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CollegeCalcAI

R0· no sign-in

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

v1.1.0 · active · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality91strong
Trust83of 100
Uptime, 30 days100%
Latency p50212 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "admissions": {
      "type": "http",
      "url": "https://collegecalcai.com/mcp"
    }
  }
}
claude mcp add --transport http admissions https://collegecalcai.com/mcp
[mcp_servers.admissions]
url = "https://collegecalcai.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "admissions": {
      "type": "remote",
      "url": "https://collegecalcai.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "admissions": {
      "type": "http",
      "url": "https://collegecalcai.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=admissions&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vY29sbGVnZWNhbGNhaS5jb20vbWNwIn0%3D"
}
{
  "servers": {
    "admissions": {
      "type": "http",
      "url": "https://collegecalcai.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "admissions": {
      "httpUrl": "https://collegecalcai.com/mcp"
    }
  }
}
extensions:
  "admissions":
    enabled: true
    name: "admissions"
    type: streamable_http
    uri: "https://collegecalcai.com/mcp"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene100 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations5 of 5 tools declare readOnlyHint or destructiveHint
  • pass
    tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
  • pass
    tools.token_costabout 1,627 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 1,627 tokens to load them all · tool set 0b3cafc9fc35 · checked 2026-10-20 18:06 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 83 / 100

no-repository
provenance55
liveness100
freshness100
hygiene80

+dns-namespace +website +reachable +uptime-100% +updated-17d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://collegecalcai.com/mcp streamable-httpnoneyes100%212 ms2025-11-252026-10-20

Tools (5)

estimate_admission_chancesread-onlyEstimate 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_listread-onlyScore 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.
find_colleges_for_scoreread-onlyAnswer "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.
get_school_admissions_dataread-onlyFederal 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.
search_collegesread-onlyFind 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.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.collegecalcai/admissions",
  "title": "CollegeCalcAI",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://collegecalcai.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "websiteUrl": "https://collegecalcai.com/developers",
  "description": "Admission chances at 1,100+ U.S. colleges, college list scoring, and federal admissions data."
}