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mverab/eGEOagents

E-GEO: Rank #1 in AI Search Engines

🌍 E-GEO

Generative Engine Optimization for AI-Powered Search

MIT License GitHub Stars GitHub Forks Issues Research Paper

Built with Claude Code AI-Assisted


πŸš€ One command. Premium results.
Rank higher in ChatGPT, Perplexity, Claude, and Gemini.


πŸ“– Docs β€’ πŸ› Issues β€’ πŸ’¬ Discussions β€’ πŸ“ Research Paper


πŸ€– AI-Assisted Development β€” See what's AI-generated vs human-authored


✨ What is E-GEO?

E-GEO is a zero-effort Generative Engine Optimization toolkit that transforms your website content to rank higher in AI-powered search engines.

Based on the E-GEO research paper, it applies the 10 universal features that consistently improve AI-engine rankings.

  • βœ… No learning curve β€” One command to optimize
  • βœ… Research-backed β€” Based on peer-reviewed findings
  • βœ… Production-ready β€” Copy-paste optimized content
/geo https://yoursite.com/pricing

↓

geo-output/
β”œβ”€β”€ report.md
β”œβ”€β”€ optimized/
β”‚   └── pricing.md
└── schema/
    └── pricing.json

πŸš€ Quick Start (3 Steps)

1. Install

Copy the .claude/ folder to your project:

cp -r /path/to/eGEOagents/.claude .

2. Activate

In Claude Code, switch to GEO mode:

/output-style geo-optimizer

3. Optimize

Run your first optimization:

/geo https://yoursite.com

🧩 Install as Skills (skills.sh)

Install the complete skill collection:

npx skills add https://github.com/mverab/eGEOagents

Install one skill only:

npx skills add https://github.com/mverab/eGEOagents --skill competitive-analysis

Validate parser discovery before shipping updates:

npx skills add https://github.com/mverab/eGEOagents --list

Verify indexing pages:


πŸ“‹ Commands

Command What it does
/geo <url> Full pipeline - Analyze, rank, rewrite, schema
/geo:audit <url> Analysis only, no changes
/geo:optimize <file> Optimize local content file
/geo:batch <folder> Process entire folder
/geo:report Generate executive report
/geo:compete <query> Competitive analysis

πŸ“Š What You Get

After running /geo:

geo-output/
β”œβ”€β”€ report.md           # Executive summary + scores
β”œβ”€β”€ analysis.json       # Raw analysis data
β”œβ”€β”€ optimized/
β”‚   └── pricing.md      # Rewritten content (ready to use)
β”œβ”€β”€ schema/
β”‚   └── pricing.json    # JSON-LD markup (copy to site)
└── checklist.md        # Step-by-step implementation

🎯 Results: Backed by Research

E-GEO is based on the E-GEO research paper (arXiv:2511.20867). The paper reports that competitive framing produces the strongest immediate lift, a universal optimization strategy outperforms common heuristics, and the 10 GEO features consistently appear in higher-ranking content.

Feature What E-GEO Does
Ranking Emphasis Positions your content as the top choice
User Intent Directly answers what users are looking for
Competitive Edge Highlights your unique advantages
Social Proof Integrates trust signals and testimonials
Authority Establishes expert, confident tone
Scannability Structures for easy AI parsing

Results vary by content quality and competition. See the paper for full methodology and findings: arXiv:2511.20867.


πŸ†š E-GEO vs Alternatives

Feature E-GEO Traditional SEO Manual GEO
AI-Engine Optimized βœ… Yes ❌ No ⚠️ Partial
One-Command Setup βœ… Yes ❌ No ❌ No
Research-Based βœ… Yes (paper) ❌ Heuristics ⚠️ Variable
Output Quality Premium Basic Variable
Time to Results Minutes Months Days
Cost Free Expensive Time-intensive
Schema Generation βœ… Auto ❌ No ⚠️ Manual
Competitive Analysis βœ… Built-in ❌ No ❌ No

πŸ’Ž Premium Output

E-GEO delivers outputs that look like they came from a $100M company:

