Citlyze
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- FlicenseNot gradedqualityBmaintenanceEnables read-only access to Google Analytics 4, Google Search Console, BigQuery saved queries, GitHub repository data, and Metricool status for SEO/SEM monitoring and analysis.-

ai-visibility-indexofficial
AlicenseNot gradedqualityAmaintenanceRead-only access to the AI Visibility Index: the measured share of answer that 20 SaaS and 24 crypto brands hold across ChatGPT, Perplexity and Gemini, re-measured weekly on a frozen prompt panel with every past release kept at a permanent URL. Five tools — full index, one brand, brand list, complete history, methodology — served from dabyte.ai and dablock.ai with no API key and no auth; the dataMIT- AlicenseAqualityCmaintenanceEnables users to ask AI assistants how their brand is performing in AI answer engines and search, including rank, mentions, sentiment, and Share of Voice, through read-only tools and prompts.131 npmMIT
- AlicenseNot gradedqualityBmaintenanceEnables 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.57 npm4AGPL 3.0
- FlicenseNot gradedqualityCmaintenanceEnables read-only access to Google Analytics 4 and Google Search Console data, allowing users to run reports, query search analytics, and generate combined snapshots for reporting.-
- AlicenseBqualityDmaintenanceProvides secure, read-only access to Bing Webmaster Tools analytics and non-destructive URL submission for indexing, without destructive site management capabilities.16MIT
TDQS
Scored across 9 tools
Each tool addresses a distinct data object or report: workspace, prompts, windows, visibility, citations, recommendations, competitors, and crawler events. The only close pair is get_visibility_overview vs get_prompt_visibility, but one is brand/engine-level and the other is prompt-specific, so they are clearly separable.
The set consistently uses snake_case with get_ for singular/detail reports and list_ for collection-style reports. Even list_competitor_visibility returns a comparison list, aligning with the list_ pattern.
Nine tools fit a focused analytics server well, covering the major query surfaces without redundancy or bloat.
For a read-only AI visibility analytics domain, the coverage is comprehensive: workspace context, prompt tracking, measurement windows, visibility, citations, recommendations, competitor comparisons, and crawler events all have dedicated tools. No obvious gaps or dead ends in the workflow.