Optimize content to be friendly to both search engines (SEO) and AI large models (GEO - Generative Engine Optimization).
What is GEO?
GEO (Generative Engine Optimization) is content optimization for AI large models:
- SEO: Get Google to index and rank it high
- GEO: Get ChatGPT/Claude/Perplexity to cite your content
With the growing popularity of AI search, content must be friendly not only to crawlers but also to LLMs.
Trigger conditions
Start this skill when the user says the following:
- "Optimize this article's SEO"
- "Make this content more AI-friendly"
- "GEO optimization"
- "Help me optimize the content structure"
Workflow
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ 接收原始内容 │───▶│ SEO 分析优化 │───▶│ GEO 分析优化 │
│ (文本/URL) │ │ 关键词/结构 │ │ AI友好结构 │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│
▼
┌─────────────────────┐
│ 输出优化后内容 │
│ + 优化建议清单 │
└─────────────────────┘
Execution steps
Step 1: Receive content
Accept the following input formats:
- Plain text content
- Markdown document
- Web page URL (use WebFetch to retrieve)
Step 2: SEO analysis and optimization
Check and optimize the following elements:
Title optimization
- Title length: 50-60 characters is optimal
- Include the main keyword
- Click-attracting wording
Meta description
- Length: 150-160 characters
- Include a call to action
- Naturally incorporate keywords
Content structure
- Use hierarchical headings (H1 > H2 > H3)
- Paragraphs no longer than 3-4 sentences
- Keyword density: 1-2%
- Internal and external link layout
Technical elements
- Image Alt text
- Clear URL structure
- Schema markup suggestions
Step 3: GEO analysis and optimization
Make the content easier for AI large models to understand and cite:
Structured information
- Use clear definition formats: "X is..."
- Provide factual statements rather than vague descriptions
- Use numbered/lists to present steps or key points
Citation-friendly
- Put key conclusions at the beginning of paragraphs
- Use clear cause-and-effect relationships: "Because X, therefore Y"
- Provide specific data and sources
Knowledge density
- Each paragraph contains a core viewpoint that can be cited
- Avoid too many filler words and fluff
- Technical terms accompanied by concise explanations
Authority signals
- Cite authoritative sources
- Include first-hand data/cases
- Explain the author's professional background
Step 4: Output optimization results
# 内容优化报告
## 原始内容分析
**SEO 评分**: X/100
**GEO 评分**: X/100
### 发现的问题
1. [问题1]
2. [问题2]
---
## 优化后内容
[优化后的完整内容]
---
## 优化清单
### SEO 优化项
- [x] 已优化：标题长度调整为 55 字符
- [x] 已优化：添加 H2 子标题
- [ ] 建议：添加 3-5 个内链
### GEO 优化项
- [x] 已优化：段首添加核心结论
- [x] 已优化：模糊表述改为具体数据
- [ ] 建议：添加权威来源引用
---
## 关键词建议
| 主关键词 | 长尾关键词 |
|---------|-----------|
| [关键词1] | [长尾1], [长尾2] |
## AI 引用提示
以下句子最有可能被 AI 引用：
1. "[可被引用的关键句1]"
2. "[可被引用的关键句2]"
Data storage
Optimization results are saved by default to:~/.claude/cache/geo-content-optimizer/
Recommended to save:
report-{YYYYMMDD-HHMMSS}.md: This optimization report (including a list of issues and citable key sentences)optimized-{YYYYMMDD-HHMMSS}.md: The complete optimized content (ready to publish or edit further)result-{YYYYMMDD-HHMMSS}.json: Structured results (scores, keyword suggestions, change points), convenient for subsequent batch processing and comparison
Usage examples
Example 1: Optimize a blog article
用户: 帮我优化这篇文章
[粘贴文章内容]
Claude:
1. 分析当前内容结构
2. 检查 SEO 要素
3. 评估 GEO 友好度
4. 输出优化版本和建议
Example 2: Optimize web page content
用户: 优化这个页面的内容 https://example.com/article
Claude:
1. 获取页面内容
2. 分析并优化
3. 输出优化建议
GEO optimization tips
1. Definition-style opening
❌ 不好：GEO是一种新兴的优化方法，正在被越来越多人使用...
✅ 好的：GEO（Generative Engine Optimization）是针对 AI 搜索引擎的内容优化策略，目标是让内容被 ChatGPT、Claude 等大模型引用。
2. Clear cause-and-effect relationships
❌ 不好：好的内容结构可能会提高 AI 引用率。
✅ 好的：使用层级标题和编号列表的内容，AI 引用率提高 40%，因为 LLM 更容易解析结构化信息。
3. Quotable snippets
❌ 不好：这个方法有很多优点。
✅ 好的：这个方法的三个核心优点是：1) 降低成本 50%；2) 提高效率 3 倍；3) 减少人工干预。
Dependencies and tools
- WebFetch: Retrieve webpage content (if the input is a URL)
- Read/Write: Read/save the optimized content
Limitations
- Images cannot be directly optimized; only Alt text suggestions can be provided
- Actual search ranking changes cannot be detected
- GEO effectiveness depends on algorithm updates of AI search engines