LLM-Citeops

CiteOps is an open-source tool created to help websites get noticed by both search engines and AI assistants. It checks your web pages to make sure they are ready for Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO). This means it helps your content appear in search results and also be correctly used and cited in answers generated by AI.

Benefits

CiteOps offers several advantages. It provides reports for different people in a company. Business leaders get insights into how their content impacts reach, trust, and competition. Developers receive specific, actionable advice on how to fix their web pages. The tool optimizes content for both quick answers in search snippets and for AI that combines information from many sources. It helps ensure your brand is presented consistently and that facts are traceable, preventing AI from making mistakes. CiteOps can be easily added to your development process, allowing checks locally or automatically in systems like GitHub Actions. It gives you a clear score for your content’s readiness and suggests exact improvements for things like website structure, citations, and other data. This consistent scoring helps you track progress over time. Because it’s open-source, it’s transparent and can be improved by the community.

Use Cases

This tool is useful for anyone who wants their website content to perform well in search engines and be recognized by AI. Developers can use it to check and fix their code before launching new content. Marketing teams can use the reports to understand how their content strategy is working for both traditional search and AI. It’s helpful for ensuring that information on a website is accurate and properly attributed when used by AI. CiteOps can process a single web page, a whole folder of pages, or even an entire sitemap to provide comprehensive analysis.

Vibes

CiteOps is designed to be a practical tool for teams looking to improve their content's visibility in a changing online world where AI is becoming more important. It helps connect search engine optimization, content planning, and the technical work of building websites.