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GEO-SEO Analysis Tool — Claude Code Skill (February 2026)

GEO-SEO分析工具 — Claude Code Skill（2026年2月）

Philosophy: GEO-first, SEO-supported. AI search is eating traditional search. This tool optimizes for where traffic is going, not where it was.
核心理念： 以GEO为核心，SEO为支撑。AI搜索正在逐步替代传统搜索。 本工具针对流量未来的流向进行优化，而非过去的渠道。

Quick Reference

快速参考

CommandWhat It Does
/geo audit <url>
Full GEO + SEO audit with parallel subagents
/geo page <url>
Deep single-page GEO analysis
/geo citability <url>
Score content for AI citation readiness
/geo crawlers <url>
Check AI crawler access (robots.txt analysis)
/geo llmstxt <url>
Analyze or generate llms.txt file
/geo brands <url>
Scan brand mentions across AI-cited platforms
/geo platforms <url>
Platform-specific optimization (ChatGPT, Perplexity, Google AIO)
/geo schema <url>
Detect, validate, and generate structured data
/geo technical <url>
Traditional technical SEO audit
/geo content <url>
Content quality and E-E-A-T assessment
/geo report <url>
Generate client-ready GEO deliverable
/geo report-pdf <url>
Generate professional PDF report with charts and scores
/geo quick <url>
60-second GEO visibility snapshot
/geo prospect <cmd>
CRM-lite: manage prospects through the sales pipeline
/geo proposal <domain>
Auto-generate client proposal from audit data
/geo compare <domain>
Monthly delta report: show score improvements to client
命令功能
/geo audit <url>
借助并行子代理完成完整的GEO + SEO审计
/geo page <url>
针对单页面进行深度GEO分析
/geo citability <url>
评估内容的AI引用就绪度评分
/geo crawlers <url>
检查AI爬虫的访问权限（分析robots.txt）
/geo llmstxt <url>
分析或生成llms.txt文件
/geo brands <url>
扫描AI引用平台中的品牌提及情况
/geo platforms <url>
平台专属优化（ChatGPT、Perplexity、Google AIO）
/geo schema <url>
检测、验证并生成结构化数据
/geo technical <url>
传统技术SEO审计
/geo content <url>
内容质量与E-E-A-T评估
/geo report <url>
生成面向客户的GEO交付报告
/geo report-pdf <url>
生成包含图表和评分的专业PDF报告
/geo quick <url>
60秒GEO可见性快照
/geo prospect <cmd>
轻量CRM：通过销售漏斗管理潜在客户
/geo proposal <domain>
基于审计数据自动生成客户提案
/geo compare <domain>
月度差异报告：向客户展示评分提升情况

Market Context (Why GEO Matters)

市场背景（GEO的重要性）

MetricValueSource
GEO services market (2025)$850M-$886MYahoo Finance / Superlines
Projected GEO market (2031)$7.3B (34% CAGR)Industry analysts
AI-referred sessions growth+527% (Jan-May 2025)SparkToro
AI traffic conversion vs organic4.4x higherIndustry data
Google AI Overviews reach1.5B users/month, 200+ countriesGoogle
ChatGPT weekly active users900M+OpenAI
Perplexity monthly queries500M+Perplexity
Gartner: search traffic drop by 2028-50%Gartner
Marketers investing in GEOOnly 23%Industry surveys
Brand mentions vs backlinks for AI3x stronger correlationAhrefs (Dec 2025)
指标数值来源
GEO服务市场规模（2025年）8.5亿-8.86亿美元Yahoo Finance / Superlines
预计GEO市场规模（2031年）73亿美元（年复合增长率34%）行业分析师
AI引荐会话量增长+527%（2025年1-5月）SparkToro
AI流量转化率 vs 自然搜索高出4.4倍行业数据
Google AI Overviews月覆盖用户15亿+，覆盖200+国家Google
ChatGPT周活跃用户9亿+OpenAI
Perplexity月查询量5亿+Perplexity
Gartner：2028年搜索流量降幅-50%Gartner
投入GEO的营销人员占比仅23%行业调研
AI搜索中品牌提及 vs 反向链接的相关性强3倍Ahrefs（2025年12月）

Orchestration Logic

编排逻辑

Full Audit (
/geo audit <url>
)

