金色时刻 · 15:48
让好资源,触手可及
AGENT SKILL

geo-content-optimizer

geo-content-optimizer 是面向数据与分析、研究、内容与媒体的 Agent Skill,来自 aaron-he-zhu/seo-geo-claude-skills。查看技能说明、操作步骤与使用约定,并通过原项目了解详细用法。

Optimizes content for Generative Engine Optimization (GEO) to increase chances of being cited by AI systems like ChatGPT, Claude, Perplexity, and Google AI Overviews. Makes content AI-friendly while maintaining SEO value.

SKILL.md

下载 MD ↓
namegeo-content-optimizer
descriptionOptimizes content for Generative Engine Optimization (GEO) to increase chances of being cited by AI systems like ChatGPT, Claude, Perplexity, and Google AI Overviews. Makes content AI-friendly while maintaining SEO value.

GEO Content Optimizer

This skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems becomes crucial for visibility.

When to Use This Skill

  • Optimizing existing content for AI citations
  • Creating new content designed for both SEO and GEO
  • Improving chances of appearing in AI Overviews
  • Making content more quotable by AI systems
  • Adding authority signals that AI systems trust
  • Structuring content for AI comprehension
  • Competing for visibility in the AI-first search era

What This Skill Does

  1. Citation Optimization: Makes content more likely to be quoted by AI
  2. Structure Enhancement: Formats content for AI comprehension
  3. Authority Building: Adds signals that AI systems trust
  4. Factual Enhancement: Improves accuracy and verifiability
  5. Quote Creation: Creates memorable, citeable statements
  6. Source Attribution: Adds proper citations that AI can verify
  7. GEO Scoring: Evaluates content's AI-friendliness

How to Use

Optimize Existing Content

Optimize this content for GEO/AI citations: [content or URL]
Make this article more likely to be cited by AI systems

Create GEO-Optimized Content

Write content about [topic] optimized for both SEO and GEO

GEO Audit

Audit this content for GEO readiness and suggest improvements

Instructions

When a user requests GEO optimization:

  1. Understand GEO Fundamentals

```markdown ### How AI Systems Select Content to Cite

AI systems prioritize content that is:

Authoritative - From recognized experts or trusted sources - Contains proper citations and references - Shows expertise signals (author credentials, original research)

Accurate - Factually correct and verifiable - Up-to-date information - Consistent with consensus knowledge

Clear - Well-structured and organized - Contains clear definitions and explanations - Uses unambiguous language

Quotable - Has standalone statements that answer questions - Contains specific facts, statistics, and data - Includes memorable, concise explanations ```

  1. Analyze Current Content

```markdown ## GEO Analysis: [Content Title]

### Current State Assessment

Factor Score Notes
Clear definitions [1-5] [notes]
Quotable statements [1-5] [notes]
Factual density [1-5] [notes]
Source citations [1-5] [notes]
Q&A format [1-5] [notes]
Authority signals [1-5] [notes]
Content freshness [1-5] [notes]
Structure clarity [1-5] [notes]

Overall GEO Score: [X]/40

Primary Weaknesses: 1. [Weakness 1] 2. [Weakness 2] 3. [Weakness 3]

Quick Wins: 1. [Quick improvement 1] 2. [Quick improvement 2] ```

  1. Optimize for Clear Definitions

AI systems love clear, quotable definitions.

```markdown ### Definition Optimization

Before (Weak for GEO):

SEO is really important for businesses and involves various techniques to improve visibility online through search engines.

After (Strong for GEO):

Search Engine Optimization (SEO) is the practice of optimizing websites and content to rank higher in search engine results pages (SERPs), increasing organic traffic and visibility.

Definition Template: "[Term] is [clear category/classification] that [primary function/purpose], [key characteristic or benefit]."

Checklist for GEO-Optimized Definitions: - [ ] Starts with the term being defined - [ ] Provides clear category (what type of thing it is) - [ ] Explains primary function or purpose - [ ] Uses precise, unambiguous language - [ ] Can stand alone as a complete answer - [ ] Is 25-50 words for optimal citation length ```

  1. Create Quotable Statements

```markdown ### Quotable Statement Optimization

AI systems cite specific, standalone statements. Transform vague content into quotable facts.

