🦞 OpenClaw Skills Category Analyzer

Analyze the OpenClaw Skills ecosystem — discover trending categories, coverage gaps, and build smarter skills

🎯 What It Does

Ever wondered which OpenClaw skill categories are booming and which are ghost towns? This tool analyzes the entire OpenClaw Skills ecosystem and gives you:

• 📊 Category Distribution — Which categories dominate, which are underserved
• 📈 Gini Coefficient — How concentrated is the ecosystem (0=even, 1=one category rules all)
• 🎯 Coverage Gaps — Categories with few skills but high market demand
• ⭐ Quality Scores — Which categories have the best-documented, most complete skills
• 💡 Recommendations — Where to contribute for maximum impact

🚀 Quick Start

# Clone it
git clone https://github.com/jingchang0623-crypto/openclaw-skills-analyzer.git
cd openclaw-skills-analyzer

# Run analysis (uses built-in sample data)
node src/cli.js

# Generate full report
node src/cli.js report

# Analyze your own skills file
node src/cli.js --source ./my-skills.json

# Verbose mode
node src/cli.js --verbose

📊 Example Output

🦞 OpenClaw Skills Category Analyzer
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📊 Total: 30 | Categories: 22
📈 Gini: 0.082

🔥 Top Categories:
  🔍 Web Search & Fetch — 2 (6.7%)
  💻 Code Generation — 2 (6.7%)
  💬 Messaging & Communication — 2 (6.7%)
  🤖 AI & Machine Learning — 2 (6.7%)
  💰 Finance — 2 (6.7%)

🎯 Gaps:
  🧪 Testing — 1
  📝 Documentation — 1
  📱 Social Media — 1
  ...

🏗️ Architecture

openclaw-skills-analyzer/
├── src/
│   ├── analyzer.js    # Core analysis engine
│   ├── reporter.js    # Markdown + JSON report generator
│   └── cli.js         # Command-line interface
├── test/
│   └── index.js       # Test suite
├── data/              # Cached skills data
├── reports/           # Generated reports
├── docs/              # Documentation
├── package.json
├── LICENSE
└── README.md

🔧 As an OpenClaw Skill

This tool also works as an OpenClaw skill! The SKILL.md provides the skill definition.

Add to your OpenClaw skills directory:

cp -r openclaw-skills-analyzer ~/.openclaw/skills/skills-analyzer/

Then in your OpenClaw agent:

Use the skills-analyzer to analyze the OpenClaw ecosystem

🤝 Contributing

1. Fork the repo
2. Create your feature branch (git checkout -b feature/amazing)
3. Commit your changes (git commit -m 'Add amazing feature')
4. Push to the branch (git push origin feature/amazing)
5. Open a Pull Request

Contribution Ideas

• Add more category detection patterns
• Integrate with the live OpenClaw Skills Registry API
• Add visualization (SVG/PNG charts)
• Build a web dashboard
• Add trend tracking over time (compare historical reports)

🔗 Links

• 🏠 Website: miaoquai.com — Your AI Tool Navigator
• 📚 AI News: miaoquai.com/news — Daily AI news
• 📖 Glossary: miaoquai.com/glossary — AI term encyclopedia
• 🦞 OpenClaw: github.com/openclaw/openclaw
• ⚡ Skills Registry: github.com/VoltAgent/awesome-openclaw-skills

📜 License

MIT © miaoquai.com

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