prefrosh.ai, inside your AI chat.
Ask Claude, ChatGPT or Muse about a college and get prefrosh.ai's card, your odds by round, a side-by-side comparison, or a full run of the admissions game, right in the conversation.
Add it
Any plan, including Free. Takes about 30 seconds.
- Copy the address below.
- Open Claude's connector settings and choose Add custom connector.
- Paste the address, name it prefrosh, leave sign-in off, and click Add.
https://prefrosh.ai/mcpThe free plan allows one custom connector. Then ask Claude something like "How hard is it to get into Tufts?"
ChatGPT Pro, Business, Enterprise and Edu can add it today in Developer Mode. For everyone else it arrives once OpenAI approves it for their app directory.
- Settings → Apps & Connectors → Advanced settings: turn on Developer Mode.
- Back in Apps & Connectors, click Create, name it prefrosh, paste the address, choose no authentication.
- In a chat, click + → More → prefrosh.
Muse adds outside apps only through Meta's own directory, after Meta reviews them. prefrosh will show up there once it's approved.
Interactive cards show in apps that support MCP Apps (Claude on the web, desktop and phone; ChatGPT). Elsewhere you get the same answers as text.
What it does
How hard is it to get into Tufts?
Admit rate by round with deadlines, SAT/ACT range, testing policy, cost and net price, graduation rate, biggest majors.
3.8 GPA, 1450 SAT, from NJ. My chances at Michigan, Northeastern and BU?
Your estimated odds in each round with a likely range: the same model as prefrosh.ai/chance.
Compare Bowdoin, Colby and Bates.
A side-by-side table, plus your odds if you give a GPA or scores.
Here's my Common App. Run it past Georgetown, Early Action.
Five fictional readers read, argue and vote, then the verdict and your top 3 fixes. About a minute. A simulation, not a real college's decision.
Good to know
- Odds are estimates from grades and scores against each college's published admitted class. Essays, activities and recommendations move real outcomes a lot.
- The admissions game gives feedback, never ghostwriting. It won't write or rewrite your essays.
- Data comes from each college's Common Data Set and federal data, the same as the site. No ads or sponsored schools.
- Privacy: what you send is used for that answer only and not saved. Details in the privacy policy.
Help
Questions or something wrong: [email protected] or the contact form.