MCP Server
CollegeCalcAI
com.collegecalcai/admissions
What this MCP does
Searches US colleges, provides admissions and outcome data, and estimates admission chances for student profiles and college lists.
Capabilities
Tools
5
tools
estimate_admission_chances
Estimate admission chances at one college
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.
Read only
Idempotent
Input schema
{'type': 'object', 'required': ['school'], 'properties': {'act': {'type': 'integer', 'maximum': 36, 'minimum': 1, 'description': 'ACT composite, 1 to 36. Ignored if sat is given.'}, 'gpa': {'type': 'number', 'maximum': 4, 'minimum': 0, 'description': 'Unweighted GPA on a 4.0 scale. Provide this or weightedGpa.'}, 'sat': {'type': 'integer', 'maximum': 1600, 'minimum': 400, 'description': 'Total SAT score, 400 to 1600.'}, 'grade': {'enum': ['9', '10', '11', '12'], 'type': 'string', 'description': 'Current grade level. Defaults to 12.'}, 'major': {'type': 'string', 'maxLength': 60, 'description': 'Intended major, e.g. Computer Science.'}, 'round': {'enum': ['Regular Decision', 'Early Action', 'Early Decision', 'REA/SCEA', 'Rolling'], 'type': 'string', 'description': 'Application round. Defaults to Regular Decision.'}, 'legacy': {'type': 'boolean', 'description': 'Parent attended this school.'}, 'school': {'type': 'string', 'description': 'College name, e.g. "University of Michigan" or "MIT".'}, 'athlete': {'type': 'boolean', 'description': 'Recruited athlete.'}, 'firstGen': {'type': 'boolean', 'description': 'First-generation college student.'}, 'apCourses': {'type': 'integer', 'maximum': 30, 'minimum': 0, 'description': 'Number of AP courses taken or in progress.'}, '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.'}, 'weightedGpa': {'type': 'number', 'maximum': 6, 'minimum': 0, 'description': 'Weighted GPA (e.g. 4.3 on a 5.0 scale).'}, 'classRankPercent': {'type': 'number', 'maximum': 100, 'minimum': 0, 'description': 'Class rank as a top percentage, e.g. 5 for top 5%.'}}, 'additionalProperties': False}
estimate_college_list
Estimate chances across a college list
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.
Read only
Idempotent
Input schema
{'type': 'object', 'required': ['schools'], 'properties': {'act': {'type': 'integer', 'maximum': 36, 'minimum': 1, 'description': 'ACT composite, 1 to 36. Ignored if sat is given.'}, 'gpa': {'type': 'number', 'maximum': 4, 'minimum': 0, 'description': 'Unweighted GPA on a 4.0 scale. Provide this or weightedGpa.'}, 'sat': {'type': 'integer', 'maximum': 1600, 'minimum': 400, 'description': 'Total SAT score, 400 to 1600.'}, 'grade': {'enum': ['9', '10', '11', '12'], 'type': 'string', 'description': 'Current grade level. Defaults to 12.'}, 'major': {'type': 'string', 'maxLength': 60, 'description': 'Intended major, e.g. Computer Science.'}, 'round': {'enum': ['Regular Decision', 'Early Action', 'Early Decision', 'REA/SCEA', 'Rolling'], 'type': 'string', 'description': 'Application round. Defaults to Regular Decision.'}, 'legacy': {'type': 'boolean', 'description': 'Parent attended this school.'}, 'athlete': {'type': 'boolean', 'description': 'Recruited athlete.'}, 'schools': {'type': 'array', 'items': {'type': 'string'}, 'maxItems': 15, 'minItems': 1, 'description': 'College names.'}, 'firstGen': {'type': 'boolean', 'description': 'First-generation college student.'}, 'apCourses': {'type': 'integer', 'maximum': 30, 'minimum': 0, 'description': 'Number of AP courses taken or in progress.'}, '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.'}, 'weightedGpa': {'type': 'number', 'maximum': 6, 'minimum': 0, 'description': 'Weighted GPA (e.g. 4.3 on a 5.0 scale).'}, 'classRankPercent': {'type': 'number', 'maximum': 100, 'minimum': 0, 'description': 'Class rank as a top percentage, e.g. 5 for top 5%.'}}, 'additionalProperties': False}
find_colleges_for_score
Colleges for a SAT, ACT or GPA
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.
