CollegeCalcAI

Admission chances at 1,100+ U.S. colleges, college list scoring, and federal admissions data.

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Calidad y seguridad

A
Calidad de la descripción
100%
Integridad del esquema
95%
Calidad de los nombres
92%
Riesgo de envenenamiento
100%
Coincidencia de permisos
100%
Cumplimiento del protocolo
100%

Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.

Costo de contexto

~1,664Tokens (definiciones de herramientas)
~2.6 KBTamaño de respuesta típico
Impacto moderado en la atención (1.30% del contexto de 128k)

Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.

Instalar

Instalación con un clic

Agrega esto a tu archivo `claude_desktop_config.json`:

{
  "mcpServers": {
    "admissions": {
      "url": "https://collegecalcai.com/mcp"
    }
  }
}

Puntos de conexión remotos

https://collegecalcai.com/mcpstreamable-http

Qué puede hacer

Inventario de herramientas

Herramientas (5)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢estimate_admission_chances(school, gpa, weightedGpa, sat, act, ...)

Estimate a student's chance of admission at one U.S. college from their GPA, test scores and context. Returns the percentage, a Reach/Target/Likely/Safety verdict, what would move the number, the school's federal admissions data, and a link to the full calculator.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "school": {
      "type": "string",
      "description": "College name, e.g. \"University of Michigan\" or \"MIT\"."
    },
    "gpa": {
      "type": "number",
      "minimum": 0,
      "maximum": 4,
      "description": "Unweighted GPA on a 4.0 scale. Provide this or weightedGpa."
    },
    "weightedGpa": {
      "type": "number",
      "minimum": 0,
      "maximum": 6,
      "description": "Weighted GPA (e.g. 4.3 on a 5.0 scale)."
    },
    "sat": {
      "type": "integer",
      "minimum": 400,
      "maximum": 1600,
      "description": "Total SAT score, 400 to 1600."
    },
    "act": {
      "type": "integer",
      "minimum": 1,
      "maximum": 36,
      "description": "ACT composite, 1 to 36. Ignored if sat is given."
    },
    "apCourses": {
      "type": "integer",
      "minimum": 0,
      "maximum": 30,
      "description": "Number of AP courses taken or in progress."
    },
    "classRankPercent": {
      "type": "number",
      "minimum": 0,
      "maximum": 100,
      "description": "Class rank as a top percentage, e.g. 5 for top 5%."
    },
    "grade": {
      "type": "string",
      "enum": [
        "9",
        "10",
        "11",
        "12"
      ],
      "description": "Current grade level. Defaults to 12."
    },
    "homeState": {
      "type": "string",
      "pattern": "^[A-Za-z]{2}$",
      "description": "Two-letter U.S. state code, for in-state vs out-of-state at public schools."
    },
    "round": {
      "type": "string",
      "enum": [
        "Regular Decision",
        "Early Action",
        "Early Decision",
        "REA/SCEA",
        "Rolling"
      ],
      "description": "Application round. Defaults to Regular Decision."
    },
    "major": {
      "type": "string",
      "maxLength": 60,
      "description": "Intended major, e.g. Computer Science."
    },
    "firstGen": {
      "type": "boolean",
      "description": "First-generation college student."
    },
    "legacy": {
      "type": "boolean",
      "description": "Parent attended this school."
    },
    "athlete": {
      "type": "boolean",
      "description": "Recruited athlete."
    }
  },
  "required": [
    "school"
  ],
  "additionalProperties": false
}
🟢estimate_college_list(schools, gpa, weightedGpa, sat, act, ...)