Weak (Not quotable):

Email marketing is pretty effective and lots of companies use it.

Strong (Quotable):

Email marketing delivers an average ROI of $42 for every $1 spent, making it one of the highest-performing digital marketing channels.

Types of Quotable Statements:

  1. Statistics

    • Include specific numbers
    • Cite the source
    • Add context (timeframe, comparison)

    Example: "According to [Source], [specific statistic] as of [date]."

  2. Facts

    • Verifiable information
    • Unambiguous language
    • Authoritative source

    Example: "[Subject] was [fact], according to [authoritative source]."

  3. Definitions (covered above)

  4. Comparisons

    • Clear comparison structure
    • Specific differentiators

    Example: "Unlike [A], [B] [specific difference], which means [implication]."

  5. How-to Steps

    • Numbered, clear steps
    • Action-oriented language

    Example: "To [achieve goal], [step 1], then [step 2], and finally [step 3]." ```

  6. Add Authority Signals

```markdown ### Authority Signal Enhancement

Expert Attribution

Add expert quotes and credentials:

"AI will transform how we search for information," says Dr. Jane Smith, AI Research Director at Stanford University.

Source Citations

Properly cite sources that AI can verify:

Before:

Studies show that most people prefer video content.

After:

According to Wyzowl's 2024 Video Marketing Statistics report, 91% of consumers want to see more online video content from brands.

Authority Elements to Add: - [ ] Author byline with credentials - [ ] Expert quotes with attribution - [ ] Citations to peer-reviewed research - [ ] References to recognized authorities - [ ] Original data or research - [ ] Case studies with named companies - [ ] Industry statistics with sources ```

  1. Optimize Content Structure

```markdown ### Structure Optimization for GEO

AI systems parse structured content more effectively.

Q&A Format

Transform content into question-answer pairs:

```html

What is [Topic]?

[Direct answer in 40-60 words]

How does [Topic] work?

[Clear explanation with steps if applicable]

Why is [Topic] important?

[Specific reasons with evidence]

```

Comparison Tables

For comparison queries, use clear tables:

Feature Option A Option B
[Feature 1] [Specific value] [Specific value]
[Feature 2] [Specific value] [Specific value]
Best for [Use case] [Use case]

Numbered Lists

For process or list queries:

  1. Step 1: [Action] - [Brief explanation]
  2. Step 2: [Action] - [Brief explanation]
  3. Step 3: [Action] - [Brief explanation]

Definition Boxes

Highlight key definitions:

Key Definition: [Term] refers to [clear definition]. ```

  1. Enhance Factual Density

```markdown ### Factual Density Improvement

AI systems prefer fact-rich content over opinion-heavy content.

Content Transformation:

Low factual density:

Social media marketing is very popular nowadays. Many businesses use it and find it helpful for reaching customers.

High factual density:

Social media marketing reaches 4.9 billion users globally (Statista, 2024). Businesses using social media marketing report 66% higher lead generation rates compared to non-users (HubSpot State of Marketing Report, 2024). The most effective platforms for B2B marketing are LinkedIn (96% usage), Twitter (82%), and Facebook (80%).

Factual Enhancement Checklist: - [ ] Add specific statistics with sources - [ ] Include exact dates, numbers, percentages - [ ] Replace vague claims with verified facts - [ ] Add recent data (within last 2 years) - [ ] Include multiple data points per section - [ ] Cross-reference with authoritative sources ```

  1. Implement FAQ Schema

```markdown ### FAQ Optimization for GEO

FAQ sections are highly effective for GEO because: - They match question-based AI queries - They provide concise, structured answers - FAQ schema helps AI understand Q&A pairs

FAQ Structure:

## Frequently Asked Questions

### [Question matching common query]?

[Direct answer: 40-60 words] [Supporting detail or example]

### [Question matching common query]?

[Direct answer: 40-60 words] [Supporting detail or example]

