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grey-haven-seo-geo-optimization

用于优化网页内容以提高搜索引擎可见性,改进AI搜索引擎引用(GEO),审核网站SEO,实施结构化数据标记,或研究关键词策略。触发词:'SEO'、'GEO'、'搜索优化'、'模式标记'、'元标签'、'AI搜索'、'Perplexity'、'搜索排名'、'结构化数据'、'生成式引擎优化'、'丰富结果'、'robots.txt'、'站点地图'。

person作者: jakexiaohubgithub

SEO/GEO Optimization

Optimize web content for both traditional search engines (Google, Bing) and AI search engines (ChatGPT, Perplexity, Gemini, Copilot, Claude).

GEO = Generative Engine Optimization - Optimizing content to be cited by AI search engines.

Key Insight: AI search engines don't rank pages - they cite sources. Being cited is the new ranking #1.

When to Use

  • Auditing a website's SEO/GEO status
  • Optimizing content for AI search engine citations
  • Implementing or fixing structured data (JSON-LD, Schema.org)
  • Researching keywords and competitor strategies
  • Ensuring AI bots can crawl your site
  • Adding meta tags, Open Graph, Twitter Cards
  • Improving content structure for both humans and AI

Don't use for:

  • General content writing without SEO focus (use creative-writing skill)
  • Backend API performance (use performance-optimizer)

Workflow

digraph seo_geo {
  rankdir=TB;
  "Audit current state" -> "Keyword research";
  "Keyword research" -> "GEO optimization";
  "GEO optimization" -> "Traditional SEO";
  "Traditional SEO" -> "Validate & monitor";
  "Validate & monitor" -> "Audit current state" [label="iterate", style=dashed];
}

Step 1: Website Audit

Get the target URL and analyze current SEO/GEO status.

Quick technical check:

# Check meta tags and schema markup
curl -sL "https://example.com" | grep -E "<title>|<meta name=\"description\"|<meta property=\"og:|application/ld\+json" | head -20

# Check robots.txt - verify AI bots are allowed
curl -s "https://example.com/robots.txt"

# Check sitemap structure
curl -s "https://example.com/sitemap.xml" | head -50

AI bots to verify access for:

| Bot | Service | |-----|---------| | Googlebot | Google | | Bingbot | Bing / Copilot | | PerplexityBot | Perplexity | | ChatGPT-User | ChatGPT with browsing | | ClaudeBot / anthropic-ai | Claude | | GPTBot | OpenAI |

Step 2: Keyword Research

Use WebSearch to research target keywords:

  • {keyword} keyword difficulty site:ahrefs.com OR site:semrush.com
  • {keyword} search volume {current_year}
  • site:{competitor.com} {keyword}

Analyze search volume, difficulty, competitor strategies, long-tail opportunities, and international keyword conflicts.

Step 3: GEO Optimization (AI Search Engines)

Apply the 9 Princeton GEO Methods (see reference/geo-methods.md):

| Method | Boost | Priority | |--------|-------|----------| | Cite Sources | +40% | Must-have | | Statistics Addition | +37% | Must-have | | Quotation Addition | +30% | Should-have | | Authoritative Tone | +25% | Should-have | | Fluency Optimization | +15-30% | Must-have | | Easy-to-understand | +20% | Should-have | | Technical Terms | +18% | Context-dependent | | Unique Words | +15% | Nice-to-have | | ~~Keyword Stuffing~~ | -10% | AVOID |

Best combination: Fluency + Statistics = Maximum boost

Content structure for AI citation:

  • "Answer-first" format (direct answer at top)
  • Clear H1 > H2 > H3 hierarchy
  • Bullet points and numbered lists
  • Tables for comparison data
  • Short paragraphs (2-3 sentences max)

FAQPage schema adds +40% AI visibility. See templates/schema-faqpage.json.

Step 4: Traditional SEO

Apply meta tags, Open Graph, Twitter Cards, and JSON-LD schema markup. See templates/meta-tags.md for copy-paste templates.

Quick checks:

  • H1 contains primary keyword
  • Images have descriptive alt text
  • Internal links to related content
  • External links have rel="noopener noreferrer"
  • Mobile-friendly layout
  • Page loads in < 3 seconds

Step 5: Validate & Monitor

# Schema validation
open "https://search.google.com/test/rich-results?url={encoded_url}"
open "https://validator.schema.org/?url={encoded_url}"

# Check indexing
open "https://www.google.com/search?q=site:{domain}"
open "https://www.bing.com/search?q=site:{domain}"

Generate report using checklists/seo-geo-audit.md.

Platform-Specific Quick Reference

Each AI search engine has different citation criteria. See reference/platform-optimization.md for full details.

| Platform | Key Factor | Critical Action | |----------|-----------|-----------------| | ChatGPT | Domain authority | Update content within 30 days | | Perplexity | Semantic relevance | FAQPage schema + PDF hosting | | Google AI Overview | E-E-A-T | Authoritative citations (+132%) | | Copilot / Bing | Bing indexing | Page speed < 2s | | Claude | Brave Search | High factual density |

Common Mistakes

| Mistake | Fix | |---------|-----| | Blocking AI bots in robots.txt | Allow PerplexityBot, GPTBot, ClaudeBot explicitly | | Keyword stuffing | Reduces visibility by 10%. Use natural language. | | Missing FAQPage schema | Adds +40% AI visibility. Always include for FAQ content. | | No statistics or citations | GEO research shows +37-40% boost from data and sources | | Ignoring Brave Search | Claude uses Brave, not Google. Ensure Brave indexing. | | Stale content | ChatGPT cites 3.2x more from content updated within 30 days |

Collaboration

  • Works with: content-strategist agent (strategy + keyword planning), creative-writing skill (content quality)
  • Complements: Content strategy with technical SEO implementation and GEO methodology
  • Outputs: Optimized markup, schema, audit reports, GEO-enhanced content

Supporting Documentation