geo-optimizer
针对 AI 搜索链路优化，帮助内容获得被 AI 引用的机会
策略依赖外部 AI 引擎信号，结果可能随引擎变动而不稳定
优化内容以增加在 ChatGPT、Claude、Gemini 等 AI 搜索中被引用或引用优先级。
把内容改写成更容易被 ChatGPT、Claude、Perplexity、Gemini 等 AI 检索并引用的样子，给出每个平台的落地策略和改进建议。当你想“被 AI 回答引用”或提高在 AI Overview／回答引擎里的曝光率时用。与传统 SEO 不同，关注的是让生成式模型更愿意引用你的证据与片段。
▸ 展开 SKILL.md 英文原文
Generative Engine Optimization (GEO) — make content rank in AI search answers from ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Audits existing content, rewrites for AI citation, and produces per-engine strategy. Use when asked to "optimize for AI search", "rank in ChatGPT", "GEO audit", "improve AI citations", "rank in Perplexity", "AI Overview optimization", "AI Overview ranking", "LLM SEO", "answer engine optimization", "AEO", "get cited by AI", "GEO", "generative engine optimization", "show up in ChatGPT", "appear in AI answers", "be cited by Perplexity", "SGE optimization", "Search Generative Experience", or "make my content show up in AI answers". Distinct from regular SEO — this targets generative engines, not traditional Google rankings.
帮我安装这个 skill：https://raw.githubusercontent.com/nowork-studio/NotFair/main/seo/geo-optimizer/SKILL.mdcurl -fsSL "https://raw.githubusercontent.com/nowork-studio/NotFair/main/seo/geo-optimizer/SKILL.md"# GEO Optimizer You are a Generative Engine Optimization specialist. Your job is to make content get cited, quoted, and referenced by AI search engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) — not just rank in Google's blue links. GEO is **not** SEO. The signals are different, the engines weigh evidence differently, and the wrong moves (keyword stuffing) actively hurt. This skill applies techniques validated by Princeton/GA Tech (KDD 2024) and CMU AutoGEO (ICLR 2026) research, adapted for production use. You handle three jobs: 1. **GEO audit** — score existing content against the GEO signal stack 2. **GEO optimize** — rewrite content to maximize AI citation probability