FAQ Schema (JSON-LD):

json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [{ "@type": "Question", "name": "[Question text]", "acceptedAnswer": { "@type": "Answer", "text": "[Answer text]" } }] } ```

  1. Generate GEO-Optimized Output

```markdown ## GEO Optimization Report

### Changes Made

Definitions Added/Improved: 1. [Definition 1] - [location in content] 2. [Definition 2] - [location in content]

Quotable Statements Created: 1. "[Statement 1]" 2. "[Statement 2]"

Authority Signals Added: 1. [Expert quote/citation] 2. [Source attribution]

Structural Improvements: 1. [Change 1] 2. [Change 2]

### Before/After GEO Score

Factor Before After Change
Clear definitions [X] [X] +[X]
Quotable statements [X] [X] +[X]
Factual density [X] [X] +[X]
Source citations [X] [X] +[X]
Q&A format [X] [X] +[X]
Authority signals [X] [X] +[X]
Total [X]/30 [X]/30 +[X]

### AI Query Coverage

This content is now optimized to answer: - "What is [topic]?" ✅ - "How does [topic] work?" ✅ - "Why is [topic] important?" ✅ - "[Topic] vs [alternative]" ✅ - "Best [topic] for [use case]" ✅ ```

Example

User: "Optimize this paragraph for GEO: 'Email marketing is a good way to reach customers. It's been around for a while and many businesses use it. You can send newsletters, promotions, and other messages.'"

Output:

## GEO-Optimized Version

**Email marketing** is a digital marketing strategy that uses email to promote 
products, build customer relationships, and drive conversions. According to 
the Data & Marketing Association, email marketing delivers an average ROI 
of $42 for every $1 invested, making it the highest-performing digital 
marketing channel.

### Key email marketing formats include:

1. **Newsletters**: Regular updates sharing company news, industry insights, 
   and valuable content to maintain subscriber engagement
2. **Promotional emails**: Time-sensitive offers, discounts, and product 
   announcements designed to drive immediate sales
3. **Transactional emails**: Order confirmations, shipping updates, and 
   account notifications with 8x higher open rates than marketing emails
4. **Automated sequences**: Pre-scheduled email series triggered by user 
   actions, such as welcome series or abandoned cart reminders

> **Key statistic**: 81% of small businesses rely on email as their primary 
> customer acquisition channel (Emarsys, 2024).

---

### Changes Made:

| Element | Before | After |
|---------|--------|-------|
| Definition | None | Clear definition with category |
| Statistics | None | 2 specific stats with sources |
| Structure | Single paragraph | Structured list with headers |
| Authority | None | DMA and Emarsys citations |
| Quotable statements | 0 | 3 standalone facts |

**GEO Score**: Improved from 1/10 to 8/10

GEO Optimization Checklist

Use this checklist for any content:

### GEO Readiness Checklist

**Definitions & Clarity**
- [ ] Key terms are clearly defined
- [ ] Definitions can stand alone as answers
- [ ] Language is precise and unambiguous

**Quotable Content**
- [ ] Specific statistics included
- [ ] Facts have source citations
- [ ] Memorable statements created

**Authority**
- [ ] Expert quotes or credentials present
- [ ] Authoritative sources cited
- [ ] Original data or research included

**Structure**
- [ ] Q&A format sections included
- [ ] Clear headings match common queries
- [ ] Comparison tables where relevant
- [ ] Numbered lists for processes

**Technical**
- [ ] FAQ schema markup added
- [ ] Content freshness indicated
- [ ] Sources are verifiable

Tips for Success

  1. Answer the question first - Put the answer in the first sentence
  2. Be specific - Vague content doesn't get cited
  3. Cite sources - AI systems trust verifiable information
  4. Stay current - Update statistics and facts regularly
  5. Match query format - Questions deserve direct answers
  6. Build authority - Expert credentials increase citation likelihood

Related Skills

来源:aaron-he-zhu/seo-geo-claude-skills · Apache-2.0 许可 · 许可原文 · MD 为来源页保存的历史版本