Optimize content for AI citations in ChatGPT, Perplexity, AI Overviews, Gemini, Claude. AI引用优化/GEO优化/AI搜索
The geo-content-optimizer skill is designed to enhance content for AI-driven search engines and generative AI platforms such as ChatGPT, Perplexity, Gemini, Claude, and AI Overviews. Its primary goal is to increase the likelihood that content will be cited or surfaced in AI-generated answers by improving the structural and semantic quality of the material. By addressing challenges in AI citation optimization, GEO readiness, and generative engine visibility, it ensures content not only ranks well but is recognized as authoritative and quotable across multiple AI platforms.
This skill provides several capabilities for content creators and SEO professionals. It improves content structure, factual density, and the clarity of authoritative signals, ensuring the text contains quotable statements and accurate source attribution. It can audit content for GEO readiness, suggest enhancements, and help develop recovery strategies for high-priority queries captured by AI Overviews. By consulting canonical entity profiles, it also ensures proper representation of brands, products, or individuals, handling disambiguation and updating metadata to reflect the most accurate information.
Ideal use cases include optimizing articles, blog posts, or other digital assets to improve AI citation rates and visibility within generative AI outputs. Target users include SEO specialists, content marketers, AI content strategists, and organizations looking to strengthen their presence in AI search results. Additionally, it serves teams needing structured recommendations for improving content authority, monitoring performance, and maintaining an up-to-date record of entity mentions and metadata across AI platforms.
You can provide either a URL or text content along with an optional target AI engine. The skill will optimize the content for AI citations and GEO readiness, generating actionable outputs and metadata.
The skill is compatible with ChatGPT, Perplexity, AI Overviews, Gemini, Claude, and Copilot, as well as multiple development platforms including Claude Code, ClawHub, Vercel Labs, Cursor, Windsurf, Codex CLI, Amp, Gemini CLI, Kimi Code, Qwen Code, and CodeBuddy.
It requires canonical entity profiles for brands, products, or persons to optimize citations accurately. If an entity profile is missing or outdated, the skill may flag concerns and recommend further optimization steps.
Yes, the skill includes guidance for recovery scenarios using a four-phase approach: measure, diagnose, rewrite, and monitor. This is tailored for situations where AI Overviews has impacted click-through rates or visibility.
Quick Setup:
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aaron-he-zhu/seo-geo-claude-skills