Measure whether AI assistants actually recommend a brand, from measured answers.
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First seen 2 Oct 2026. One server, whatever directories list it: each directory listing keeps its own page and history.
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Tools
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Tools
| Tool | Description | Behaviour |
|---|---|---|
| get_visibility_check | Collect 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, how many of the buyer questions the brand won, which competitors were named instead, and which providers actually answered. | Read-only |
| start_visibility_check | Measure 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 would answer. Free, no signup, one measurement per domain every 30 days. Returns a runId: call get_visibility_check with it after about a minute. If the domain was already measured this month the response says quota_reached and includes when it ran. | Changes data |
| Listing | Publisher | Why it is grouped here |
|---|---|---|
| llmaudit-mcp | nahuelsoria | Same repository |