Why Use This
This skill provides specialized capabilities for vudovn's codebase.
Use Cases
- Developing new features in the vudovn repository
- Refactoring existing code to follow vudovn standards
- Understanding and working with vudovn's codebase structure
Install Guide
2 steps - 1
- 2
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Click Install Skill, paste the link below, then press Install.
https://github.com/vudovn/antigravity-kit/tree/main/.agent/skills/geo-fundamentals
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Source & Community
Updated At Jan 20, 2026, 08:09 AM
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SKILL.md 157 Lines
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Total Size 3.4 KB
License MIT
---
name: geo-fundamentals
description: Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
allowed-tools: Read, Glob, Grep
---
# GEO Fundamentals
> Optimization for AI-powered search engines.
---
## 1. What is GEO?
**GEO** = Generative Engine Optimization
| Goal | Platform |
|------|----------|
| Be cited in AI responses | ChatGPT, Claude, Perplexity, Gemini |
### SEO vs GEO
| Aspect | SEO | GEO |
|--------|-----|-----|
| Goal | #1 ranking | AI citations |
| Platform | Google | AI engines |
| Metrics | Rankings, CTR | Citation rate |
| Focus | Keywords | Entities, data |
---
## 2. AI Engine Landscape
| 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 |
---
## 3. RAG Retrieval Factors
How AI engines select content to cite:
| Factor | Weight |
|--------|--------|
| Semantic relevance | ~40% |
| Keyword match | ~20% |
| Authority signals | ~15% |
| Freshness | ~10% |
| Source diversity | ~15% |
---
## 4. Content That Gets Cited
| 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 |
---
## 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
| Action | Purpose |
|--------|---------|
| Google Knowledge Panel | Entity recognition |
| Wikipedia (if notable) | Authority source |
| Consistent info across web | Entity consolidation |
| Industry mentions | Authority signals |
---
## 7. AI Crawler Access
### Key AI User-Agents
| Crawler | Engine |
|---------|--------|
| GPTBot | ChatGPT/OpenAI |
| Claude-Web | Claude |
| PerplexityBot | Perplexity |
| Googlebot | Gemini (shared) |
### Access Decision
| Strategy | When |
|----------|------|
| Allow all | Want AI citations |
| Block GPTBot | Don't want OpenAI training |
| Selective | Allow some, block others |
---
## 8. Measurement
| Metric | How to Track |
|--------|--------------|
| AI citations | Manual monitoring |
| "According to [Brand]" mentions | Search in AI |
| Competitor citations | Compare share |
| AI-referred traffic | UTM parameters |
---
## 9. Anti-Patterns
| ❌ 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
| Script | Purpose | Command |
|--------|---------|---------|
| `scripts/geo_checker.py` | GEO audit (AI citation readiness) | `python scripts/geo_checker.py <project_path>` |
