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- AlicenseNot gradedqualityDmaintenanceEnables auditing AI search visibility: checks site readiness for AI crawlers and measures whether ChatGPT, Gemini, and Perplexity recommend your site, including verbatim answers and citation gap analysis.90 npm4AGPL 3.0
- AlicenseNot gradedqualityBmaintenanceEnables AI visibility audits by checking AI crawler access, identity files, and page signals locally, with hosted tools for identity scoring, fix plans, competitor comparison, history, and answer-engine analysis.MIT
- AlicenseAqualityCmaintenanceEnables AI assistants to check how discoverable a website is to AI search engines and assistants by inspecting signals like crawler access, llms.txt, structured data, and on-page metadata, and returning a 0-100 visibility score.1MIT
- AlicenseAqualityAmaintenanceProvides AI-visibility scoring and site auditing capabilities for websites, enabling agents to check how sites appear in AI engines like ChatGPT and Perplexity, run full SEO/security audits, and monitor changes over time.15257 npm1MIT
- FlicenseNot gradedqualityCmaintenanceAudits any website for SEO issues, providing scored health checks, schema validation, and performance analysis through AI assistants.-
- AlicenseNot gradedqualityCmaintenanceEvaluates any website's AI visibility with 15 checks across crawlability, structure, content, and connectivity, and provides actionable fixes.4 npmMIT
TDQS
Scored across 10 tools
check_identity is effectively a superset that internally reports robots.txt crawler policy (check_ai_access), identity files (check_identity_files), and Organization schema (check_page_signals), so an agent faces four overlapping readings of the same site and must infer granularity versus composite. The analyze_site/get_analysis and visibility_fixes trio is better separated, and descriptions do explain the differences, but the overlap between the local checks and check_identity is real.
All snake_case and readable, but verb conventions are mixed: check_* for four tools, then analyze_site, get_analysis (which does not match its partner's noun), visibility_fixes (noun-only), compare_sites, and inite_connect. Predictable in the check_* family but not across the set.
Ten tools is a sensible scope for an AI-visibility auditing service. However, check_ai_access, check_identity_files, and check_page_signals feel like decompositions of check_identity, so the count is slightly inflated by near-redundant granular tools.
Coverage is strong: crawler policy, identity files, page health, full audit, run retrieval, fixes, comparison, and history all exist for the stated domain. The main gap is that get_analysis needs a known run_id with no tool to list prior audits or runs, and there is no cancel/delete for an in-flight audit.