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Search / com.admit-coach/university-data

Admit Coach — College Search & Costs

R0· no sign-in

Search US colleges and compare historical admissions, costs and aid using public federal 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
Trust80of 100
Uptime, 30 days99%
Latency p50906 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "university-data": {
      "type": "http",
      "url": "https://admit-coach.com/api/mcp/"
    }
  }
}
claude mcp add --transport http university-data https://admit-coach.com/api/mcp/
[mcp_servers.university-data]
url = "https://admit-coach.com/api/mcp/"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "university-data": {
      "type": "remote",
      "url": "https://admit-coach.com/api/mcp/",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "university-data": {
      "type": "http",
      "url": "https://admit-coach.com/api/mcp/"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=university-data&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYWRtaXQtY29hY2guY29tL2FwaS9tY3AvIn0%3D"
}
{
  "servers": {
    "university-data": {
      "type": "http",
      "url": "https://admit-coach.com/api/mcp/"
    }
  }
}
{
  "mcpServers": {
    "university-data": {
      "httpUrl": "https://admit-coach.com/api/mcp/"
    }
  }
}
extensions:
  "university-data":
    enabled: true
    name: "university-data"
    type: streamable_http
    uri: "https://admit-coach.com/api/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.annotations4 of 4 tools declare readOnlyHint or destructiveHint
  • pass
    tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
  • pass
    tools.token_costabout 753 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

4 tools, about 753 tokens to load them all · tool set 4dc999519489 · checked 2026-10-20 14:54 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 80 / 100

no-repository
provenance55
liveness100
freshness85
hygiene80

+dns-namespace +website +reachable +uptime-99% ~updated-44d-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://admit-coach.com/api/mcp/ streamable-httpnoneyes99%906 ms2025-11-252026-10-20

Tools (4)

get_application_deadlinesread-onlyRecorded application, aid and commitment deadlines for up to 20 colleges, with days remaining. Also returns a prep schedule worked backwards from the earliest application deadline (recommendations, first essay draft, final essay, submission) and a calendar-file URL. Dates come from institution records for the current cycle and can lag; tell the student to confirm each on the official admissions page. No student data is read or stored.
get_financial_aidread-onlyRead historical average net price, income brackets, grants and debt for a college. These cohort statistics are not a personalized cost estimate or financial aid offer. Public-college averages may not apply to nonresident students. Verify the official college net-price calculator before deciding affordability. Missing figures remain unknown.
get_university_detailsread-onlyRead a college's admissions ranges, majors, costs and outcomes by IPEDS ID. Use search_universities to resolve a name first. Values are historical and may be missing; cite the returned school URL. No login, personal profile or student documents are accessed.
search_universitiesread-onlyFind colleges by name, two-letter location, field of study or historical acceptance rate. Returns at most 20 institutions and links to school profiles. This searches public institutional records, does not access student accounts, and does not predict admission.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.admit-coach/university-data",
  "title": "Admit Coach — College Search & Costs",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://admit-coach.com/api/mcp/",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "websiteUrl": "https://admit-coach.com/mcp-server",
  "description": "Search US colleges and compare historical admissions, costs and aid using public federal data."
}