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prefrosh.ai

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College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.

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Status
Healthy
Last Tested
Transport
Streamable HTTP ยท MCP 2025-11-25
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TDQS

Score is being calculated.

Available Tools

8 tools
admissions_gameThe admissions game
Read-only
Inspect

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.

ParametersJSON Schema
NameRequiredDescriptionDefault
majorNoIntended major, if stated.
roundNoApplication round. Default RD.
schoolYesCollege name.
applicationYesThe student's application as they gave it: essays, activities, grades, scores, notes. Verbatim.
visited_campusNoCampus visits, if the student said.
compareCompare colleges
Read-onlyIdempotent
Inspect

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).

ParametersJSON Schema
NameRequiredDescriptionDefault
actNoBest ACT composite.
gpaNoUnweighted GPA, ideally on a 4.0 scale (a 100-point average also works).
satNoBest total SAT (superscore is fine).
schoolsYes
home_stateNoTwo-letter US state the student lives in (matters for public universities).
game_debriefAdmissions game: the fixes
Read-onlyIdempotent
Inspect

App-only. The chair writes the debrief.

ParametersJSON Schema
NameRequiredDescriptionDefault
runYes
majorNo
roundNo
schoolYes
visitsNo
readersYes
applicationYes
game_doneAdmissions game: finished
Read-onlyIdempotent
Inspect

App-only. Records that a run finished (counts only).

ParametersJSON Schema
NameRequiredDescriptionDefault
usageNo
schoolNo
secondsNo
game_readAdmissions game: one reader
Read-onlyIdempotent
Inspect

App-only. One reader of the admissions game reads the file.

ParametersJSON Schema
NameRequiredDescriptionDefault
runYes
kindYes
majorNo
roundNo
schoolYes
visitsNo
applicationYes
game_voteAdmissions game: the meeting and vote
Read-onlyIdempotent
Inspect

App-only. The committee meets and votes.

ParametersJSON Schema
NameRequiredDescriptionDefault
runYes
majorNo
roundNo
schoolYes
visitsNo
readersYes
applicationYes
my_oddsMy admission odds
Read-onlyIdempotent
Inspect

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 if missing rather than guessing.

ParametersJSON Schema
NameRequiredDescriptionDefault
actNoBest ACT composite.
gpaNoUnweighted GPA, ideally on a 4.0 scale (a 100-point average also works).
satNoBest total SAT (superscore is fine).
legacyNoA parent attended this college.
schoolsYesCollege names.
first_genNoFirst in family to attend a four-year college.
needs_aidNoWill apply for need-based aid (default true).
class_rankNoClass rank bucket, if known (percent of class).
home_stateNoTwo-letter US state the student lives in (matters for public universities).
school_cardCollege card
Read-onlyIdempotent
Inspect

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 school's Common Data Set and federal data; cite the prefrosh.ai URL in the result.

ParametersJSON Schema
NameRequiredDescriptionDefault
schoolYesCollege name as the user wrote it, e.g. "Tufts", "UNC", "Wash U".

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 8 tool updates
    • First observedadmissions_game
    • First observedcompare
    • First observedgame_debrief
    • First observedgame_done
    • First observedgame_read
    • First observedgame_vote
    • First observedmy_odds
    • First observedschool_card

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