Diagnose brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). Free + paid audits.
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Scored across 6 tools
Each tool targets a distinct function: the core audit, license activation, category leaderboards, static checklist, score-to-tier mapping, and usage reporting. There is minor conceptual overlap between the audit's free-tier 'framework and tier mapping' output and get_fix_priority, but overall boundaries are clear.
All tools follow a consistent snake_case verb_noun pattern (audit_ai_visibility, check_license, get_category_leaders, get_checklist, get_fix_priority, get_usage). The verb variation (get/check/audit) is semantically meaningful rather than arbitrary.
Six tools is well-scoped for a focused AI-visibility auditing service, with each tool earning its place across auth, audit, reference data, and usage. Nothing feels padded or missing at the count level.
The surface covers the core lifecycle: activate license, run audit, get methodology checklist, interpret score, view leaderboards, and check usage. Minor gaps exist, such as retrieving or comparing past audit results by brand, but core workflows are covered.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
check_license2 fields changedInput schema / properties / emailAdded value: +{
+ "default": "",
+ "description": "Email to bind the api_key to.",
+ "type": "string"
+}Input schema / properties / license_key / descriptionPrevious value: -"The license key received after purchase."New value: +"The Gumroad license key from your purchase."get_category_leadersaudit_ai_visibility1 field changedInput schema / properties / api_keyAdded value: +{
+ "default": "",
+ "description": "Developer API key — equivalent to license_key, for agent/API callers.",
+ "type": "string"
+}get_usageaudit_ai_visibilitycheck_licenseget_checklistget_fix_priorityAudit your brand's visibility across ChatGPT, Gemini, Claude, Perplexity + 6 more engines.
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