菜单
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | geo-fundamentals |
| description | Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). |
| allowed-tools | Read, Glob, Grep |
Optimization for AI-powered search engines.
GEO = Generative Engine Optimization
| Goal | Platform |
|---|---|
| Be cited in AI responses | ChatGPT, Claude, Perplexity, Gemini |
| Aspect | SEO | GEO |
|---|---|---|
| Goal | #1 ranking | AI citations |
| Platform | AI engines | |
| Metrics | Rankings, CTR | Citation rate |
| Focus | Keywords | Entities, data |
| Engine | Citation Style | Opportunity |
|---|---|---|
| Perplexity | Numbered [1][2] | Highest citation rate |
| ChatGPT | Inline/footnotes | Custom GPTs |
| Claude | Contextual | Long-form content |
| Gemini | Sources section | SEO crossover |
How AI engines select content to cite:
| Factor | Weight |
|---|---|
| Semantic relevance | ~40% |
| Keyword match | ~20% |
| Authority signals | ~15% |
| Freshness | ~10% |
| Source diversity | ~15% |
| Element | Why It Works |
|---|---|
| Original statistics | Unique, citable data |
| Expert quotes | Authority transfer |
| Clear definitions | Easy to extract |
| Step-by-step guides | Actionable value |
| Comparison tables | Structured info |
| FAQ sections | Direct answers |
| Action | Purpose |
|---|---|
| Google Knowledge Panel | Entity recognition |
| Wikipedia (if notable) | Authority source |
| Consistent info across web | Entity consolidation |
| Industry mentions | Authority signals |
| Crawler | Engine |
|---|---|
| GPTBot | ChatGPT/OpenAI |
| Claude-Web | Claude |
| PerplexityBot | Perplexity |
| Googlebot | Gemini (shared) |
| Strategy | When |
|---|---|
| Allow all | Want AI citations |
| Block GPTBot | Don't want OpenAI training |
| Selective | Allow some, block others |
| Metric | How to Track |
|---|---|
| AI citations | Manual monitoring |
| "According to [Brand]" mentions | Search in AI |
| Competitor citations | Compare share |
| AI-referred traffic | UTM parameters |
| ❌ Don't | ✅ Do |
|---|---|
| Publish without dates | Add timestamps |
| Vague attributions | Name sources |
| Skip author info | Show credentials |
| Thin content | Comprehensive coverage |
Remember: AI cites content that's clear, authoritative, and easy to extract. Be the best answer.
| Script | Purpose | Command |
|---|---|---|
scripts/geo_checker.py | GEO audit (AI citation readiness) | python scripts/geo_checker.py <project_path> |
Writes high-converting ad copy for Facebook, Google, and LinkedIn with multiple creative variations, audience targeting suggestions, and optional ad graphics via Canva. Use when a user needs paid advertising copy, wants to launch ad campaigns, or needs creative variations for A/B testing across ad platforms.
Creates detailed ad creative briefs with visual direction, copy variants, dimensions, and platform specifications. Use when producing ads for any paid media channel.
Designs brand ambassador programs with tiers, perks, responsibilities, content requirements, and tracking systems. Use when building a community of advocates who promote your brand.
Creates a comprehensive brand voice guide with tone attributes, vocabulary lists, do's and don'ts, and platform-specific adaptations. Use when a user needs to document their brand voice for consistency, is onboarding writers or team members, or wants to establish clear messaging guidelines.
Projects monthly cash flow for 3-12 months from revenue and expense inputs with scenario modeling and runway calculations. Use when a user needs to plan spending, evaluate whether they can afford a hire or investment, or wants to understand when they'll run out of (or accumulate) cash.
Conducts a structured competitor analysis with comparison matrices, positioning maps, gap identification, and strategic recommendations. Use when a user wants to understand their competitive landscape, needs to differentiate their offering, or is preparing a go-to-market strategy.
