geo-optimizer-skill
Helps website owners and SEO professionals increase citation likelihood in AI-generated answers via automated auditing and optimization.
Tool overview
This open-source toolkit provides a comprehensive suite for Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO). With CLI, Python, and MCP interfaces, it audits your site's visibility across major generative AI platforms—ChatGPT, Perplexity, Gemini, and Google AI Overviews—and generates actionable optimization recommendations.
It translates academic citation strategies (like DAF-based first-paragraph detection) into practical programmatic checks and rewrites. The tool supports schema markup, markdown exporting, and one-click optimization, enabling SEO teams to benchmark and improve their AI citations systematically.
Limitations include reliance on ever-evolving AI models, which may affect long-term consistency. Technical proficiency is required to deploy and operate the CLI, limiting accessibility for non-developers. Evidence of large-scale commercial use is still limited.
The tool is free and open-source, but demands self-hosting and some Python knowledge. It is best suited for tech-savvy SEO specialists, developers, and small content teams willing to invest in setup; less suitable for users seeking a plug-and-play SaaS solution.