完整审计（
/geo audit <url>
）

Phase 1: Discovery (Sequential)
  1. Fetch homepage HTML (curl or WebFetch)
  2. Detect business type (SaaS, Local, E-commerce, Publisher, Agency, Other)
  3. Extract key pages from sitemap.xml or internal links (up to 50 pages)
Phase 2: Parallel Analysis (Delegate to Subagents) Launch these 5 subagents simultaneously:
SubagentFileResponsibility
geo-ai-visibility
agents/geo-ai-visibility.md
GEO audit, citability, AI crawlers, llms.txt, brand mentions
geo-platform-analysis
agents/geo-platform-analysis.md
Platform-specific optimization (ChatGPT, Perplexity, Google AIO)
geo-technical
agents/geo-technical.md
Technical SEO, Core Web Vitals, crawlability, indexability
geo-content
agents/geo-content.md
Content quality, E-E-A-T, readability, AI content detection
geo-schema
agents/geo-schema.md
Schema markup detection, validation, generation
Phase 3: Synthesis (Sequential)
  1. Collect all subagent reports
  2. Calculate composite GEO Score (0-100)
  3. Generate prioritized action plan
  4. Output client-ready report
阶段1：发现（顺序执行）
  1. 获取主页HTML（curl或WebFetch）
  2. 检测业务类型（SaaS、本地商家、电商、出版商、代理机构、其他）
  3. 从sitemap.xml或内部链接中提取关键页面（最多50个页面）
阶段2：并行分析（委派给子代理） 同时启动以下5个子代理：
子代理文件职责
geo-ai-visibility
agents/geo-ai-visibility.md
GEO审计、可引用性、AI爬虫、llms.txt、品牌提及
geo-platform-analysis
agents/geo-platform-analysis.md
平台专属优化（ChatGPT、Perplexity、Google AIO）
geo-technical
agents/geo-technical.md
技术SEO、核心网页指标、可爬取性、可索引性
geo-content
agents/geo-content.md
内容质量、E-E-A-T、可读性、AI内容检测
geo-schema
agents/geo-schema.md
Schema标记检测、验证、生成
阶段3：合成（顺序执行）
  1. 收集所有子代理的报告
  2. 计算综合GEO评分（0-100分）
  3. 生成优先级行动计划
  4. 输出面向客户的报告

Scoring Methodology

评分方法

CategoryWeightMeasured By
AI Citability & Visibility25%Passage scoring, answer block quality, AI crawler access
Brand Authority Signals20%Mentions on Reddit, YouTube, Wikipedia, LinkedIn; entity presence
Content Quality & E-E-A-T20%Expertise signals, original data, author credentials
Technical Foundations15%SSR, Core Web Vitals, crawlability, mobile, security
Structured Data10%Schema completeness, JSON-LD validation, rich result eligibility
Platform Optimization10%Platform-specific readiness (Google AIO, ChatGPT, Perplexity)
类别权重衡量标准
AI可引用性与可见性25%段落评分、回答区块质量、AI爬虫访问权限
品牌权威信号20%Reddit、YouTube、维基百科、LinkedIn上的提及量；实体存在感
内容质量与E-E-A-T20%专业度信号、原创数据、作者资质
技术基础15%SSR、核心网页指标、可爬取性、移动端适配、安全性
结构化数据10%Schema完整性、JSON-LD验证、富结果资格
平台优化10%平台专属就绪度（Google AIO、ChatGPT、Perplexity）

Business Type Detection

业务类型检测

Analyze homepage for patterns:
TypeSignals
SaaSPricing page, "Sign up", "Free trial", "/app", "/dashboard", API docs
Local ServicePhone number, address, "Near me", Google Maps embed, service area
E-commerceProduct pages, cart, "Add to cart", price elements, product schema
PublisherBlog, articles, bylines, publication dates, article schema
AgencyPortfolio, case studies, "Our services", client logos, testimonials
OtherDefault — apply general GEO best practices
Adjust recommendations based on detected type. Local businesses need LocalBusiness schema and Google Business Profile optimization. SaaS needs SoftwareApplication schema and comparison page strategy. E-commerce needs Product schema and review aggregation.
分析主页模式：
类型识别信号
SaaS定价页面、“注册”、“免费试用”、"/app"、"/dashboard"、API文档
本地服务商家电话号码、地址、“附近”、Google Maps嵌入、服务区域
电商产品页面、购物车、“加入购物车”、价格元素、产品Schema
出版商博客、文章、署名、发布日期、文章Schema
代理机构作品集、案例研究、“我们的服务”、客户logo、客户证言
其他默认分类 — 应用通用GEO最佳实践
根据检测到的类型调整建议。本地商家需要LocalBusiness Schema和Google商家资料优化。SaaS需要SoftwareApplication Schema和对比页面策略。电商需要Product Schema和评论聚合。

Sub-Skills (10 Specialized Components)

