LLM Audit
by FastDrop
Measure whether AI assistants actually recommend a brand, from measured answers.
Measure whether AI assistants actually recommend a brand, from measured answers. Official MCP Registry: app.llmaudit/llmaudit@1.0.0. Remote endpoint: https://mcp.llmaudit.app/mcp
Problem it solves
Discoverable MCP server listed in the official MCP Registry.
How it's different
Remote MCP endpoint ingested from the official registry and probed by FastDrop.
Ingested from the official MCP Registry
FastDrop pulled this entry from the official MCP Registry as app.llmaudit/llmaudit and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed
and the description is not theirs.
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Read directly from the endpoint on 24 Sept 2026. Not supplied by the maker.
get_visibility_checkCollect the result of a measurement started with start_visibility_check. Returns status running while the providers are still answering, so poll every 20 to 30 seconds. When ready it reports a verdict
start_visibility_checkMeasure whether a brand shows up when buyers ask AI assistants for a recommendation. Asks real buyer questions to OpenAI, Anthropic and Gemini and reports what they answered, not what they claim they
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Matched on shared tags and the tools their MCP servers actually expose.
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