技能详情（站内镜像，无评论）
许可证：MIT-0
MIT-0 ·免费使用、修改和重新分发。无需归因。
版本：v1.0.0
统计：⭐ 2 · 2.3k · 5 current installs · 7 all-time installs
⭐ 2
安装量（当前） 7
🛡 VirusTotal ：良性 · OpenClaw ：良性
Package：artyomx33/geo-optimizer
安全扫描（ClawHub）
- VirusTotal ：良性
- OpenClaw ：良性
OpenClaw 评估
The skill is an instruction-only content-optimization checklist for making content more likely to be cited by LLMs; it requests no credentials or installs and behaves consistently with its description, though some referenced helper files are missing.
目的
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.
说明范围
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.
安装机制
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.
证书
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.
持久
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.
综合结论
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 g…
安装（复制给龙虾 AI）
将下方整段复制到龙虾中文库对话中，由龙虾按 SKILL.md 完成安装。
请把本段交给龙虾中文库（龙虾 AI）执行：为本机安装 OpenClaw 技能「GEO Content Optimizer」。简介：Optimize content for AI citation (GEO). Use when user says "GEO", "generative e…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装：https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/artyomx33/geo-optimizer/SKILL.md
（来源：yingzhi8.cn 技能库）SKILL.md
---
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.
---
# 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
```markdown
## 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