Show HN: Open-geo – Claude Code extension for auto GEO scoring (github.com)

The launch of open-geo, a Claude Code extension, introduces a new tool for evaluating brand visibility across AI-generated responses from major search engines like ChatGPT, Google, and Claude. By leveraging a real, logged-in browser, open-geo captures how often a brand’s domain appears in AI answers, citations, and sources, moving beyond traditional SEO metrics to provide a more comprehensive "visibility funnel." This tool runs queries directly through AI engines and outputs validated data without the risks associated with unstable scraping methods. This development is significant for the AI/ML community as it democratizes access to tangible metrics on AI-driven content, helping businesses and consultants gauge their presence in an evolving search landscape. Key features include a localized SQLite database for time-series tracking and a responsive dashboard for data visualization without needing external services. Moreover, open-geo enables users to monitor sentiment towards their brands and compare visibility against competitors, thus providing actionable insights rather than mere vanity metrics. As the dynamics of search continue to shift, tools like open-geo equip brands with the necessary resources to adapt and thrive.