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  🎯 GEO AUDIT REPORT                                        β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚  URL: yoursite.com/pricing                                  β”‚
β”‚  Score: 78/100                                              β”‚
β”‚  Ranking Potential: β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘ 78%                          β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚                                                             β”‚
β”‚  βœ… STRENGTHS                                               β”‚
β”‚  β€’ Clear value proposition                                  β”‚
β”‚  β€’ Good content structure                                   β”‚
β”‚                                                             β”‚
β”‚  ⚠️ GAPS                                                    β”‚
β”‚  β€’ Missing social proof β†’ Add customer count                β”‚
β”‚  β€’ No urgency signals β†’ Add limited-time offer              β”‚
β”‚                                                             β”‚
β”‚  πŸ“ˆ PRIORITY ACTIONS                                        β”‚
β”‚  1. Add testimonials (+15 points)                           β”‚
β”‚  2. Include pricing comparison (+10 points)                 β”‚
β”‚  3. Add schema markup (+5 points)                           β”‚
β”‚                                                             β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

πŸ€– How It Works

E-GEO Multi-Agent System

E-GEO uses 4 specialized AI agents orchestrated by Claude Code:

Agent What it does Output
πŸ” Analyzer Extracts content, scores GEO signals, identifies gaps analysis.json
πŸ“Š Ranker Simulates AI-engine ranking, predicts positions Baseline score
✍️ Rewriter Optimizes content while preserving brand voice optimized/*.md
πŸ—‚οΈ Indexer Generates schema markup and technical assets schema/*.json

πŸ“ What's Included

.claude/
β”œβ”€β”€ CLAUDE.md                    # System knowledge base
β”œβ”€β”€ output-styles/
β”‚   └── geo-optimizer.md         # Premium formatting mode
β”œβ”€β”€ agents/
β”‚   β”œβ”€β”€ geo-analyzer.md          # Content analysis
β”‚   β”œβ”€β”€ geo-rewriter.md          # Content optimization
β”‚   β”œβ”€β”€ geo-ranker.md            # Ranking simulation
β”‚   └── geo-indexer.md           # Schema generation
β”œβ”€β”€ skills/
β”‚   β”œβ”€β”€ competitive-analysis/    # Auto-triggered competitor analysis
β”‚   β”œβ”€β”€ content-scoring/         # Auto-triggered scoring
β”‚   └── schema-generator/        # Auto-triggered schema
└── commands/
    β”œβ”€β”€ geo.md                   # Main command
    β”œβ”€β”€ geo-audit.md
    β”œβ”€β”€ geo-optimize.md
    β”œβ”€β”€ geo-batch.md
    β”œβ”€β”€ geo-report.md
    └── geo-compete.md

🎁 Perfect For

πŸš€
SaaS Founders
AI-engine traffic
πŸ’Ό
B2B Marketers
Landing pages
πŸ›οΈ
E-commerce
Product descriptions
✍️
Content Creators
AI discoverability
🏒
Agencies
GEO services

πŸ“š Documentation

Resource Description
πŸ“– Getting Started Step-by-step tutorial
βš™οΈ How It Works Technical deep dive
❓ FAQ Common questions answered
🧩 skills.sh Playbook Listing, ranking, and metadata checklist
πŸ“ Usage Guide Complete command reference
πŸ“ Research Paper The science behind E-GEO

🀝 Contributing

We welcome contributions! Please see CONTRIBUTING.md for guidelines.

Quick ways to contribute:

  • Report bugs via issues
  • Submit pull requests for features
  • Improve documentation
  • Share your GEO results

πŸ“œ License

MIT License - use it, modify it, sell with it. See LICENSE for details.


πŸ™‹ Support & Community


πŸš€ Ready to Rank Higher?

# Install
cp -r eGEOagents/.claude .

# Activate (in Claude Code)
/output-style geo-optimizer

# Optimize your first page
/geo https://yoursite.com

Star on GitHub




Built for the AI-first web. 🌐

Made with ❀️ by Vera Badias β€’ Based on research from arXiv:2511.20867

πŸ€– This project is AI-assisted. See AI Transparency for details.

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Generative Engine Optimization skills for AI agents. Optimize content for ChatGPT, Perplexity, Claude, and Gemini.

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