Skip to content
verify mcp Beta VerifyMCP is currently in beta. If you notice any issues, email [email protected] and we’ll put it right.

College Scorecard

REMOTE · MCP.OLYPORT.COM · SCANNED AUG 3

Higher education data: tuition, graduation rates, and earnings

Available components

+6 this week 66 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security63
Transport & Reachability100
Schema Quality & AI Usability73
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 544 tokens (~136/item across 4 items; 4 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage71
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 0% of tool parameters carry a description.Fail
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · mcp.olyport.com

# add to Claude Code
claude mcp add --transport http com-olyport-college-scorecard https://mcp.olyport.com/college-scorecard/mcp
# ~/.codex/config.toml
[mcp_servers.com-olyport-college-scorecard]
url = "https://mcp.olyport.com/college-scorecard/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-olyport-college-scorecard": {
      "type": "remote",
      "url": "https://mcp.olyport.com/college-scorecard/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-olyport-college-scorecard --url https://mcp.olyport.com/college-scorecard/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-olyport-college-scorecard:
    url: "https://mcp.olyport.com/college-scorecard/mcp"
// mcp.json
{
  "mcpServers": {
    "com-olyport-college-scorecard": {
      "type": "http",
      "url": "https://mcp.olyport.com/college-scorecard/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +2
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 29 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 28 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 60

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://mcp.olyport.com/college-scorecard/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=mcp.olyport.com CN=YE1,O=Let's Encrypt,C=US 29 Jul 2026 27 Oct 2026 ECDSA 256 ECDSA-SHA384 6ab1c2dfb0fcb68c1046393bb51c5b1117b
SANs: mcp.olyport.com
CN=YE1,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 5ddd70dd31f801c85c186a7a04b80afe
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd
DNSSEC insecure

Validation of mcp.olyport.com. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
olyport.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=31536000; includeSubDomains; preload
content-security-policy default-src 'self'; script-src 'self' 'unsafe-inline'; style-src 'self' 'unsafe-inline'; img-src 'self' data:; font-src 'self'; connect-src 'self'
x-content-type-options nosniff
x-frame-options DENY
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=()
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://mcp.olyport.com/college-scorecard/mcp Verified 200
http (plaintext) http://mcp.olyport.com/college-scorecard/mcp HTTPS enforced 308 https://mcp.olyport.com/college-scorecard/mcp
MCP tools — 4 exposed · ~544 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
compare_schools ~96

Compare 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.

NameTypeReqDescription
school_idsstringyes
NameTypeReqDescription
resultstringyes

No examples provided.

get_field_of_study ~122

Get 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').

NameTypeReqDescription
fieldstring
school_idinteger
NameTypeReqDescription
resultstringyes

No examples provided.

get_school_detail ~88

Get 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.

NameTypeReqDescription
school_idintegeryes
NameTypeReqDescription
resultstringyes

No examples provided.

search_schools ~238

Search 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).

NameTypeReqDescription
degree_typestring
distanceinteger
limitinteger
namestring
statestring
zip_codestring
NameTypeReqDescription
resultstringyes

No examples provided.