prefrosh.ai
College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.
| Endpoint | https://prefrosh.ai/mcp (streamable-http) |
|---|---|
| Registry version | 1.0.0 |
| Now | 8 tools · grade D (64) · pin ts_d724e4c6f45285217121bd4f27c50aac · protocol 2025-06-18 |
| First / last listed | 2026-10-25 01:44 UTC / 2026-10-25 01:44 UTC |
| Grade over time | 2026-10-25: D (64), 8 tools |
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Tools: school_card my_odds compare admissions_game game_read game_vote game_debrief game_done
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.ai page. Use for "tell me about X", "how hard is it to get into X", "what are X's deadlines". Data is from the sch params: school* |
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 as prefrosh.ai/chance. Always tell the user this is an estimate from grades and scores only; essays, activities and recommendations can move it a lot. Needs at least a GPA or a test score; ask for them params: schools*, gpa, sat, act, class_rank, home_state, legacy, first_gen, needs_aid |
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). params: schools*, gpa, sat, act, home_state |
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 appli params: school*, round, application*, major, visited_campus |
game_read | App-only. One reader of the admissions game reads the file. params: kind*, school*, round, application*, major, visits, run* |
game_vote | App-only. The committee meets and votes. params: readers*, school*, round, application*, major, visits, run* |
game_debrief | App-only. The chair writes the debrief. params: readers*, school*, round, application*, major, visits, run* |
game_done | App-only. Records that a run finished (counts only). params: school, usage, seconds |
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