奇链 奇链
← Agent Skills 目录 / 设计与创意
1.1w zubair-trabzada

geo Skill

GEO 优先的 SEO 分析工具。为 AI 搜索引擎(ChatGPT、Claude、Perplexity、Gemini、Google AI Overviews)优化网站，同时保持传统 SEO 基础。执行完整 GEO 审计、可引用性评分、AI 爬虫分析、llms.txt 生成、品牌提及扫描、平台专项优化、schema 标记、技术 SEO、内容质量(E-E-A-T)评估，以及客户可用的 GEO 报告生成。当用户说 "geo"、"seo"、"audit"、"AI search"、"AI visibility"、"optimize"、"citability"、"llms.txt"、"schema"、"brand mentions"、"GEO report"，或提供任意 URL 进行分析时使用。

安装方式:把技能目录放入 ~/.claude/skills/(Claude Code)或在 claude.ai 设置中启用;也可复制右侧安装命令一键添加。

查看源码

技能指令原文(SKILL.md)

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

Philosophy: GEO-first, SEO-supported. AI search is eating traditional search.
This tool optimizes for where traffic is going, not where it was.

Quick Reference

| Command | What It Does |
|---------|-------------|
| /geo audit | Full GEO + SEO audit with parallel subagents |
| /geo page | Deep single-page GEO analysis |
| /geo citability | Score content for AI citation readiness |
| /geo crawlers | Check AI crawler access (robots.txt analysis) |
| /geo llmstxt | Analyze or generate llms.txt file |
| /geo brands | Scan brand mentions across AI-cited platforms |
| /geo platforms | Platform-specific optimization (ChatGPT, Perplexity, Google AIO) |
| /geo schema | Detect, validate, and generate structured data |
| /geo technical | Traditional technical SEO audit |
| /geo content | Content quality and E-E-A-T assessment |
| /geo report | Generate client-ready GEO deliverable |
| /geo report-pdf | Generate professional PDF report with charts and scores |
| /geo quick | 60-second GEO visibility snapshot |
| /geo prospect | CRM-lite: manage prospects through the sales pipeline |
| /geo proposal | Auto-generate client proposal from audit data |
| /geo compare | Monthly delta report: show score improvements to client |
| /geo update | Pull latest GEO skill updates from upstream |

Market Context (Why GEO Matters)

| Metric | Value | Source |
|--------|-------|--------|
| GEO services market (2025) | $850M-$886M | Yahoo 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 organic | 4.4x higher | Industry data |
| Google AI Overviews reach | 1.5B users/month, 200+ countries | Google |
| ChatGPT weekly active users | 900M+ | OpenAI |
| Perplexity monthly queries | 500M+ | Perplexity |
| Gartner: search traffic drop by 2028 | -50% | Gartner |
| Marketers investing in GEO | Only 23% | Industry surveys |
| Brand mentions vs backlinks for AI | 3x stronger correlation | Ahrefs (Dec 2025) |

Orchestration Logic

Full Audit (/geo audit )

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:

| Subagent | File | Responsibility |
|----------|------|---------------|
| 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

Scoring Methodology

| Category | Weight | Measured By |
|----------|--------|-------------|
| AI Citability & Visibility | 25% | Passage scoring, answer block quality, AI crawler access |
| Brand Authority Signals | 20% | Mentions on Reddit, YouTube, Wikipedia, LinkedIn; entity presence |
| Content Quality & E-E-A-T | 20% | Expertise signals, original data, author credentials |
| Technical Foundations | 15% | SSR, Core Web Vitals, crawlability, mobile, security |
| Structured Data | 10% | Schema completeness, JSON-LD validation, rich result eligibility |
| Platform Optimization | 10% | Platform-specific readiness (Google AIO, ChatGPT, Perplexity) |

Business Type Detection

Analyze homepage for patterns:

| Type | Signals |
|------|---------|
| SaaS | Pricing page, "Sign up", "Free trial", "/app", "/dashboard", API docs |
| Local Service | Phone number, address, "Near me", Google Maps embed, service area |
| E-commerce | Product pages, cart, "Add to cart", price elements, product schema |
| Publisher | Blog, articles, bylines, publication dates, article schema |
| Agency | Portfolio, case studies, "Our services", client logos, testimonials |
| Other | Default — 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.

