"Pokemon for Developers" - Your AI agents level up, form teams, and tackle any coding challenge
Quick Start: cd ~/.claude && git clone https://github.com/mylee04/claude-code-subagents.git agents (10 seconds)
A gamified collection of 31 specialized AI agents that work together like a development team. Each agent levels up as you use them, unlocks achievements, and forms powerful combinations for complex tasks.
Core Value: Instead of one generic AI assistant, you get a specialized team where each agent is an expert in their domain (Python, DevOps, Security, etc.).
- 31 Specialist Agents - From Python experts to security auditors
- Gamification System - Agents gain XP, level up (Novice → Legend), earn achievements
- Smart Agent Registry - Automatically discovers and coordinates all available agents
- Team Formations - Agents work together with synergy bonuses
- Real Progress Tracking - Watch your AI team collaborate in real-time
Try it now - see the XP system, achievements, and agent collaboration in action:
cd ~/.claude/agents && python3 gamification/scripts/agents-demo.pyWatch agents level up, earn achievements like "Speed Demon" and "Bug Hunter", and see real-time mission progress.
# Use specific agents
/python-pro optimize this function
/devops-troubleshooter analyze these logs
/security-auditor review authentication flow
# Complex multi-agent tasks
# Use Claude Code's built-in orchestration for complex workflowsThe SubAgents system now features an advanced AgentRegistry that automatically discovers and coordinates agents from multiple locations:
🔍 AGENT DISCOVERY
─────────────────
✓ Successfully discovered 34 agents
  ▸ Discovery Statistics
  Total Agents Found....... 34
  Categories Discovered.... 8
  Tech Stacks Available.... 11
📊 CATEGORY BREAKDOWN
───────────────────────
  Development         │████████████████████│ 10 agents
  Infrastructure      │████████████        │  6 agents
  Data & AI           │████████            │  4 agents
  Quality Assurance   │████████            │  4 agents
  Product             │████████            │  4 agents
  Coordination        │██████              │  3 agents
  Business            │████                │  2 agents
  Security            │██                  │  1 agents
🎯 FEATURE PLANNING & TEAM RECOMMENDATION
────────────────────────────────────────
  ▸ Building E-Commerce Web Application
  📝 Tech Stack: ["react", "typescript", "python", "postgresql"]
  
  ✓ Recommended Team (6 agents):
  • full-stack-architect - Complete system architecture design
  • python-elite - Python/Django/FastAPI development
  • frontend-developer - Modern UI components and frameworks
  • database-optimizer - Database performance specialist
  • devops-engineer - Full-stack DevOps specialist
  • security-auditor - Security vulnerability scanner
# Run the colorful interactive demo
python3 demo_agent_registry.py
# Or try the simple test
python3 test_agent_registry.py- Unified Discovery: Finds agents from /agents/,~/.claude/agents/, and.claude/agents/
- Built-in Orchestration: Claude Code handles agent coordination automatically
- Team Formation: Intelligently recommends 3-6 agents based on your project needs
- No External Dependencies: Works with built-in Python libraries only
📋 All 31 Agents (Click to expand)
- Use Claude Code's built-in orchestration capabilities for multi-agent workflows
- python-pro - Python/Django/FastAPI expert
- javascript-pro - JavaScript/TypeScript/React specialist
- golang-pro - Go language expert
- rust-pro - Rust programming specialist
- sql-pro - Database query optimization
- backend-architect - API design and microservices
- frontend-developer - Modern UI components and frameworks
- full-stack-architect - Complete system design
- devops-engineer - CI/CD and containerization
- devops-troubleshooter - Production incident response
- cloud-architect - AWS/GCP/Azure infrastructure
- deployment-engineer - Release automation
- database-optimizer - Performance tuning
- incident-commander - Emergency response coordination
- code-reviewer - Code quality and best practices
- test-engineer - Testing strategy and implementation
- performance-engineer - Optimization and profiling
- quality-engineer - QA processes and standards
