Name: GEO Content Optimizer
Author: artyomx33

据 AlphaMoat 统计,截至 2026-09,GEO Content Optimizer 累计下载 4,564 次、获 5 个星标,在全部 5,078 个 AI 技能中排名第 2,099 位,在「内容创作」分类(362 个)中排名第 152 位。

累计安装

250

累计下载

4,564

星标

全站排名

#2,099

全站前 42% · 「内容创作」前 42%

平台	累计安装	累计下载	星标	评论
ClawHub ↗	122	3,668	3	-
SkillHub ↗	250	4,564	5	—

各平台的计数口径不同,统计时间不一致。

这个技能是做什么的

审查内容结构、定义、引用与时效性，提出帮助生成式 AI 理解内容的改进建议。建议不能保证被引用；发布前核实统计数据和来源。

资料发布于 2026-10-27

可以用来做什么

提升内容的可读性与引用清晰度
检查定义、来源和结构

什么时候用

优化网页内容结构时
核实统计数据和引用时

示例提示词

以下是根据技能文档生成的示例,不代表实际运行结果。

审查内容并提出具体优化建议。

标记需要来源支持的数据，不要编造引用。

月度数据趋势

累计下载4,564

星标5

2026-09 起统计方法调整:同名技能按作者分别统计,并覆盖全部技能。图中虚线为调整前的月份,与之后的数据不直接比较,也不计算跨越调整的增长。该技能有同名的其他版本,调整前的数据归属当前下载量最大的这一个。

月份	累计下载	环比	星标
2026-09	4,564	—	5
2026-08	3,816	+8.5%	5
2026-07	3,518	+7.7%	4
2026-06	3,266	+5.8%	4
2026-05	3,087	—	4
2026-03	2,638	—	3

SKILL.md 原文

以下是作者发布的原始文件,按纯文本显示,本站未做修改或审核;其中的链接不可点击,命令请核实后再运行。抓取于 2026-10-23。

2.4 KB · ClawHub v1.0.0

---
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

展开全部(共 83 行)

- 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| Content Freshness | Outdated | Dated citations, recent data |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