prefrosh.ai

ai.prefrosh/prefroshVersion 1.0.1

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

Status

Responds308 msNov 14, 2026, 13:32 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 13:32 UTC
Latency: 308 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 22:14 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://prefrosh.ai/mcpResponds308 msNov 14, 2026, 13:32 UTC

No sign-in

Claude Code

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

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: prefrosh
Remote MCP server URL: https://prefrosh.ai/mcp

Cursor

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

VS Code

code --add-mcp '{"name":"prefrosh","type":"http","url":"https://prefrosh.ai/mcp"}'

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Tools

8 tools

Tools of prefrosh.ai
	Description		Read-only	Idempotent	Open world
`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. It is a simulation, not a prediction. Takes about a minute; the room plays out in the view. Pass the student's own application text exactly as they gave it (essays, activities, grades, scores) in "application"; never write, invent or improve content for them. If they have not shared their application, ask them to paste it first.	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, not a prediction. Takes about a minute; the room plays out in the view. Pass the student's own application text exactly as they gave it (essays, activities, grades, scores) in "application"; never write, invent or improve content for them. If they have not shared their application, ask them to paste it first.	No	Yes	No	No
`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).	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).	No	Yes	Yes	No
`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.	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.	No	Yes	No	No
`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.	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.	No	No	No	No
`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 marked. Simulation only; it never writes or rewrites essays.	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 marked. Simulation only; it never writes or rewrites essays.	No	Yes	No	No
`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.	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.	No	Yes	No	No
`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 scores only; essays, activities and recommendations can move it a lot. Needs at least a GPA or a test score; ask for them if missing rather than guessing.	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, activities and recommendations can move it a lot. Needs at least a GPA or a test score; ask for them if missing rather than guessing.	No	Yes	Yes	No
`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 prefrosh.ai page. Use for "tell me about X", "how hard is it to get into X", "what are X's deadlines". Data is from the school's Common Data Set and federal data; cite the prefrosh.ai URL in the result.	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 for "tell me about X", "how hard is it to get into X", "what are X's deadlines". Data is from the school's Common Data Set and federal data; cite the prefrosh.ai URL in the result.	No	Yes	Yes	No

Details

Registry status: Active
Published: Nov 2, 2026
Updated: Nov 2, 2026
Website: https://prefrosh.ai/connector⁠ (opens in a new tab)
Repository: Not given
Categories: Uncategorized
GDPR: Not declared

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