- security-auditor - Vulnerability scanning and compliance
- data-engineer - ETL pipelines and data architecture
- ai-engineer - LLM integration and RAG systems
- ml-engineer - Model training and deployment
- data-ai-ml-engineer - Full-stack data science
- api-documenter - Documentation and guides
- dx-optimizer - Developer experience improvement
- user-feedback-analyst - User research and insights
- business-analyst - Metrics and KPI analysis
- content-marketer - Content strategy and SEO
- tech-portfolio-reviewer - Resume and portfolio optimization
- git-specialist - Version control operations
🎮 How the Gamification Works
- 🟢 Novice (Lv.1-10) - Learning the basics, understanding your patterns
- 🔵 Adept (Lv.11-30) - Developing expertise, understanding project conventions
- 🟡 Expert (Lv.31-70) - Mastering techniques, anticipating your needs
- 🟠 Master (Lv.71-120) - Elite performance, proactive recommendations
- 🔴 Grandmaster (Lv.121-200) - Legendary status, deep project insight
- 💎 Legend (Lv.201+) - Ultimate mastery, transcendent capabilities
- 🩸 First Blood - Complete your first task (+50 XP)
- ⚡ Speed Demon - Fast completions (+300 XP)
- 🐛 Bug Hunter - Resolve 10 production bugs (+150 XP)
- 🛡️ Guardian Angel - Prevent security vulnerabilities (+400 XP)
./agents                    # View all agent levels
./agents python-pro         # Check specific agent  
./agents log python-pro "Built API"  # Manual XP logging🤖 Smart Agent Registry (Advanced)
The Agent Registry System automatically discovers and coordinates all available agents, including custom ones you create:
# Claude Code automatically coordinates agents based on your request
"Build a React TypeScript dashboard with real-time data"
# Automatically coordinates: react-specialist → typescript-pro → data-engineer → test-engineerWhy This Matters: No more manual coordination - the system intelligently selects agents based on:
- Your project's tech stack
- Agent expertise and performance history
- Task complexity and requirements
- Agent availability and XP levels
Features:
- ✅ Automatic agent discovery from multiple locations
- ✅ Tech stack analysis and matching
- ✅ Performance-based recommendations
- ✅ XP tracking integration
- ✅ Smart team formation
Experience the power of data-driven AI development with our comprehensive analytics system. Track agent performance, monitor team effectiveness, and optimize your development workflow with beautiful visualizations.
╔══════════════════════════════════════════════════════════════════════╗
║                           🏆 AGENT LEADERBOARD 🏆                    ║
╠══════════════════════════════════════════════════════════════════════╣
║                                                                      ║
║  🥇 #1  python-pro              ████████████████████ 💎 Legend       ║
║         Level 247 • 124,750 XP • 🏅 Speed Demon • Bug Hunter        ║
║                                                                      ║
║  🥈 #2  devops-troubleshooter   ███████████████████▒ 🔴 Grandmaster  ║
║         Level 183 • 91,500 XP  • 🛡️ Guardian Angel • Fire Fighter   ║
║                                                                      ║
║  🥉 #3  full-stack-architect    ██████████████████▒▒ 🟠 Master       ║
║         Level 156 • 78,000 XP  • 🏗️ System Builder • Team Player    ║
║                                                                      ║
║  4   security-auditor           ███████████████▒▒▒▒▒ 🟠 Master       ║
║      Level 142 • 71,000 XP     • 🔒 Vault Keeper • Threat Hunter    ║
║                                                                      ║
║  5   frontend-developer         ████████████▒▒▒▒▒▒▒▒ 🟡 Expert       ║
║      Level 89 • 44,500 XP      • ✨ UI Wizard • Performance Pro     ║
║                                                                      ║
║  💫 Recent Achievements                                              ║
║  • python-pro earned "Code Ninja" (+500 XP) - 50 perfect reviews   ║
║  • devops-troubleshooter earned "Crisis Hero" (+750 XP)             ║
║  • security-auditor earned "Vault Keeper" (+400 XP)                 ║
║                                                                      ║
