to your AI

Claude Code

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

Claude, ChatGPT, Cursor and other apps

Add it as a custom connector with this URL (Streamable HTTP):

https://prefrosh.ai/mcp

Cursor, VS Code and other apps (mcp.json)

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

Tools it offers

8 tools, as the server itself reported during our check on Oct 31, 2026.

• school_cardShow 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 p
• my_oddsEstimate 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
• compareCompare 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 odd
• admissions_gameRun 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 (ac
• game_readApp-only stage of admissions_game, called by the in-chat view, not by the model. One fictional admissions reader (the kind given) reads the student's application for this school and round and returns short notes: what wo
• game_voteApp-only stage of admissions_game, called by the in-chat view after every reader has finished. The fictional committee discusses the readers' notes and votes Accept, Waitlist or Deny under the school's round, and returns
• game_debriefApp-only stage of admissions_game, called by the in-chat view after the vote. The committee chair writes the debrief: the three changes that would most help this application, each pointing to the student's own words. Sim
• game_doneApp-only. Called by the in-chat view when an admissions_game run ends, to record that it finished (school, AI token use and duration only; no application text). Returns nothing the user sees.

Questions