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prefrosh.ai

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

Connector by prefrosh.aiOfficial · Domain verified by the MCP Registry

IndexedLicense unknownRemote (HTTP)
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Install

Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install connector/prefrosh-ai-prefrosh

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

  • https://prefrosh.ai/mcp Remote (HTTP)

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About

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

Reviews

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No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
8 read · 0 write · 0 deleteRead-only
Secrets
None asked for
Install scripts
Nothing to install (hosted)
Runs as
Hosted (remote endpoint)

Tools by what they do 8

From the running server's own tool list (tools/list) on Oct 25, 2026.

Read 8 · Look things up without changing anything.

  • admissions_game
  • compare
  • game_debrief
  • game_done
  • game_read
  • game_vote
  • my_odds
  • school_card

Network hosts it talks to 1

  • prefrosh.ai · found in remote endpoint, install command

Tools (8)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • admissions_gameThe admissions gameread-only

    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…

  • compareCompare collegesread-only

    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).

  • game_debriefAdmissions game: the fixesread-only

    App-only. The chair writes the debrief.

  • game_doneAdmissions game: finishedread-only

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

  • game_readAdmissions game: one readerread-only

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

  • game_voteAdmissions game: the meeting and voteread-only

    App-only. The committee meets and votes.

  • my_oddsMy admission oddsread-only

    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.

  • school_cardCollege cardread-only

    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.

Signals

Last release
Oct 22, 2026 (8 days ago)

Details

Registry name
ai.prefrosh/prefrosh
Version
1.0.0
Auth
Auth not stated
License
License unknown
Website
prefrosh.ai/connector
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
Official MCP Registry
Cite this page

prefrosh.ai MCP server. Agent Mart. https://agentmart.dev/connectors/prefrosh-ai-prefrosh (last updated 2026-10-24)