lxyeternal/malskillbench/geo-optimizer

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

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

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