collegecalcai

Admission chances at 1,100+ U.S.

CommunityOnlineNo sign-inGlobalFreeRead-only

What it can do

  • 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 wou
  • 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
  • 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

What data it sees

Do you need an account

No: the server works without sign-in

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

How to connect

How to connect collegecalcai to Claude

The server address to paste into Claude settings:

https://collegecalcai.run.tools

  1. Open Claude (claude.ai or the desktop app).
  2. Go to Settings → Connectors.
  3. Click Add custom connector.
  4. Paste the server address copied below into Remote MCP server URL and click Add.
  5. In a chat, click + → Connectors and switch the new connector on.

Custom connectors are available on Free, Pro, Max, Team and Enterprise plans (Free is limited to one). On Team and Enterprise an organization Owner adds the connector first under Organization settings → Connectors.

Authorization

After you click Add, a sign-in window for the service opens. Sign in with your own account and approve access. Claude never sees your password.

How to connect collegecalcai to ChatGPT

The server address to paste into ChatGPT settings:

https://collegecalcai.run.tools

  1. Open ChatGPT in a browser (chatgpt.com). A Plus, Pro, Business, Enterprise or Edu plan is required.
  2. Turn on developer mode once: Settings → Apps → Advanced settings → Developer mode.
  3. Open Settings → Connectors and click Create.
  4. Fill in the form: Name (anything), Description (one line about what the service does), MCP server URL (copy it below).
  5. Under Authentication choose OAuth if the service requires sign-in, otherwise None. Click Create.
  6. In a new chat open + → Apps/Connectors and enable the connector.

OpenAI has renamed this section before (Connectors → Apps/Plugins). If the label differs, search settings for "developer mode". On Business/Enterprise workspaces an admin must allow custom connectors first.

Authorization

On first use ChatGPT opens the service's sign-in window. Sign in and approve access.

How to connect collegecalcai to Cursor

The server address to paste into Cursor settings:

https://collegecalcai.run.tools

Fastest: click Open in Cursor below and confirm the prompt.

Manually:

  1. In Cursor open Settings → Cursor Settings → MCP and click Add new global MCP server.
  2. Paste the JSON copied below into ~/.cursor/mcp.json (per project: .cursor/mcp.json in the repo root).
  3. Save the file. The server appears in the MCP list; authorize it there if asked.

Authorization

If the service needs sign-in, an authorize button appears next to the server in the MCP list.

Server tool list (5)

Raw names from tools/list. Only developers need these.

estimate_admission_chancesEstimate 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.
estimate_college_listScore 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.
search_collegesFind 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.
get_school_admissions_dataFederal 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.
find_colleges_for_scoreAnswer "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.