prefrosh.ai

ai.prefroshPublished by prefrosh.aiOfficial publisherv1.0.1Updated Nov 3, 2026

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

VerifiedStreamable HTTPWeb executable

Overview

prefrosh.ai's hosted MCP server (prefrosh.ai), published by prefrosh.ai; no sign-in required; Streamable HTTP; 8 tools.

No AI overview yet: these facts come from the registry entry and the server itself.

Publisher
prefrosh.ai
Endpoint
prefrosh.ai
Last checked

Installation

In SourceWeft

  1. Open prefrosh.ai in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.prefrosh%2Fprefrosh/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

Tools

8

school_card

College 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.

Parametersschoolrequired

my_odds

My admission 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.

Parametersactgpasatlegacyschoolsrequiredfirst_genneeds_aidclass_rankhome_state

compare

Compare colleges

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).

Parametersactgpasatschoolsrequiredhome_state

admissions_game

The 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.

Parametersmajorroundschoolrequiredapplicationrequiredvisited_campus

game_read

Admissions game: one reader

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.

Parametersrunrequiredkindrequiredmajorroundschoolrequiredvisitsapplicationrequired

game_vote

Admissions game: the meeting and 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.

Parametersrunrequiredmajorroundschoolrequiredvisitsreadersrequiredapplicationrequired

game_debrief

Admissions game: the fixes

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.

Parametersrunrequiredmajorroundschoolrequiredvisitsreadersrequiredapplicationrequired

game_done

Admissions game: finished

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.

Parametersusageschoolseconds

Version history

2
  1. v1.0.1LatestNov 3, 2026
  2. v1.0.0Oct 22, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.