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prefrosh.ai

ai.prefrosh/prefrosh · v1.0.1

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

Connect Remote server

Terminal
claude mcp add --transport http prefrosh https://prefrosh.ai/mcp
~/.cursor/mcp.json
{
  "mcpServers": {
    "prefrosh": {
      "url": "https://prefrosh.ai/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "prefrosh": {
      "type": "http",
      "url": "https://prefrosh.ai/mcp"
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://prefrosh.ai/mcp

Tools 8 found in our last check

  • 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 pr…

  • 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 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 works, what gave them pause, one fix, and the lines they mark…

  • game_vote

    App-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 the conversation and the vote. Simulation only.

  • game_debrief

    App-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. Simulation only; it never writes or rewrites essays.

  • game_done

    App-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.

Details

Endpointhttps://prefrosh.ai/mcp (Streamable HTTP)
First published2 Nov 2026
Last updated2 Nov 2026
Registry nameai.prefrosh/prefrosh

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