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geo-fundamentals

by @sickn33v1.0.0
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针对ChatGPT等AI搜索引擎进行生成式引擎优化(GEO),提升内容可见性和排名。

Generative Engine Optimization (GEO)AI Search EnginesChatGPT OptimizationContent StrategyAI MarketingGitHub
安装方式
npx skills add sickn33/antigravity-awesome-skills --skill geo-fundamentals
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Before / After 效果对比

1
使用前

网站内容主要针对传统搜索引擎优化,未考虑AI生成式搜索的特点,导致内容在ChatGPT、Claude等AI助手的回答中很少被引用,失去了重要的曝光机会。

使用后

通过应用GEO(Generative Engine Optimization)策略,优化内容结构、关键词和信息呈现方式,使其更易被AI模型理解和引用。这显著提升了内容在AI搜索结果中的可见性和被引用率,带来了新的流量和品牌影响力。

description SKILL.md


name: geo-fundamentals description: "Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity)." risk: unknown source: community date_added: "2026-02-27"

GEO Fundamentals

Optimization for AI-powered search engines.


1. What is GEO?

GEO = Generative Engine Optimization

GoalPlatform
Be cited in AI responsesChatGPT, Claude, Perplexity, Gemini

SEO vs GEO

AspectSEOGEO
Goal#1 rankingAI citations
PlatformGoogleAI engines
MetricsRankings, CTRCitation rate
FocusKeywordsEntities, data

2. AI Engine Landscape

EngineCitation StyleOpportunity
PerplexityNumbered [1][2]Highest citation rate
ChatGPTInline/footnotesCustom GPTs
ClaudeContextualLong-form content
GeminiSources sectionSEO crossover

3. RAG Retrieval Factors

How AI engines select content to cite:

FactorWeight
Semantic relevance~40%
Keyword match~20%
Authority signals~15%
Freshness~10%
Source diversity~15%

4. Content That Gets Cited

ElementWhy It Works
Original statisticsUnique, citable data
Expert quotesAuthority transfer
Clear definitionsEasy to extract
Step-by-step guidesActionable value
Comparison tablesStructured info
FAQ sectionsDirect answers

5. GEO Content Checklist

Content Elements

  • Question-based titles
  • Summary/TL;DR at top
  • Original data with sources
  • Expert quotes (name, title)
  • FAQ section (3-5 Q&A)
  • Clear definitions
  • "Last updated" timestamp
  • Author with credentials

Technical Elements

  • Article schema with dates
  • Person schema for author
  • FAQPage schema
  • Fast loading (< 2.5s)
  • Clean HTML structure

6. Entity Building

ActionPurpose
Google Knowledge PanelEntity recognition
Wikipedia (if notable)Authority source
Consistent info across webEntity consolidation
Industry mentionsAuthority signals

7. AI Crawler Access

Key AI User-Agents

CrawlerEngine
GPTBotChatGPT/OpenAI
Claude-WebClaude
PerplexityBotPerplexity
GooglebotGemini (shared)

Access Decision

StrategyWhen
Allow allWant AI citations
Block GPTBotDon't want OpenAI training
SelectiveAllow some, block others

8. Measurement

MetricHow to Track
AI citationsManual monitoring
"According to [Brand]" mentionsSearch in AI
Competitor citationsCompare share
AI-referred trafficUTM parameters

9. Anti-Patterns

❌ Don't✅ Do
Publish without datesAdd timestamps
Vague attributionsName sources
Skip author infoShow credentials
Thin contentComprehensive coverage

Remember: AI cites content that's clear, authoritative, and easy to extract. Be the best answer.


Script

ScriptPurposeCommand
scripts/geo_checker.pyGEO audit (AI citation readiness)python scripts/geo_checker.py <project_path>

When to Use

This skill is applicable to execute the workflow or actions described in the overview.

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安装量0
评分0.0 / 5.0
版本1.0.0
更新日期2026年3月16日
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兼容平台

🔧Claude Code
🔧OpenClaw
🔧OpenCode
🔧Codex
🔧Gemini CLI
🔧GitHub Copilot
🔧Amp
🔧Kimi CLI

时间线

创建2026年3月16日
最后更新2026年3月16日