Audit websites for AI search readiness and check whether a business shows up in AI answers (ChatGPT, Perplexity, Google AI Overviews). API key auth, free account at qleerly.ai.
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Scored across 2 tools
audit_site and check_ai_visibility have clearly distinct purposes: one performs a technical/structural audit of the page, the other runs a live search simulation to test discoverability. The description explicitly orders them ('use this first, before check_ai_visibility'), leaving no room for misselection.
Both names follow the same snake_case verb_noun pattern (audit_site, check_ai_visibility) and use precise, descriptive verbs. No stylistic deviation.
Two tools is thin for a product centered on AI-search visibility; the natural workflow (audit -> diagnose -> fix -> re-check) is only partially exposed. It is defensible as a minimal MVP surface, but agents will quickly run out of actions.
The two tools cover diagnosis and verification of AI visibility, but there is no remediation step (e.g. applying structured-data or metadata fixes) and no historical/trend reporting despite the tool mentioning scores. An agent can diagnose but cannot act on findings, creating a dead end.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
audit_sitecheck_ai_visibility
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