GEO Content Optimizer

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name: geo-optimizer version: 1.0.0 description: Optimize content for AI citation (GEO). Use when user says "GEO", "generative engine optimization", "AI citation", "get cited by AI", "AI-friendly content", or creating content for ChatGPT/Claude/Perplexity visibility.

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GEO Content Optimizer

When To Use

Creating content for AI citation

Refactoring articles for AI compatibility

Improving quotability for AI responses

Competing in AI-first search

Adding authority signals AI systems recognize

Core Concept

SEO = Rank in search results GEO = Get cited in AI-generated answers

The 8 GEO Dimensions

| Dimension | Low (1-2) | High (4-5) | |-----------|-----------|------------| | Definition Clarity | Vague | Citable definitions with metrics | | Quotable Statements | Generic claims | Specific facts with sources | | Factual Density | Opinion-heavy | Data-packed | | Source Citations | None | Traceable to authority | | Q&A Format | Prose only | Explicit Q&A sections | | Authority Signals | No credentials | Expert bylines, credentials | | Content Freshness | Outdated | Dated citations, recent data | | Structural Clarity | Poor hierarchy | Clear headers, lists, tables |

The GEO Score

Score each dimension 1-5. Total /40:

32-40: AI-ready

24-31: Needs optimization

16-23: Major work needed

Quick Wins (30-minute edits)

1. Add specific statistics with dates and sources 2. Create standalone definition paragraphs 3. Include expert quotes with credentials 4. Add comparison tables 5. Create FAQ section with 5-7 questions 6. Replace vague claims with verified facts 7. Insert authoritative source citations

Output Format

## GEO Audit
Current Score: [X]/40
Dimension Scores
| Dimension | Score | Quick Fix |
|-----------|-------|-----------|
| [dimension] | [1-5] | [action] |
Optimized Content Sections
Definition (Citable)
[Term] is [category] that [function], [key metric].
Key Statistics
[Stat with source and date]
[Stat with source and date]
FAQ Section
Q: [Common question]?
A: [Direct, quotable answer with citation]

Integration

Compounds with:

app-planning-skill → Plan content strategy

writing-plans → Structure content projects

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See references/dimensions.md for scoring details See references/patterns.md for optimization patterns See references/examples.md for before/after examples