geo-content-optimizer

name	geo-content-optimizer
description	Optimize content for AI citations in ChatGPT, Perplexity, AI Overviews, Gemini, Claude. AI引用优化/GEO优化/AI搜索
version	9.9.5
license	Apache-2.0
compatibility	Claude Code, skills.sh, ClawHub, Vercel Labs, Cursor, Windsurf, Codex CLI, Amp, Gemini CLI, Kimi Code, Qwen Code, CodeBuddy
homepage	https://github.com/aaron-he-zhu/seo-geo-claude-skills
when_to_use	Use when optimizing content for AI engines like ChatGPT, Perplexity, AI Overviews, Gemini, Claude, or Copilot. Also for AI citation optimization, generative engine visibility, AI引用优化, AI搜索优化, GEO优化, or 让AI引用我.
argument-hint	<content URL or text> [target AI engine]
metadata	{"author":"aaron-he-zhu","version":"9.9.5","geo-relevance":"high","tags":["geo","ai-seo","ai-citations","chatgpt-optimization","perplexity-optimization","google-ai-overview","gemini","generative-engine-optimization","llm-citations","quotable-content","AI引用优化","GEO优化","AI最適化","AI최적화","optimizacion-ia"],"triggers":["optimize for AI","AI optimization","get cited by ChatGPT","GEO optimization","generative engine optimization","get cited by AI","show up in ChatGPT answers","how to appear in AI answers","Perplexity optimization","AI引用优化","AI搜索优化","GEO优化","让AI引用我","AI不提我的品牌","AIコンテンツ最適化","ChatGPT対策","AI 최적화","ChatGPT 인용","optimización para IA","citación de IA","otimização para IA","respostas de IA"]}

GEO Content Optimizer

Optimizes content for AI-generated answers and citation surfaces such as ChatGPT, Perplexity, Gemini, Claude, and AI Overviews.

What This Skill Does

Improves structure, authority signals, factual density, quotable statements, source attribution, and overall GEO readiness.

Quick Start

Optimize this content for GEO/AI citations: [content or URL]
Make this article more likely to be cited by AI systems
Write content about [topic] optimized for both SEO and GEO
Audit this content for GEO readiness and suggest improvements
AI Overview is eating clicks on 12 head queries — build a recovery plan

See references/ai-overview-recovery.md for the 4-phase playbook (measure → diagnose → rewrite → monitor) tailored to recovery scenarios (as opposed to generic GEO optimization).

Skill Contract

Expected output: a ready-to-use asset or implementation-ready transformation plus a short handoff summary ready for memory/content/.

• Reads: the brief, target keywords, entity inputs, quality constraints, and prior decisions from CLAUDE.md and the shared State Model when available. Canonical entity profiles: if the content mentions a brand / person / product, this skill MUST consult memory/entities/<slug>.md (per the entity-geo handoff schema) to populate display_name, description_short, ai_resolution_status and decide whether disambiguation boilerplate is needed. If the profile is missing or stale (>90 days), declare DONE_WITH_CONCERNS and recommend entity-optimizer as an open loop.
• Writes: a user-facing content, metadata, or schema deliverable plus a reusable summary that can be stored under memory/content/.
• Promotes: approved angles, messaging choices, missing evidence, and publish blockers to memory/hot-cache.md, memory/decisions.md, and memory/open-loops.md.
• Next handoff: use the Next Best Skill below when the asset is ready for review or deployment.