mcp-registry/com.olyport/college-scorecard · v1.26.0
As of 2026-10-20 21:24 UTC, the Olyport College Scorecard MCP server is up with a Glimind reliability score of 94/100 (grade A). Over the last 30 days it answered 99.9% of Glimind's liveness checks. It had 5 outages in 90 days, with a median recovery of 7 minutes.
Higher education data: tuition, graduation rates, and earnings
Claude Code
claude mcp add --transport http olyport-college-scorecard-mcp-server https://mcp.olyport.com/college-scorecard/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"olyport-college-scorecard-mcp-server": {
"type": "http",
"url": "https://mcp.olyport.com/college-scorecard/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
10 parameter(s) across 4 tool(s) have no description.
Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →
4 of 4 tool(s) carry no readOnlyHint/destructiveHint annotations.
Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. 4 tool(s) still need parameter descriptions written by someone who knows the API. All of them as JSON: /v1/readiness/mcp-registry%2Fcom.olyport%2Fcollege-scorecard/fixes
{
"name": "compare_schools",
"description": "Compare multiple colleges or universities side by side.\n\n Returns key metrics for each school including tuition, admission rate,\n median earnings, debt, and completion rate for easy comparison.\n\n Args:\n school_ids: Comma-separated list of College Scorecard school IDs\n (e.g. '166027,166683,243780'). Use search_schools to find IDs.\n ",
"inputSchema": {
"type": "object",
"title": "compare_schoolsArguments",
"required": [
"school_ids"
],
"properties": {
"school_ids": {
"type": "string",
"title": "School Ids"
}
}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "get_field_of_study",
"description": "Get earnings and debt data by field of study from the College Scorecard.\n\n Returns median earnings and median debt for graduates of specific academic\n programs. Can be filtered by school, by field name, or both.\n\n Args:\n school_id: College Scorecard school ID to see field-level data for one school.\n field: Field of study name or keyword to search across schools\n (e.g. 'Computer Science', 'Nursing', 'Business').\n ",
"inputSchema": {
"type": "object",
"title": "get_field_of_studyArguments",
"properties": {
"field": {
"type": "string",
"title": "Field",
"default": null
},
"school_id": {
"type": "integer",
"title": "School Id",
"default": null
}
}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "get_school_detail",
"description": "Get detailed data for a specific college or university.\n\n Returns comprehensive information including costs, admissions, demographics,\n earnings outcomes, financial aid, debt levels, and completion rates.\n Use school IDs from search_schools results.\n\n Args:\n school_id: The College Scorecard school ID (integer). Find IDs via search_schools.\n ",
"inputSchema": {
"type": "object",
"title": "get_school_detailArguments",
"required": [
"school_id"
],
"properties": {
"school_id": {
"type": "integer",
"title": "School Id"
}
}
},
"annotations": {
"readOnlyHint": true
}
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/com.olyport/college-scorecard"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/com.olyport/college-scorecard"}) over MCP.
search_schools ~277 tokensget_field_of_study ~200 tokenscompare_schools ~162 tokensget_school_detail ~161 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fcom.olyport%2Fcollege-scorecard?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fcom.olyport%2Fcollege-scorecard?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fcom.olyport%2Fcollege-scorecard.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fcom.olyport%2Fcollege-scorecard.svg :target: https://glimind.com/server/mcp-registry%2Fcom.olyport%2Fcollege-scorecard?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:053e298d5ab5bf1a…, first seen 2026-10-17, included at leaf 4771 of 35,310. Version history · verify what your client received.
Compare: most reliable data servers · most reliable search servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-20 21:24 UTC, the Olyport College Scorecard MCP server is up with a Glimind reliability score of 94/100 (grade A). Over the last 30 days it answered 99.9% of Glimind's liveness checks. It had 5 outages in 90 days, with a median recovery of 7 minutes.
Olyport College Scorecard MCP server advertises 4 tools, including compare_schools, get_field_of_study, get_school_detail, search_schools.
Point your MCP client at this streamable-http endpoint: https://mcp.olyport.com/college-scorecard/mcp
Glimind scanned all 4 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.