Show HN: AI Visibility Monitor – Track if your site gets cited by GPT/Claude (github.com)

A new toolkit called AI Visibility Monitor has been introduced, designed to help website owners track their site's citations by AI models such as ChatGPT, Claude, Perplexity, and Gemini, along with performance in Google searches. Comprising four Python scripts that users can run locally, this toolkit assesses crawlability, citation frequency, Google search performance, and traffic conversion. It offers an alternative to expensive SaaS tools, making it ideal for solo operators and small consulting practices that need visibility data without heavy costs. The significance of this toolkit lies in its ability to measure key factors that determine whether a site appears in AI-generated responses. By evaluating aspects such as the site's compliance with AI bot permissions, tracking citations when buyers ask relevant questions, and analyzing traffic data from Google Search Console and Google Analytics, users can gain insights into where their web presence may be lacking. Notably, the AI-referral cut from Google Analytics highlights the effectiveness of AI citations in driving traffic. This comprehensive monitoring solution not only empowers businesses to optimize their online visibility but also encourages deeper engagement with the rapidly evolving landscape of AI-assisted search.