prefrosh.ai
Server Details
College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP ยท MCP 2025-11-25
- URL
TDQS
Score is being calculated.
Available Tools
8 toolsadmissions_gameThe admissions gameRead-onlyInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| major | No | Intended major, if stated. | |
| round | No | Application round. Default RD. | |
| school | Yes | College name. | |
| application | Yes | The student's application as they gave it: essays, activities, grades, scores, notes. Verbatim. | |
| visited_campus | No | Campus visits, if the student said. |
compareCompare collegesRead-onlyIdempotentInspect
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).
| Name | Required | Description | Default |
|---|---|---|---|
| act | No | Best ACT composite. | |
| gpa | No | Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works). | |
| sat | No | Best total SAT (superscore is fine). | |
| schools | Yes | ||
| home_state | No | Two-letter US state the student lives in (matters for public universities). |
game_debriefAdmissions game: the fixesRead-onlyIdempotentInspect
App-only. The chair writes the debrief.
| Name | Required | Description | Default |
|---|---|---|---|
| run | Yes | ||
| major | No | ||
| round | No | ||
| school | Yes | ||
| visits | No | ||
| readers | Yes | ||
| application | Yes |
game_doneAdmissions game: finishedRead-onlyIdempotentInspect
App-only. Records that a run finished (counts only).
| Name | Required | Description | Default |
|---|---|---|---|
| usage | No | ||
| school | No | ||
| seconds | No |
game_readAdmissions game: one readerRead-onlyIdempotentInspect
App-only. One reader of the admissions game reads the file.
| Name | Required | Description | Default |
|---|---|---|---|
| run | Yes | ||
| kind | Yes | ||
| major | No | ||
| round | No | ||
| school | Yes | ||
| visits | No | ||
| application | Yes |
game_voteAdmissions game: the meeting and voteRead-onlyIdempotentInspect
App-only. The committee meets and votes.
| Name | Required | Description | Default |
|---|---|---|---|
| run | Yes | ||
| major | No | ||
| round | No | ||
| school | Yes | ||
| visits | No | ||
| readers | Yes | ||
| application | Yes |
my_oddsMy admission oddsRead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| act | No | Best ACT composite. | |
| gpa | No | Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works). | |
| sat | No | Best total SAT (superscore is fine). | |
| legacy | No | A parent attended this college. | |
| schools | Yes | College names. | |
| first_gen | No | First in family to attend a four-year college. | |
| needs_aid | No | Will apply for need-based aid (default true). | |
| class_rank | No | Class rank bucket, if known (percent of class). | |
| home_state | No | Two-letter US state the student lives in (matters for public universities). |
school_cardCollege cardRead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| school | Yes | College 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.
8 tool updates
- First observed
admissions_game - First observed
compare - First observed
game_debrief - First observed
game_done - First observed
game_read - First observed
game_vote - First observed
my_odds - First observed
school_card
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