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Install in OpenClaw
/install geo-optimizer
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.
README (SKILL.md)
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| Content Freshness | Outdated | Dated citations, recent data |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
Usage Guidance
This is an instruction-only editorial checklist for making content more likely to be cited by LLMs; it doesn't request credentials or install anything, so the direct security risk is low. Before installing, consider: (1) the skill owner is unknown — prefer skills from known authors if you want provenance; (2) SKILL.md references patterns/examples files that are missing from the bundle (harmless but means the skill may be incomplete); (3) the guidance encourages adding expert quotes and citations — avoid fabricating quotes or unverifiable sources (ensure any quoted expert or statistic is real and linked to a legitimate source); (4) do not paste sensitive or proprietary content into the skill's workflows unless you're comfortable with how that data will be used by your agent, since the agent can invoke skills autonomously by default. If you want higher assurance, ask the publisher for the missing reference files or a source/homepage before installing.
Capability Analysis
Type: OpenClaw Skill
Name: geo-optimizer
Version: 1.0.0
The skill bundle is benign. It consists entirely of markdown files that define a methodology for 'Generative Engine Optimization' (GEO). The files provide instructions and criteria for an AI agent to analyze and optimize content for AI citation. There is no executable code, no external network calls, no attempts at data exfiltration, persistence, or malicious execution. The instructions in SKILL.md and references/dimensions.md are purely descriptive for the task and do not contain any prompt injection attempts to subvert the agent's intended behavior or security.
Capability Assessment
Purpose & Capability
Name/description (GEO content optimization) match the SKILL.md guidance: scoring dimensions, quick fixes, and output templates all target making content more 'AI-citable'. No unexpected binaries, env vars, or cloud credentials are requested.
Instruction Scope
The runtime instructions are self-contained editorial guidance (scoring rubric, templates, quick wins). They do not instruct the agent to read system files, access secrets, or call external endpoints. One coherence issue: SKILL.md references additional files (references/patterns.md and references/examples.md) that are not present in the bundle — this is likely a packaging omission and reduces usefulness but is not itself a security risk.
Install Mechanism
Instruction-only skill with no install spec and no code files. This is the lowest-risk install profile: nothing is written to disk or fetched at install-time by the skill bundle.
Credentials
The skill declares no required environment variables, credentials, or config paths. The instructions ask for adding citations and expert bylines, which are editorial and do not require secrets.
Persistence & Privilege
Flags show always:false and default model invocation allowed. That is normal. The skill does not request permanent presence or elevated system privileges and does not modify other skills' configs.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install geo-optimizer - After installation, invoke the skill by name or use
/geo-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release - Optimize content for AI citation (Generative Engine Optimization). By Artem Tolmachev, Teddy Kids, TISA & Claude.
Metadata
Frequently Asked Questions
What is GEO Content Optimizer?
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. It is an AI Agent Skill for Claude Code / OpenClaw, with 2742 downloads so far.
How do I install GEO Content Optimizer?
Run "/install geo-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is GEO Content Optimizer free?
Yes, GEO Content Optimizer is completely free (open-source). You can download, install and use it at no cost.
Which platforms does GEO Content Optimizer support?
GEO Content Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created GEO Content Optimizer?
It is built and maintained by artyomx33 (@artyomx33); the current version is v1.0.0.
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