The prefrosh.ai MCP server,
connected in one click.
College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game. Connect the official prefrosh.ai MCP server to Claude, ChatGPT, or Cursor through gate — one gateway URL, no config files, security-checked.
Free to start · No credit card · No hosting needed
Add prefrosh.ai to your AI in one minute
Pick your client. Copy, paste, done — or let gate handle sign-ins and policies for you.
claude mcp add --transport http prefrosh-ai https://prefrosh.ai/mcpRun in your terminal, then restart Claude Code.
prefrosh.ai · https://prefrosh.ai/mcp
What your AI can do with prefrosh.ai
Real prompts you can type the moment it's connected — no setup, no docs to read.
“Use “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).”
“Use “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 ra.”
“Use “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.”
“Use “admissions_game”: Run the student's application past prefrosh.ai's simulated admissions committee for one college and round: five fictional readers (first, se.”
How secure is the prefrosh.ai MCP server?
Every server in the gate directory has to pass the same four checks before your AI can touch it. Here's how prefrosh.ai holds up.
Official endpoint
Operated by prefrosh.ai (prefrosh.ai) at its documented MCP endpoint — not a third-party mirror or community re-host.
No sign-in needed
This server only exposes public data — no account and no credentials are involved when you connect.
Scanned before it goes live
gate checks every tool for prompt injection, hidden instructions, data-exfiltration hints, and over-broad permissions before the server is available through your gateway.
Watched for drift
If prefrosh.ai adds or changes tools later, gate re-scans and alerts you — before your AI acts on the change.
Connected in three steps
Connect your gate
Add one gateway URL to Claude, ChatGPT, or any MCP client. One-time setup, about two minutes.
Pick prefrosh.ai
Choose prefrosh.ai in the gate directory. No sign-in needed.
Use it anywhere
prefrosh.ai's tools are live in every AI client you've connected — with rules and logging built in.
Free to start · No credit card · No hosting needed
The actual tools prefrosh.ai exposes
Fetched live from the official endpoint and re-checked daily by gate — not marketing copy.
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)
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 ra
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
admissions_game — Run the student's application past prefrosh.ai's simulated admissions committee for one college and round: five fictional readers (first, se
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).
Who runs the prefrosh.ai MCP server?
The prefrosh.ai MCP server at a glance
https://prefrosh.ai/mcpQuestions, answered
Is there an official prefrosh.ai MCP server?
Yes — prefrosh.ai operates its own remote MCP server at prefrosh.ai. gate connects you to that official endpoint and adds security scanning, per-tool access rules, and an activity log on top.
How do I connect prefrosh.ai to Claude or ChatGPT?
Add gate's gateway URL to your AI client once, then pick prefrosh.ai in the directory. No account or sign-in is needed. From then on, prefrosh.ai's tools are available in every client you've connected to gate.
Do I need to host anything?
No. prefrosh.ai runs the server, and gate is fully managed. You just connect one URL — there's nothing to install, deploy, or maintain.
Is the prefrosh.ai MCP server safe to connect?
It's the vendor's official endpoint, and gate scans its tools for prompt injection and hidden instructions before it goes live, re-checks it whenever it changes, and lets you allow, block, or require approval for every single tool.
Is it free?
Yes — you can get started with gate for free and connect prefrosh.ai in minutes. No credit card required.
Connect more than just prefrosh.ai
Every server below works through the same gateway URL — connect once, add tools anytime.
Squarespace DomainsDesignView →Set up prefrosh.ai in: Claude · Claude Code · ChatGPT · Cursor · VS Code