Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit β audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.
Open-source end-to-end GEO implementation: status analysis, diagnosis, strategy, tickets, execution, verification
Can AI engines cite your site, and do they? Free 0β100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.
Self-hosted AI visibility tracking (AEO / GEO / LLMO). Track how ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews mention and cite your brand. One Go binary, SQLite, MCP-first, bring your own keys.
A curated list of GEO and AI visibility tools, compared on which AI engines they track, how often they refresh, what they cost, and whether you can get your data out.
The open-source SEO + GEO/AEO playbook: tested scripts, guardrails and methodology behind a site that reached 11.08M impressions / 44.8K clicks in 90 days. Human-vs-AI-agent query analysis, matched-control measurement, evidence-verified facts.