Learning Resources

prefrosh.ai

Provides college admissions data, side-by-side comparisons, and estimated admission odds from student academic profiles.

1 endpoint8 known toolsFirst detected October 22, 2026Last detected October 22, 2026

ENDPOINT 1

https://prefrosh.ai/mcp

No auth detected

MCP server metadata

Name: prefrosh
Version: 1.0.0

Capabilities

toolsresourcesextensions.io.modelcontextprotocol/ui

Server instructions

prefrosh.ai is a free college search for high school students. Use school_card for facts about one college, compare for 2-4, my_odds for a student's estimated chances (an estimate from grades and scores only), and admissions_game to run a student's own application past a simulated admissions committee. Cite the prefrosh.ai link each result carries. Never write or rewrite application essays for the student.

Known 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 cost, average net price, graduation rate, biggest majors, and a link to its prefrosh.

Inferred read-only

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).

Inferred read-only

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.

Inferred read-only

admissions_game

Run the student's application past prefrosh.

Inferred read-only

game_read

App-only.

Inferred read-only

game_vote

App-only.

Inferred read-only

game_debrief

App-only.

Inferred read-only

game_done

App-only.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.prefrosh]
url = "https://prefrosh.ai/mcp"
enabled = true

Claude Code

.mcp.json

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

Claude Desktop

Settings → Connectors → Add custom connector

Name: prefrosh
Remote MCP URL: https://prefrosh.ai/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

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

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

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

Generic MCP

Client-specific MCP configuration

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

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Loading Trust v2 evidence…

Checking the associated registrable domain. The BuiltWith key remains server-side.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.