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GEO Content Optimizer

GEO Content Optimizer 是一份纯指令型技能,用于提升内容被 AI 引用(而非搜索排名)的概率。提供 8 个 GEO 维度(定义清晰度、可引用表述、事实密度、来源引用、问答格式、权威信号、内容时效、结构清晰度)1-5 分评分模型(总分 40)与 30 分钟快速改进清单,并规定输出 GEO 审计表、可引用定义、带来源统计与 FAQ 的具体格式。

artyomx33
artyomx33
热度 94.32
最近更新 2026-05-11 15:50:52
分类:营销依赖:内部调用大模型应用场景:文案创作 / 报告撰写

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add geo-optimizer
Metadata
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Content Freshness Outdated Dated citations, recent data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

## 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