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	9.0.0
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 and generative engine visibility.
argument-hint	<content URL or text> [target AI engine]
metadata	{"author":"aaron-he-zhu","version":"9.0.0","geo-relevance":"high","tags":["geo","ai-citations","chatgpt-optimization","perplexity-optimization","google-ai-overview","gemini","generative-engine-optimization","llm-citations","ai-seo","quotable-content","AI引用优化","GEO优化","AI最適化","AI최적화","optimizacion-ia"],"triggers":["optimize for AI","get cited by ChatGPT","AI optimization","GEO optimization","generative engine optimization","LLM citations","get cited by AI","show up in ChatGPT answers","AI doesn't mention my brand","how do I get AI to mention me","how to appear in AI answers","why doesn't AI mention my brand","Perplexity optimization","how to rank in ChatGPT answers","AI Overview optimization tool","AI引用优化","GEO优化","生成式引擎优化","AI搜索优化","AI可引用内容","让AI引用我","ChatGPT搜不到我","AI不提我的品牌","怎么让AI推荐我","AI搜不到","AIコンテンツ最適化","AI引用されるコンテンツ","ChatGPT対策","AI検索最適化","AI 최적화","AI 검색 최적화","ChatGPT 인용","[Truncated]"]}

GEO Content Optimizer

This skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems directly impacts visibility.

What This Skill Does

Optimizes content for AI citation by enhancing structure, authority signals, factual density, quotable statements, and source attribution, then scores overall GEO readiness.

Quick Start

Start with one of these prompts. Finish with a short handoff summary using the repository format in Skill Contract.

Optimize Existing Content

Optimize this content for GEO/AI citations: [content or URL]

Make this article more likely to be cited by AI systems

Create GEO-Optimized Content

Write content about [topic] optimized for both SEO and GEO

GEO Audit

Audit this content for GEO readiness and suggest improvements

AI Overview Recovery (traffic lost to SERP AI answers)

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 and recommend as an open loop.