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LLMIntel Model Lifecycle

ai-llmintel-model-lifecycle declares 5 capabilities across 5 tools, with 1 critical issue.

9/100 exposureLow exposure

Manifest retrieved 2026-09-14 from tools/list on https://llmintel.ai/v1/mcp, published in the official MCP registry as ai.llmintel/model-lifecycle 0.2.0. 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 5 tools

5 of 5 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 5 tools

5 of 5 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 5 tools

5 of 5 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 5 tools

5 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
`check_model`	`read`	declared
`list_retiring_models`	`read`	declared
`suggest_replacement`	`read`	declared
`search_models`	`read`	declared
`recent_lifecycle_changes`	`read`	declared

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Scores describe capability as declared in each server's own tools/list response, on the date shown. MCP tool annotations are written by the server being described and are not verified. A score is not a certification, not a penetration test, and not a statement that software is safe or unsafe. Methodology. Generated 2026-09-14.

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