prefrosh.ai

Reliability

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How to connect

Add it to any MCP client that supports remote servers.

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

8 tools

• school_card

  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…

• my_odds

  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…

• compare

  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).

• admissions_game

  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…

• game_read

  App-only. One reader of the admissions game reads the file.

• game_vote

  App-only. The committee meets and votes.

• game_debrief

  App-only. The chair writes the debrief.

• game_done

  App-only. Records that a run finished (counts only).

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