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prefrosh.ai

MCP server · hosted · v1.0.0 · ai.prefrosh/prefrosh
Online · tested 1d agoNEW · 1d agoSeen in the registry 1d ago

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

Website ↗How to connect ↓

What it does

prefrosh.ai is an MCP server, a connector that lets an AI assistant use it as a tool. It is hosted: an assistant connects to it over the internet, nothing to install.

No capability identified yet from its description.

Facts come from the Official MCP Registry, as declared by the publisher. Capabilities are matched automatically (low confidence) and are not a test of the tool.

At a glance

Hosted (remote)YES
Local installNO
Version1.0.0
PriceNot in the registry
First seen22 Oct 2026
Last checked1d ago

How to connect

As declared in the Official MCP Registry · hosted endpoint tested by Electra Index 1d ago (live check)

Hosted endpoint

  • https://prefrosh.ai/mcp streamable-http

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

MCP settings (Claude Desktop, Cursor and other MCP clients)

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

Live check

Electra Index connected to the hosted endpoint 1d ago

ONLINE prefrosh.ai answered an MCP connection on 22 Oct 2026 and introduced itself as prefrosh 1.0.0 (MCP protocol 2025-06-18).

8 tools offered to AI assistants

  • 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 rat
  • 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 us
  • 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 pre
  • 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 d
  • 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).

What "online" means: the server answered an MCP connection at the time of the check. It is not a guarantee of security, quality or continuous uptime. How we test: we open an MCP session and ask for the tool list, as an AI assistant would. We never run a tool and never send a key. Checked every few days. Method

Is this your server? Monitoring Pro: a check every 30 minutes and an email within the hour when it stops answering. Launch offer: $39.99 once, for life.

Facts & evidence

Each fact shows where it was seen and when.
FactValueEvidenceSourceLast confirmed
Hosted endpointhttps://prefrosh.ai/mcpDECLAREDSRC-001 Official MCP Registry1d ago
Local install (package)noDECLAREDSRC-001 Official MCP Registry1d ago
Remote access (hosted)yesDECLAREDSRC-001 Official MCP Registry1d ago
Websitehttps://prefrosh.ai/connectorDECLAREDSRC-001 Official MCP Registry1d ago
Registry statusactiveDECLAREDSRC-001 Official MCP Registry1d ago
Version1.0.0DECLAREDSRC-001 Official MCP Registry1d ago
MCP serveryesDECLAREDSRC-001 Official MCP Registry1d ago

Change history

  • NEW22 Oct 2026
    first seen in the index

Is this page accurate?

Flag it and our robot re-checks the official source. Reports never change a score.

Questions about prefrosh.ai

How do I connect prefrosh.ai?

Use the hosted endpoint https://prefrosh.ai/mcp in your assistant's MCP settings. The exact settings are in "How to connect" above, as declared in the Official MCP Registry.

What tools does prefrosh.ai offer?

When Electra Index connected on 22 Oct 2026, it listed 8 tools: school_card, my_odds, compare, admissions_game, game_read, game_vote, game_debrief, game_done. The full list is in "Live check" above.

Is prefrosh.ai online?

Yes. Its hosted endpoint answered an MCP connection from Electra Index 1d ago.