子技能（10个专业组件）

#SkillDirectoryPurpose
1geo-audit
skills/geo-audit/
Full audit orchestration and scoring
2geo-citability
skills/geo-citability/
Passage-level AI citation readiness
3geo-crawlers
skills/geo-crawlers/
AI crawler access and robots.txt
4geo-llmstxt
skills/geo-llmstxt/
llms.txt standard analysis and generation
5geo-brand-mentions
skills/geo-brand-mentions/
Brand presence on AI-cited platforms
6geo-platform-optimizer
skills/geo-platform-optimizer/
Platform-specific AI search optimization
7geo-schema
skills/geo-schema/
Structured data for AI discoverability
8geo-technical
skills/geo-technical/
Technical SEO foundations
9geo-content
skills/geo-content/
Content quality and E-E-A-T
10geo-report
skills/geo-report/
Client-ready deliverable generation
11geo-prospect
skills/geo-prospect/
CRM-lite prospect and client pipeline management
12geo-proposal
skills/geo-proposal/
Auto-generate client proposals from audit data
13geo-compare
skills/geo-compare/
Monthly delta tracking and progress reports
编号技能目录用途
1geo-audit
skills/geo-audit/
完整审计编排与评分
2geo-citability
skills/geo-citability/
段落级AI引用就绪度评估
3geo-crawlers
skills/geo-crawlers/
AI爬虫访问权限与robots.txt分析
4geo-llmstxt
skills/geo-llmstxt/
llms.txt标准分析与生成
5geo-brand-mentions
skills/geo-brand-mentions/
AI引用平台中的品牌存在感分析
6geo-platform-optimizer
skills/geo-platform-optimizer/
平台专属AI搜索优化
7geo-schema
skills/geo-schema/
用于AI可发现性的结构化数据
8geo-technical
skills/geo-technical/
技术SEO基础
9geo-content
skills/geo-content/
内容质量与E-E-A-T评估
10geo-report
skills/geo-report/
面向客户的交付报告生成
11geo-prospect
skills/geo-prospect/
轻量CRM潜在客户与客户漏斗管理
12geo-proposal
skills/geo-proposal/
基于审计数据自动生成客户提案
13geo-compare
skills/geo-compare/
月度差异跟踪与进度报告

Subagents (5 Parallel Workers)

子代理（5个并行工作单元）

AgentFileSkills Used
geo-ai-visibility
agents/geo-ai-visibility.md
geo-citability, geo-crawlers, geo-llmstxt, geo-brand-mentions
geo-platform-analysis
agents/geo-platform-analysis.md
geo-platform-optimizer
geo-technical
agents/geo-technical.md
geo-technical
geo-content
agents/geo-content.md
geo-content
geo-schema
agents/geo-schema.md
geo-schema
代理文件使用技能
geo-ai-visibility
agents/geo-ai-visibility.md
geo-citability、geo-crawlers、geo-llmstxt、geo-brand-mentions
geo-platform-analysis
agents/geo-platform-analysis.md
geo-platform-optimizer
geo-technical
agents/geo-technical.md
geo-technical
geo-content
agents/geo-content.md
geo-content
geo-schema
agents/geo-schema.md
geo-schema

Output Files

输出文件

All commands generate structured output:
CommandOutput File
/geo audit
GEO-AUDIT-REPORT.md
/geo page
GEO-PAGE-ANALYSIS.md
/geo citability
GEO-CITABILITY-SCORE.md
/geo crawlers
GEO-CRAWLER-ACCESS.md
/geo llmstxt
llms.txt
(ready to deploy)
/geo brands
GEO-BRAND-MENTIONS.md
/geo platforms
GEO-PLATFORM-OPTIMIZATION.md
/geo schema
GEO-SCHEMA-REPORT.md
+ generated JSON-LD
/geo technical
GEO-TECHNICAL-AUDIT.md
/geo content
GEO-CONTENT-ANALYSIS.md
/geo report
GEO-CLIENT-REPORT.md
(presentation-ready)
/geo report-pdf
GEO-REPORT.pdf
(professional PDF with charts)
/geo quick
Inline summary (no file)
/geo prospect
Updates 
~/.geo-prospects/prospects.json
/geo proposal
~/.geo-prospects/proposals/<domain>-proposal-<date>.md
/geo compare
~/.geo-prospects/reports/<domain>-monthly-<YYYY-MM>.md
所有命令均生成结构化输出：
命令输出文件
/geo audit
GEO-AUDIT-REPORT.md
/geo page
GEO-PAGE-ANALYSIS.md
/geo citability
GEO-CITABILITY-SCORE.md
/geo crawlers
GEO-CRAWLER-ACCESS.md
/geo llmstxt
llms.txt
（可直接部署）
/geo brands
GEO-BRAND-MENTIONS.md
/geo platforms
GEO-PLATFORM-OPTIMIZATION.md
/geo schema
GEO-SCHEMA-REPORT.md
+ 生成的JSON-LD
/geo technical
GEO-TECHNICAL-AUDIT.md
/geo content
GEO-CONTENT-ANALYSIS.md
/geo report
GEO-CLIENT-REPORT.md
（可直接用于展示）
/geo report-pdf
GEO-REPORT.pdf
（包含图表的专业PDF）
/geo quick
内联摘要（无文件输出）
/geo prospect
更新 
~/.geo-prospects/prospects.json
/geo proposal
~/.geo-prospects/proposals/<domain>-proposal-<date>.md
/geo compare
~/.geo-prospects/reports/<domain>-monthly-<YYYY-MM>.md

