E-GEO

An open-source toolkit for generative engine optimization and answer engine optimization, built to help content get cited in ChatGPT, Perplexity, Gemini and Claude. It applies ten research-derived features, including competitive framing, citation optimization, structured data and semantic density improvements, taken from a research preprint and its experiments. Use it from the command line, as a Claude Code skill installable through skills.sh, or through MCP. The flow is three steps: install, activate, then optimize, with a short try-it-in-thirty-seconds path and a list of commands. Topics include citation tracking, llms.txt and schema markup. Results are described as backed by research and reproducible. Written in Python under the MIT license, open source and free to use. It is aimed at marketers and writers who want pages that AI answer engines pick up.