Read only
Idempotent
Input schema
{'type': 'object', 'properties': {'act': {'type': 'integer', 'maximum': 36, 'minimum': 1, 'description': 'ACT composite (if no SAT).'}, 'gpa': {'type': 'number', 'maximum': 4, 'minimum': 0, 'description': 'Unweighted GPA (if no test score).'}, 'sat': {'type': 'integer', 'maximum': 1600, 'minimum': 400, 'description': 'SAT total.'}, 'state': {'type': 'string', 'pattern': '^[A-Za-z]{2}$', 'description': 'Only colleges in this state.'}}, 'additionalProperties': False}
get_school_admissions_data
Get a college's admissions data
Federal admissions and outcome data for one U.S. college: applicants, admits, yield, SAT/ACT middle 50%, test policy, cost, net price after aid, graduation rate and earnings, plus the estimated chance for typical GPA and SAT combinations at that school. No student profile needed.
Read only
Idempotent
Input schema
{'type': 'object', 'required': ['school'], 'properties': {'school': {'type': 'string', 'description': 'College name.'}}, 'additionalProperties': False}
search_colleges
Search U.S. colleges
Find U.S. colleges by name, state, public/private, and acceptance-rate range. Give a SAT score to rank schools by how close the student sits to each school's 75th percentile. Returns names to pass to the estimate tools.
Read only
Idempotent
Input schema
{'type': 'object', 'properties': {'sat': {'type': 'integer', 'maximum': 1600, 'minimum': 400, 'description': 'Rank results by SAT fit.'}, 'type': {'enum': ['public', 'private'], 'type': 'string'}, 'limit': {'type': 'integer', 'maximum': 25, 'minimum': 1, 'description': 'Results to return, default 10.'}, 'query': {'type': 'string', 'description': 'Part of a college name.'}, 'state': {'type': 'string', 'pattern': '^[A-Za-z]{2}$', 'description': 'Two-letter state code.'}, 'maxAcceptanceRate': {'type': 'number', 'maximum': 100, 'minimum': 0, 'description': 'Highest acceptance rate, in percent.'}, 'minAcceptanceRate': {'type': 'number', 'maximum': 100, 'minimum': 0, 'description': 'Lowest acceptance rate, in percent.'}}, 'additionalProperties': False}
History
Recent tool changes
Added
find_colleges_for_score
Oct. 4, 2026, 2:40 a.m.
Added
get_school_admissions_data
Oct. 4, 2026, 2:40 a.m.
Added
search_colleges
Oct. 4, 2026, 2:40 a.m.
Added
estimate_college_list
Oct. 4, 2026, 2:40 a.m.
Added
estimate_admission_chances
Oct. 4, 2026, 2:40 a.m.
Discover
Similar MCP servers
concordance
com.narrowhighway/concordance
Provides deterministic claim verification and audit receipts, along with Bible references, commentary, geography, indexed knowled…
Lodi Kids Activities
com.lodikidsactivities/lodi-kids-activities
Searches and manages a directory of youth programs, family events, and licensed daycares in Lodi, California, including listings,…
The Ainglish Project
org.ainglish/ainglish
Maintains a measured, auditable register of language constructs, proposals, evidence, adoption, contributors, protocols, and rati…
Torah Library
xyz.kolsgo.torah/torah-library
Provides searchable Jewish texts, commentaries, source sheets, dictionaries, manuscripts, calendars, learning schedules, parasha …
Orcid
io.github.pipeworx-io/orcid
Retrieves public ORCID researcher records containing works, employment, education, and other profile information.
Openreview
io.github.pipeworx-io/openreview
Searches OpenReview venues and retrieves machine-learning conference submissions, papers, reviews, rebuttals, decisions, and venu…
Books
io.github.pipeworx-io/books
Provides Open Library book, edition, work, and author lookups, including publication details, subjects, descriptions, and biograp…
Education Feeds
io.github.pipeworx-io/education-feeds
Lists and reads curated education-related RSS and Atom feeds, with keyword filtering.