PDF Report Generation

PDF报告生成

The 
/geo report-pdf <url>
command generates a professional, branded PDF report:
/geo report-pdf <url>
命令可生成专业的品牌化PDF报告：

How It Works

工作流程

  1. Run the full audit or individual analyses first
  2. Collect all scores and findings into a JSON structure
  3. Execute the PDF generator: 
    python3 ~/.claude/skills/geo/scripts/generate_pdf_report.py data.json GEO-REPORT.pdf
  1. 先运行完整审计或单独分析
  2. 将所有评分与发现整理为JSON结构
  3. 执行PDF生成器：
    python3 ~/.claude/skills/geo/scripts/generate_pdf_report.py data.json GEO-REPORT.pdf

What the PDF Includes

PDF包含内容

  • Cover page with GEO score gauge visualization
  • Score breakdown with color-coded bar charts
  • AI Platform Readiness dashboard with horizontal bar chart
  • Crawler Access status table with color-coded Allow/Block
  • Key Findings categorized by severity (Critical/High/Medium/Low)
  • Prioritized Action Plan (Quick Wins, Medium-Term, Strategic)
  • Methodology & Glossary appendix
  • 封面页：带有GEO评分仪表板可视化
  • 评分细分：带颜色编码的条形图
  • AI平台就绪度：仪表板与横向条形图
  • 爬虫访问权限：带颜色编码的允许/阻止状态表
  • 关键发现：按严重程度分类（严重/高/中/低）
  • 优先级行动计划（快速见效、中期、战略级）
  • 方法学与术语表附录

Workflow

操作步骤

  1. First run 
    /geo audit <url>
    to collect all data
  2. Then run 
    /geo report-pdf <url>
    to generate the PDF
  3. The tool will compile audit data into JSON, then generate the PDF
  4. Output: 
    GEO-REPORT.pdf
    in the current directory
  1. 先运行 
    /geo audit <url>
    收集所有数据
  2. 再运行 
    /geo report-pdf <url>
    生成PDF
  3. 工具会将审计数据编译为JSON，然后生成PDF
  4. 输出：当前目录下的 
    GEO-REPORT.pdf

Quality Gates

质量管控

  • Crawl limit: Max 50 pages per audit (focus on quality over quantity)
  • Timeout: 30 seconds per page fetch
  • Rate limiting: 1-second delay between requests, max 5 concurrent
  • Robots.txt: Always respect, always check
  • Duplicate detection: Skip pages with >80% content similarity
  • 爬取限制：每次审计最多50个页面（重质不重量）
  • 超时设置：每个页面获取超时30秒
  • 速率限制：请求间隔1秒，最多5个并发请求
  • Robots.txt：始终遵守并检查
  • 重复检测：跳过内容相似度超过80%的页面

Quick Start Examples

快速开始示例

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Full GEO audit of a website

对网站进行完整GEO审计

/geo audit https://example.com
/geo audit https://example.com

Check if AI bots can see your site

检查AI机器人是否能访问你的网站

/geo crawlers https://example.com
/geo crawlers https://example.com

Score a specific page for AI citability

为特定页面的AI引用就绪度评分

/geo citability https://example.com/blog/best-article
/geo citability https://example.com/blog/best-article

Generate an llms.txt file for your site

为你的网站生成llms.txt文件

/geo llmstxt https://example.com
/geo llmstxt https://example.com

Get a 60-second visibility snapshot

获取60秒可见性快照

/geo quick https://example.com
/geo quick https://example.com

Generate a client-ready report

生成面向客户的报告

/geo report https://example.com
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/geo report https://example.com
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