Skill

geo-optimizer

From sundial-org-awesome-openclaw-skills-4

Optimizes content for AI citation via GEO: audits 8 dimensions (clarity, quotability, etc.), scores readiness, suggests quick fixes like stats, FAQs, citations.

documentation

ai-ml

Install

npx claudepluginhub joshuarweaver/cascade-ai-ml-agents-misc-2 --plugin sundial-org-awesome-openclaw-skills-4

Tool Access

This skill uses the workspace's default tool permissions.

Preview

- Creating content for AI citation

Supporting Assets

references/dimensions.md

SKILL.md

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Last CommitFeb 1, 2026

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View Source View Plugin View on GitHub View README

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Content Freshness	Outdated	Dated citations, recent data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)

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