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College Scorecard

R0· no sign-in

Higher education data: tuition, graduation rates, and earnings

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.
Quality79good
Trust72of 100
Uptime, 30 days100%
Latency p50257 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "college-scorecard": {
      "type": "http",
      "url": "https://mcp.olyport.com/college-scorecard/mcp"
    }
  }
}
claude mcp add --transport http college-scorecard https://mcp.olyport.com/college-scorecard/mcp
[mcp_servers.college-scorecard]
url = "https://mcp.olyport.com/college-scorecard/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "college-scorecard": {
      "type": "remote",
      "url": "https://mcp.olyport.com/college-scorecard/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "college-scorecard": {
      "type": "http",
      "url": "https://mcp.olyport.com/college-scorecard/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=college-scorecard&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbWNwLm9seXBvcnQuY29tL2NvbGxlZ2Utc2NvcmVjYXJkL21jcCJ9"
}
{
  "servers": {
    "college-scorecard": {
      "type": "http",
      "url": "https://mcp.olyport.com/college-scorecard/mcp"
    }
  }
}
{
  "mcpServers": {
    "college-scorecard": {
      "httpUrl": "https://mcp.olyport.com/college-scorecard/mcp"
    }
  }
}
extensions:
  "college-scorecard":
    enabled: true
    name: "college-scorecard"
    type: streamable_http
    uri: "https://mcp.olyport.com/college-scorecard/mcp"
    timeout: 300

Quality 79 / 100good

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 hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_school_detail (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_schools (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_field_of_study (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 752 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 752 tokens to load them all · tool set d75140882208 · checked 2026-10-20 20:46 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 72 / 100

no-repository
provenance55
liveness100
freshness45
hygiene80

+dns-namespace +website +reachable +uptime-100% -stale-202d -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://mcp.olyport.com/college-scorecard/mcp streamable-httpnoneyes100%257 ms2025-11-252026-10-20

Tools (4)

compare_schoolsCompare multiple colleges or universities side by side. Returns key metrics for each school including tuition, admission rate, median earnings, debt, and completion rate for easy comparison. Args: school_ids: Comma-separated list of College Scorecard school IDs (e.g. '166027,166683,243780'). Use search_schools to find IDs.
get_field_of_studyGet earnings and debt data by field of study from the College Scorecard. Returns median earnings and median debt for graduates of specific academic programs. Can be filtered by school, by field name, or both. Args: school_id: College Scorecard school ID to see field-level data for one school. field: Field of study name or keyword to search across schools (e.g. 'Computer Science', 'Nursing', 'Business').
get_school_detailGet detailed data for a specific college or university. Returns comprehensive information including costs, admissions, demographics, earnings outcomes, financial aid, debt levels, and completion rates. Use school IDs from search_schools results. Args: school_id: The College Scorecard school ID (integer). Find IDs via search_schools.
search_schoolsSearch colleges and universities in the College Scorecard database. Returns matching schools with basic info: name, location, size, tuition, admission rate, median earnings, and completion rate. Args: name: Full or partial school name to search (e.g. 'Harvard', 'community college'). state: Two-letter US state abbreviation (e.g. 'CA', 'NY') to filter by state. zip_code: Five-digit ZIP code for location-based search. Use with distance parameter. distance: Search radius in miles from zip_code. Only used when zip_code is provided. degree_type: Filter by predominant degree type: '1' (certificate), '2' (associate), '3' (bachelor), '4' (graduate). Omit for all types. limit: Maximum number of schools to return (default 25, max 100).

Schemas: list_tools.

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Official server.json
{
  "name": "com.olyport/college-scorecard",
  "title": "College Scorecard",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://mcp.olyport.com/college-scorecard/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "websiteUrl": "https://olyport.com",
  "description": "Higher education data: tuition, graduation rates, and earnings"
}