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io.github.cyanheads/college-scorecard-mcp-server

io-github-cyanheads-college-scorecard-mcp-server declares 9 capabilities across 9 tools, with 1 critical issue.

16/100 exposureModerate

Manifest recorded 2026-10-16 from tools/list on https://college-scorecard.caseyjhand.com/mcp, published in the official MCP registry as io.github.cyanheads/college-scorecard-mcp-server 0.4.0. The date changes only when the manifest does. Not verified by a maintainer.

Issues

These describe what this server's manifest declares. A product can provide controls that MCP has no way to express — token revocation, an admin console, audit logs — and this page cannot see them. The absence of a declaration is not evidence that a control is absent.

critical · no-revocation · All 9 tools

9 of 9 tools declare no way for the customer to switch them off once granted. This applies to every tool because MCP has no field in which to declare a revocation mechanism; the product may provide one outside MCP that a manifest cannot show.

high · no-expiry · All 9 tools

9 of 9 tools declare no expiry. This applies to every tool because MCP has no field in which to declare an expiry; the product may provide one outside MCP that a manifest cannot show.

high · no-audit-trail · All 9 tools

9 of 9 tools declare no record of their actions that the customer can read. This applies to every tool because MCP has no field in which to declare an audit requirement; the product may provide one outside MCP that a manifest cannot show.

low · uncapped-read · All 9 tools

9 tools can read data and declare no limit.

Declared capabilities

How each tool was read. declared means the server's own annotation said so — self-reported and unverified. inferred is from the tool's name. assumed means nothing indicated either way.

Tool	Read as	Basis
`scorecard_lookup_cip`	`read`	declared
`scorecard_list_fields`	`read`	declared
`scorecard_search_schools`	`read`	declared
`scorecard_get_school`	`read`	declared
`scorecard_get_programs`	`read`	declared
`scorecard_get_earnings`	`read`	declared
`scorecard_search_programs`	`read`	declared
`scorecard_compare_schools`	`read`	declared
`scorecard_value_analysis`	`read`	declared

Answering this question about your own agent? The self-serve stack report applies the same reading to your own stack or server and gives you a dated document you can hand to a customer's security review. It is generated in your browser, with nobody to wait for. Buying one does not change this page, its score or its place in the index — see Independence.

Maintain this server? If this page misreads your manifest, or your server has changed, submit its current tools/list response and it will be re-scored and dated. Corrections are published alongside the original, not in place of it.