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MCP live MCP 2025-11-25 streamable-http ext: ui

prefrosh.ai

ai.prefrosh/prefrosh

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

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Watch this dependency Share evidence report
Uptime
100.0%
3 direct probes · 30d
Response
674ms
last probe
Tools
8
callable
Resources
1
readable
Prompts
0
available
Primary URL
https://prefrosh.ai/mcp
Score: 100/100
Handshake verified by our own probe.
pass Answers the MCP handshake 50/50
The handshake and the list calls succeeded on the primary URL.
pass Lists tools, resources or prompts 30/30
8 tools, 1 resources, 0 prompts returned.
pass 3 or more catalogue items 10/10
9 items in total; 3 or more earns these points.
pass Describes itself 10/10
98 characters; more than 30 earns these points.

Tools · 8

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…

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 a…

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 stu…

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…

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 …

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'…

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 stud…

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.

Resources · 1

prefrosh.ai view

College cards, odds, comparisons and the admissions game room.

ui://prefrosh/view-v2.html

How to use

Claude Desktop or claude.ai: add a custom connector (Customize → Connectors; on Team and Enterprise plans an owner adds it under Organization settings → Connectors) with this server URL: https://prefrosh.ai/mcp

Cursor or Cline: add to your MCP config:

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