Citlyze
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- AlicenseCqualityBmaintenanceEnables read-only SEO and generative-search visibility audits by combining official Google Search Console and Bing Webmaster Tools data with a bounded crawl of a site's public pages. Returns confirmed issues, per-query and per-page opportunities, GEO readiness signals, and prioritized actions with verification steps, while also supporting import of Google generative-search impressions from CSV exports.2556 npm1MIT
- 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- AlicenseNot gradedqualityAmaintenanceEnables agents to perform evidence-backed Google Search Console investigations, including traffic change diagnosis, opportunity discovery, cannibalization detection, and indexing audits, all through read-only access.17 PyPIMIT
- AlicenseAqualityAmaintenanceFind out how AI assistants and search engines talk about your brand. Ask how often ChatGPT, Perplexity and Google's AI answers mention you, where you rank, how positive those mentions are, which sites they cite, and how you compare with competitors. Your assistant can also set up and adjust the monitoring for you, showing a preview and asking before anything that deletes data or uses up your plan.6167 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.108 npm4AGPL 3.0
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.