Sub-Skills (14 Specialized Components)

| # | Skill | Directory | Purpose |
|---|-------|-----------|---------|
| 1 | geo-audit | skills/geo-audit/ | Full audit orchestration and scoring |
| 2 | geo-citability | skills/geo-citability/ | Passage-level AI citation readiness |
| 3 | geo-crawlers | skills/geo-crawlers/ | AI crawler access and robots.txt |
| 4 | geo-llmstxt | skills/geo-llmstxt/ | llms.txt standard analysis and generation |
| 5 | geo-brand-mentions | skills/geo-brand-mentions/ | Brand presence on AI-cited platforms |
| 6 | geo-platform-optimizer | skills/geo-platform-optimizer/ | Platform-specific AI search optimization |
| 7 | geo-schema | skills/geo-schema/ | Structured data for AI discoverability |
| 8 | geo-technical | skills/geo-technical/ | Technical SEO foundations |
| 9 | geo-content | skills/geo-content/ | Content quality and E-E-A-T |
| 10 | geo-report | skills/geo-report/ | Client-ready deliverable generation |
| 11 | geo-prospect | skills/geo-prospect/ | CRM-lite prospect and client pipeline management |
| 12 | geo-proposal | skills/geo-proposal/ | Auto-generate client proposals from audit data |
| 13 | geo-compare | skills/geo-compare/ | Monthly delta tracking and progress reports |
| 14 | geo-update | skills/geo-update/ | Pull latest updates from upstream repository |

Subagents (5 Parallel Workers)

| Agent | File | Skills 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 |

Output Files

All commands generate structured output:

| Command | Output 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/-proposal-.md |
| /geo compare | ~/.geo-prospects/reports/-monthly-.md |

PDF Report Generation

The /geo report-pdf command converts GEO-AUDIT-REPORT.md into a styled, client-ready PDF.

Requirements

  • pandoc — brew install pandoc
  • Google Chrome — /Applications/Google Chrome.app/ (standard Mac install)

No Python dependencies required for PDF generation.

What the PDF Includes

  • Cover page — dark navy gradient, GEO score badge, brand/domain/date/location metadata
  • Color-coded score tables — cells with XX/100 values are automatically colored green/blue/amber/orange/red
  • Severity-tagged findings — Critical/High/Medium/Low sections get colored left-border callout blocks
  • Section page breaks — major sections break to new pages automatically
  • Styled code blocks — JSON schema templates render with dark monospace theme

Templates

Bundled at ~/.claude/skills/geo/templates/:

  • geo-report-style.css — stylesheet (edit colors, fonts, layout here)
  • geo-report-template.html — pandoc HTML template (edit cover fields here)

Workflow

  1. Run /geo audit to produce GEO-AUDIT-REPORT.md
  2. Run /geo report-pdf — extracts metadata from the report and runs:
   pandoc GEO-AUDIT-REPORT.md \
     --to html5 --standalone --embed-resources \
     --template ~/.claude/skills/geo/templates/geo-report-template.html \
     --css ~/.claude/skills/geo/templates/geo-report-style.css \
     --metadata brand_name="..." --metadata geo_score="..." \
     -o GEO-REPORT.html

   "/Applications/Google Chrome.app/Contents/MacOS/Google Chrome" \
     --headless=new --disable-gpu --no-sandbox \
     --print-to-pdf="$(pwd)/GEO-REPORT.pdf" \
     --print-to-pdf-no-header --no-pdf-header-footer \
     --virtual-time-budget=5000 \
     "file://$(pwd)/GEO-REPORT.html"
  1. Output: GEO-REPORT.pdf in the current directory

Quality Gates

  • 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

Quick Start Examples

# Full GEO audit of a website
/geo audit https://example.com

# Check if AI bots can see your site
/geo crawlers https://example.com

# Score a specific page for AI citability
/geo citability https://example.com/blog/best-article

# Generate an llms.txt file for your site
/geo llmstxt https://example.com

# Get a 60-second visibility snapshot
/geo quick https://example.com

# Generate a client-ready report
/geo report https://example.com