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geo-optimizer

Optimize content for AI citation (GEO).

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Installation

npx clawhub@latest install geo-optimizer

View the full skill documentation and source below.

Documentation

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

DimensionLow (1-2)High (4-5)
Definition ClarityVagueCitable definitions with metrics
Quotable StatementsGeneric claimsSpecific facts with sources
Factual DensityOpinion-heavyData-packed
Source CitationsNoneTraceable to authority
Q&A FormatProse onlyExplicit Q&A sections
Authority SignalsNo credentialsExpert bylines, credentials
Content FreshnessOutdatedDated citations, recent data
Structural ClarityPoor hierarchyClear 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)

  • Add specific statistics with dates and sources

  • Create standalone definition paragraphs

  • Include expert quotes with credentials

  • Add comparison tables

  • Create FAQ section with 5-7 questions

  • Replace vague claims with verified facts

  • 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

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