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100
MCP live MCP 2025-11-25 http

collegecalcai

brycehoff4/collegecalcai

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

Watch this dependency Share evidence report
Uptime
100.0%
5 direct probes · 30d
Response
1509ms
last probe
Tools
5
callable
Resources
0
readable
Prompts
2
available
Primary URL
https://collegecalcai.com/mcp
Score: 100/100
Handshake verified by our own probe.
pass Answers the MCP handshake 50/50
The handshake and the list calls succeeded on the primary URL.
pass Lists tools, resources or prompts 30/30
5 tools, 0 resources, 2 prompts returned.
pass 3 or more catalogue items 10/10
7 items in total; 3 or more earns these points.
pass Describes itself 10/10
92 characters; more than 30 earns these points.

Tools · 5

estimate_admission_chances

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 scho…

estimate_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 concret…

search_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 …

get_school_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…

find_colleges_for_score

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-sc…

Prompts · 2

chance_me

Estimate my admission chances at the schools I name.

build_balanced_list

Turn a profile and a few interests into a balanced Reach/Target/Likely list.

How to use

Claude Desktop or claude.ai: add a custom connector (Customize → Connectors; on Team and Enterprise plans an owner adds it under Organization settings → Connectors) with this server URL: https://collegecalcai.com/mcp

Cursor or Cline: add to your MCP config:

{
  "mcpServers": {
    "collegecalcai": {
      "url": "https://collegecalcai.com/mcp",
      "transport": "http"
    }
  }
}