CollegeCalcAI
Admission chances at 1,100+ U.S. colleges, college list scoring, and federal admissions data.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"admissions": {
"url": "https://collegecalcai.com/mcp"
}
}
}Remote endpoints
https://collegecalcai.com/mcpstreamable-httpWhat it can do
Tool inventory
Tools (5)
🟢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.
Input Schema
{
"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.
Input Schema
{
"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.
Input Schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Part of a college name."
},
"state": {
"type": "string",
"pattern": "^[A-Za-z]{2}$",
"description": "Two-letter state code."
},
"type": {
"type": "string",
"enum": [
"public",
"private"
]
},
"minAcceptanceRate": {
"type": "number",
"minimum": 0,
"maximum": 100,
"description": "Lowest acceptance rate, in percent."
},
"maxAcceptanceRate": {
"type": "number",
"minimum": 0,
"maximum": 100,
"description": "Highest acceptance rate, in percent."
},
"sat": {
"type": "integer",
"minimum": 400,
"maximum": 1600,
"description": "Rank results by SAT fit."
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 25,
"description": "Results to return, default 10."
}
},
"additionalProperties": false
}🟢get_school_admissions_data(school)
Federal admissions and outcome data for one U.S. college: applicants, admits, yield, SAT/ACT middle 50%, test policy, cost, net price after aid, graduation rate and earnings, plus the estimated chance for typical GPA and SAT combinations at that school. No student profile needed.
Input Schema
{
"type": "object",
"properties": {
"school": {
"type": "string",
"description": "College name."
}
},
"required": [
"school"
],
"additionalProperties": false
}🟢find_colleges_for_score(sat, act, gpa, state)
Answer "what colleges can I get into with a ___": buckets every covered U.S. college into safety, target, reach and high reach for one SAT, ACT or unweighted GPA, using each college's real admitted-score data. Optional state filter. Returns counts and example colleges per tier.
Input Schema
{
"type": "object",
"properties": {
"sat": {
"type": "integer",
"minimum": 400,
"maximum": 1600,
"description": "SAT total."
},
"act": {
"type": "integer",
"minimum": 1,
"maximum": 36,
"description": "ACT composite (if no SAT)."
},
"gpa": {
"type": "number",
"minimum": 0,
"maximum": 4,
"description": "Unweighted GPA (if no test score)."
},
"state": {
"type": "string",
"pattern": "^[A-Za-z]{2}$",
"description": "Only colleges in this state."
}
},
"additionalProperties": false
}Community
Evidence