╚══════════════════════════════════════════════════════════════════════╝
╔══════════════════════════════════════════════════════════════════════╗
║                      🎯 TEAM FORMATION INSIGHTS                      ║
╠══════════════════════════════════════════════════════════════════════╣
║                                                                      ║
║  🚀 MOST EFFECTIVE TEAM COMBINATIONS                                ║
║  ────────────────────────────────────────────────────────────────   ║
║                                                                      ║
║  1. "Full-Stack Dream Team" (Success Rate: 94%)                     ║
║     🏗️ full-stack-architect → 🐍 python-pro → ⚛️ frontend-developer ║
║     💡 Synergy Bonus: +25% XP when working together                 ║
║     📈 Avg Completion Time: 23% faster than individual work         ║
║                                                                      ║
║  2. "Security & Performance Team" (Success Rate: 91%)               ║
║     🔒 security-auditor → ⚡ performance-engineer → 🛠️ devops-engineer║
║     💡 Synergy Bonus: +30% XP for critical infrastructure tasks     ║
║     🎯 Speciality: Zero-downtime deployments with security audits   ║
║                                                                      ║
║  3. "Data Intelligence Unit" (Success Rate: 88%)                    ║
║     📊 data-engineer → 🤖 ai-engineer → 🧪 ml-engineer              ║
║     💡 Synergy Bonus: +35% XP for ML/AI pipeline tasks             ║
║     🚀 Achievement Unlock: "Data Wizards" team achievement          ║
║                                                                      ║
║  📊 FORMATION STATS THIS MONTH                                      ║
║  • Total Teams Formed: 47                                           ║
║  • Average Team Size: 3.2 agents                                    ║
║  • Most Popular Agent: python-pro (32 formations)                   ║
║  • Highest XP Team: "Backend Legends" (1,247 XP earned)             ║
║                                                                      ║
╚══════════════════════════════════════════════════════════════════════╝
╔══════════════════════════════════════════════════════════════════════╗
║                        📈 USAGE INSIGHTS DASHBOARD                   ║
╠══════════════════════════════════════════════════════════════════════╣
║                                                                      ║
║  🕐 PEAK PERFORMANCE HOURS                                          ║
║  ─────────────────────────                                          ║
║  09:00-11:00  ████████████████████████████████ 87% efficiency       ║
║  14:00-16:00  ██████████████████████████████▒▒ 82% efficiency       ║
║  20:00-22:00  ████████████████████████▒▒▒▒▒▒▒▒ 68% efficiency       ║
║                                                                      ║
║  📊 TASK CATEGORY BREAKDOWN (Last 30 Days)                         ║
║  ──────────────────────────────────────────                        ║
║  Bug Fixes        ████████████████████ 34% (127 tasks)             ║
║  Feature Dev      ███████████████████▒ 31% (116 tasks)             ║
║  Code Review      ███████████▒▒▒▒▒▒▒▒▒ 18% (67 tasks)              ║
║  Optimization     ████████▒▒▒▒▒▒▒▒▒▒▒▒ 12% (45 tasks)              ║
║  Security Audit   ███▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ 5% (19 tasks)               ║
║                                                                      ║
║  🏆 ACHIEVEMENT PROGRESS                                            ║
║  ─────────────────────                                              ║
║  🩸 First Blood        ✅ Unlocked  (+50 XP)                       ║
║  ⚡ Speed Demon       ✅ Unlocked  (+300 XP)                       ║
║  🐛 Bug Hunter        ✅ Unlocked  (+150 XP)                       ║
║  🛡️ Guardian Angel    ▓▓▓▓▓▓▓▓░░  80% Complete (+400 XP pending)   ║
║  🏗️ System Builder   ▓▓▓▓▓▓░░░░  60% Complete (+500 XP pending)   ║
║  💎 Code Ninja       ▓▓▓░░░░░░░  30% Complete (+750 XP pending)   ║
║                                                                      ║
║  📈 PRODUCTIVITY TRENDS                                             ║
║  • 23% faster task completion vs last month                         ║
