GEO-first SEO analysis tool. Optimizes websites for AI-powered search engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) while maintaining traditional SEO foundations. Performs full GEO audits, citability scoring, AI crawler analysis, llms.txt generation, brand mention scanning, platform-specific optimization, schema markup, technical SEO, content quality (E-E-A-T), and client-ready GEO report generation. Use when user says "geo", "seo", "audit", "AI search", "AI visibility", "optimize", "citability", "llms.txt", "schema", "brand mentions", "GEO report", or any URL for analysis.
From muggle-ai-teamsnpx claudepluginhub multiplex-ai/muggle-ai-teams --plugin muggle-ai-teamsThis skill is limited to using the following tools:
Dispatches parallel agents to independently tackle 2+ tasks like separate test failures or subsystems without shared state or dependencies.
Executes pre-written implementation plans: critically reviews, follows bite-sized steps exactly, runs verifications, tracks progress with checkpoints, uses git worktrees, stops on blockers.
Guides idea refinement into designs: explores context, asks questions one-by-one, proposes approaches, presents sections for approval, writes/review specs before coding.
Philosophy: GEO-first, SEO-supported. AI search is eating traditional search. This tool optimizes for where traffic is going, not where it was.
| Command | What 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 |
| 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 | |
| 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) |
/geo audit <url>)Phase 1: Discovery (Sequential)
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)
| 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) |
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.
| # | 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 |
| 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 |
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/<domain>-proposal-<date>.md |
/geo compare | ~/.geo-prospects/reports/<domain>-monthly-<YYYY-MM>.md |
The /geo report-pdf <url> command generates a professional, branded PDF report:
python3 ~/.claude/skills/geo/scripts/generate_pdf_report.py data.json GEO-REPORT.pdf/geo audit <url> to collect all data/geo report-pdf <url> to generate the PDFGEO-REPORT.pdf in the current directory# 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