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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admissions_game Read-only

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.

schoolstring, required

College name.

applicationstring, required

The student's application as they gave it: essays, activities, grades, scores, notes. Verbatim.

majorstring

Intended major, if stated.

roundstring

Application round. Default RD.

visited_campusstring

Campus visits, if the student said.

Tools (8)

admissions_game

read-only

Argument	Type	Description
major	string	Intended major, if stated.
round	string	Application round. Default RD.
school*	string	College name.
application*	string	The student's application as they gave it: essays, activities, grades, scores, notes. Verbatim.
visited_campus	string	Campus visits, if the student said.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "school",
    "application"
  ],
  "properties": {
    "major": {
      "type": "string",
      "description": "Intended major, if stated."
    },
    "round": {
      "enum": [
        "ED",
        "EDII",
        "EA",
        "REA",
        "RD"
      ],
      "type": "string",
      "description": "Application round. Default RD."
    },
    "school": {
      "type": "string",
      "description": "College name."
    },
    "application": {
      "type": "string",
      "maxLength": 60000,
      "minLength": 80,
      "description": "The student's application as they gave it: essays, activities, grades, scores, notes. Verbatim."
    },
    "visited_campus": {
      "enum": [
        "none",
        "once",
        "twice"
      ],
      "type": "string",
      "description": "Campus visits, if the student said."
    }
  },
  "additionalProperties": false
}

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).

read-only

Argument	Type	Description
act	integer	Best ACT composite.
gpa	number	Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works).
sat	integer	Best total SAT (superscore is fine).
schools*	array
home_state	string	Two-letter US state the student lives in (matters for public universities).

Input schema (JSON)

{
  "type": "object",
  "required": [
    "schools"
  ],
  "properties": {
    "act": {
      "type": "integer",
      "maximum": 36,
      "minimum": 1,
      "description": "Best ACT composite."
    },
    "gpa": {
      "type": "number",
      "maximum": 100,
      "minimum": 0,
      "description": "Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works)."
    },
    "sat": {
      "type": "integer",
      "maximum": 1600,
      "minimum": 400,
      "description": "Best total SAT (superscore is fine)."
    },
    "schools": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "maxItems": 4,
      "minItems": 2
    },
    "home_state": {
      "type": "string",
      "description": "Two-letter US state the student lives in (matters for public universities)."
    }
  },
  "additionalProperties": false
}

game_debrief

App-only. The chair writes the debrief.

read-only

Argument	Type	Description
run*	object
major	string
round	string
school*	string
visits	string
readers*	object
application*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "school",
    "application",
    "run",
    "readers"
  ],
  "properties": {
    "run": {
      "type": "object"
    },
    "major": {
      "type": "string"
    },
    "round": {
      "type": "string"
    },
    "school": {
      "type": "string"
    },
    "visits": {
      "type": "string"
    },
    "readers": {
      "type": "object"
    },
    "application": {
      "type": "string",
      "maxLength": 60000
    }
  }
}

game_done

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

read-only

Argument	Type	Description
usage	object
school	string
seconds	number

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "usage": {
      "type": "object"
    },
    "school": {
      "type": "string"
    },
    "seconds": {
      "type": "number"
    }
  }
}

game_read

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

read-only

Argument	Type	Description
run*	object
kind*	string
major	string
round	string
school*	string
visits	string
application*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "kind",
    "school",
    "application",
    "run"
  ],
  "properties": {
    "run": {
      "type": "object"
    },
    "kind": {
      "enum": [
        "first",
        "second",
        "essay",
        "faculty"
      ],
      "type": "string"
    },
    "major": {
      "type": "string"
    },
    "round": {
      "type": "string"
    },
    "school": {
      "type": "string"
    },
    "visits": {
      "type": "string"
    },
    "application": {
      "type": "string",
      "maxLength": 60000
    }
  }
}

game_vote

App-only. The committee meets and votes.

read-only

Argument	Type	Description
run*	object
major	string
round	string
school*	string
visits	string
readers*	object
application*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "school",
    "application",
    "run",
    "readers"
  ],
  "properties": {
    "run": {
      "type": "object"
    },
    "major": {
      "type": "string"
    },
    "round": {
      "type": "string"
    },
    "school": {
      "type": "string"
    },
    "visits": {
      "type": "string"
    },
    "readers": {
      "type": "object"
    },
    "application": {
      "type": "string",
      "maxLength": 60000
    }
  }
}

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 if missing rather than guessing.

read-only

Argument	Type	Description
act	integer	Best ACT composite.
gpa	number	Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works).
sat	integer	Best total SAT (superscore is fine).
legacy	boolean	A parent attended this college.
schools*	array	College names.
first_gen	boolean	First in family to attend a four-year college.
needs_aid	boolean	Will apply for need-based aid (default true).
class_rank	string	Class rank bucket, if known (percent of class).

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

read-only

Argument	Type	Description
school*	string	College name as the user wrote it, e.g. "Tufts", "UNC", "Wash U".

Input schema (JSON)

{
  "type": "object",
  "required": [
    "school"
  ],
  "properties": {
    "school": {
      "type": "string",
      "description": "College name as the user wrote it, e.g. \"Tufts\", \"UNC\", \"Wash U\"."
    }
  },
  "additionalProperties": false
}