Score one student profile against up to 15 colleges at once. Returns every school sorted by chance with its verdict, the Reach/Target/Likely balance, the chance of at least one acceptance, and concrete advice to balance the list.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "schools": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "minItems": 1,
      "maxItems": 15,
      "description": "College names."
    },
    "gpa": {
      "type": "number",
      "minimum": 0,
      "maximum": 4,
      "description": "Unweighted GPA on a 4.0 scale. Provide this or weightedGpa."
    },
    "weightedGpa": {
      "type": "number",
      "minimum": 0,
      "maximum": 6,
      "description": "Weighted GPA (e.g. 4.3 on a 5.0 scale)."
    },
    "sat": {
      "type": "integer",
      "minimum": 400,
      "maximum": 1600,
      "description": "Total SAT score, 400 to 1600."
    },
    "act": {
      "type": "integer",
      "minimum": 1,
      "maximum": 36,
      "description": "ACT composite, 1 to 36. Ignored if sat is given."
    },
    "apCourses": {
      "type": "integer",
      "minimum": 0,
      "maximum": 30,
      "description": "Number of AP courses taken or in progress."
    },
    "classRankPercent": {
      "type": "number",
      "minimum": 0,
      "maximum": 100,
      "description": "Class rank as a top percentage, e.g. 5 for top 5%."
    },
    "grade": {
      "type": "string",
      "enum": [
        "9",
        "10",
        "11",
        "12"
      ],
      "description": "Current grade level. Defaults to 12."
    },
    "homeState": {
      "type": "string",
      "pattern": "^[A-Za-z]{2}$",
      "description": "Two-letter U.S. state code, for in-state vs out-of-state at public schools."
    },
    "round": {
      "type": "string",
      "enum": [
        "Regular Decision",
        "Early Action",
        "Early Decision",
        "REA/SCEA",
        "Rolling"
      ],
      "description": "Application round. Defaults to Regular Decision."
    },
    "major": {
      "type": "string",
      "maxLength": 60,
      "description": "Intended major, e.g. Computer Science."
    },
    "firstGen": {
      "type": "boolean",
      "description": "First-generation college student."
    },
    "legacy": {
      "type": "boolean",
      "description": "Parent attended this school."
    },
    "athlete": {
      "type": "boolean",
      "description": "Recruited athlete."
    }
  },
  "required": [
    "schools"
  ],
  "additionalProperties": false
}
🟢search_colleges(query, state, type, minAcceptanceRate, maxAcceptanceRate, ...)

Find U.S. colleges by name, state, public/private, and acceptance-rate range. Give a SAT score to rank schools by how close the student sits to each school's 75th percentile. Returns names to pass to the estimate tools.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "Part of a college name."
    },
    "state": {
      "type": "string",
      "pattern": "^[A-Za-z]{2}$",
      "description": "Two-letter state code."
    },
    "type": {
      "type": "string",
      "enum": [
        "public",
        "private"
      ]
    },
    "minAcceptanceRate": {
      "type": "number",
      "minimum": 0,
      "maximum": 100,
      "description": "Lowest acceptance rate, in percent."
    },
    "maxAcceptanceRate": {
      "type": "number",
      "minimum": 0,
      "maximum": 100,
      "description": "Highest acceptance rate, in percent."
    },
    "sat": {
      "type": "integer",
      "minimum": 400,
      "maximum": 1600,
      "description": "Rank results by SAT fit."
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 25,
      "description": "Results to return, default 10."
    }
  },
  "additionalProperties": false
}
🟢get_school_admissions_data(school)

Federal admissions and outcome data for one U.S. college: applicants, admits, yield, SAT/ACT middle 50%, test policy, cost, net price after aid, graduation rate and earnings, plus the estimated chance for typical GPA and SAT combinations at that school. No student profile needed.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "school": {
      "type": "string",
      "description": "College name."
    }
  },
  "required": [
    "school"
  ],
  "additionalProperties": false
}
🟢find_colleges_for_score(sat, act, gpa, state)

Answer "what colleges can I get into with a ___": buckets every covered U.S. college into safety, target, reach and high reach for one SAT, ACT or unweighted GPA, using each college's real admitted-score data. Optional state filter. Returns counts and example colleges per tier.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "sat": {
      "type": "integer",
      "minimum": 400,
      "maximum": 1600,
      "description": "SAT total."
    },
    "act": {
      "type": "integer",
      "minimum": 1,
      "maximum": 36,
      "description": "ACT composite (if no SAT)."
    },
    "gpa": {
      "type": "number",
      "minimum": 0,
      "maximum": 4,
      "description": "Unweighted GPA (if no test score)."
    },
    "state": {
      "type": "string",
      "pattern": "^[A-Za-z]{2}$",
      "description": "Only colleges in this state."
    }
  },
  "additionalProperties": false
}

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Evidencia

Observaciones recientes

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