Index / data

io.github.nipunkhanderia/golden-dataset-mcp

io-github-nipunkhanderia-golden-dataset-mcp declares 9 capabilities across 9 tools, with 2 critical issues. One of them, no-revocation, is recorded for every server in the index because MCP has no field in which to declare a way to switch a tool off; a missing declaration is not evidence that the control is missing.

43/100 exposureElevated

Manifest recorded 2026-11-02 from tools/list answered by the PyPI package golden-dataset-mcp==0.1.2 (published to PyPI as golden-dataset-mcp, listed in the official MCP registry as io.github.nipunkhanderia/golden-dataset-mcp 0.1.2), run in an isolated container with no network access and no credentials. 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.

critical · irreversible-uncapped · 1 of 9 tools

1 tool is classified as irreversible and declares no limit.

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.

high · uncapped-write · 5 of 9 tools

5 tools can modify data and declare no limit.

low · uncapped-read · 3 of 9 tools

3 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
`init_dataset`	`write`	assumed
`add_entry`	`write`	inferred
`update_entry`	`write`	inferred
`delete_entry`	`delete`	inferred
`list_entries`	`read`	inferred
`commit_version`	`write`	inferred
`diff_versions`	`read`	inferred
`evaluate_answers`	`write`	assumed
`dataset_status`	`read`	inferred

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.

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