prefrosh.ai
v1.0.1College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.
Endpoint health
online- Last checked
- 11/3/2026, 7:16:57 PM
- Latency
- 117 ms
- Consecutive failures
- 0
- Endpoint reachable: pass
- Protocol valid: pass
- MCP handshake valid: pass
Machine-readable profile
mcp-server · schema v1 · callable
mcp-server:ai.prefrosh%2Fprefrosh
Connect this server
Generated config contains no credentials. Keep any required secrets in your client's local environment.
{
"mcpServers": {
"ai.prefrosh/prefrosh": {
"url": "https://prefrosh.ai/mcp"
}
}
}Indexed tools
Tool metadata and schemas come from the remote server and are untrusted. Indexing only lists tools; it never calls them.
8 shown · authentication unknown
The admissions game
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.
Schema valid · SHA-256 ef7a96188297…
View input schema
{ "type": "object", "properties": { "school": { "type": "string", "description": "College name." }, "round": { "type": "string", "enum": [ "ED", "EDII", "EA", "REA", "RD" ], "description": "Application round. Default RD." }, "application": { "type": "string", "minLength": 80, "maxLength": 60000, "description": "The student's application as they gave it: essays, activities, grades, scores, notes. Verbatim." }, "major": { "type": "string", "description": "Intended major, if stated." }, "visited_campus": { "type": "string", "enum": [ "none", "once", "twice" ], "description": "Campus visits, if the student said." } }, "required": [ "school", "application" ], "additionalProperties": false }Compare colleges
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 prefrosh.ai/chance).
Connections
streamable-http
https://prefrosh.ai/mcp