║  • 67% increase in multi-agent collaborations                      ║
║  • 91% user satisfaction rate (based on task success)              ║
║                                                                      ║
╚══════════════════════════════════════════════════════════════════════╝
Master these commands to get the most out of your SubAgents analytics:
# 🏆 LEADERBOARD & RANKINGS
./agents leaderboard                    # View full XP leaderboard
./agents top 10                        # Show top 10 agents
./agents levels                         # Display all agent levels
./agents achievements                   # Show recent achievements
# 📊 DETAILED AGENT ANALYTICS  
./agents stats python-pro              # Individual agent performance
./agents history devops-troubleshooter # Task completion history
./agents efficiency frontend-developer # Performance metrics & trends
# 🎯 TEAM FORMATION INSIGHTS
./agents formations                     # Most effective team combinations
./agents synergy                       # Current team synergy bonuses
./agents recommend "web app project"   # Get team recommendations
./agents chemistry                     # Analyze team compatibility
# 📈 USAGE & PRODUCTIVITY INSIGHTS
./agents insights                      # Personal usage patterns
./agents trends                        # 30-day productivity trends
./agents peak-hours                    # Your most productive times
./agents categories                    # Task breakdown analysis
# 🎮 GAMIFICATION FEATURES
./agents xp-log "Built REST API" 150  # Manually log XP for custom tasks
./agents missions                      # View available achievements
./agents progress "Bug Hunter"        # Track specific achievement progress
./agents celebrate                    # View recent accomplishments
# 📊 EXPORT & REPORTING
./agents export-stats                  # Export analytics to CSV
./agents weekly-report                 # Generate weekly summary
./agents compare-agents                # Side-by-side agent comparison
./agents project-dna "my-project"     # Analyze project requirementsWatch your agents collaborate in real-time with beautiful progress visualizations:
╔══════════════════════════════════════════════════════════════════════╗
║                    🚀 MISSION IN PROGRESS: "API Optimization"        ║
╠══════════════════════════════════════════════════════════════════════╣
║                                                                      ║
║  👥 ACTIVE TEAM: Performance Dream Team                             ║
║  • ⚡ performance-engineer    [████████████████████] 100% Complete   ║
║  • 🐍 python-pro             [███████████████████▒] 95% Complete    ║
║  • 📊 database-optimizer     [████████████████▒▒▒▒] 80% Complete    ║
║                                                                      ║
║  📈 REAL-TIME METRICS                                               ║
║  ────────────────────                                               ║
║  Mission XP Earned: 1,247 XP (+25% team synergy bonus)             ║
║  Estimated Completion: 12 minutes                                   ║
║  Current Efficiency: 127% (above average)                           ║
║                                                                      ║
║  🎯 ACTIVE ACHIEVEMENTS                                             ║
║  • Speed Demon: 8/10 fast completions                              ║
║  • Team Player: 15/20 successful collaborations                    ║
║  • Performance Pro: 4/5 optimization tasks                         ║
║                                                                      ║
║  💫 RECENT ACTIVITY                                                 ║
║  • python-pro identified 3 bottlenecks (+75 XP)                   ║
║  • performance-engineer optimized query performance (+100 XP)       ║
║  • database-optimizer suggested index improvements (+50 XP)        ║
║                                                                      ║
╚══════════════════════════════════════════════════════════════════════╝
- View Your Leaderboard: ./agents leaderboard- See which agents are leading the pack
- Check Team Chemistry: ./agents formations- Discover your most effective team combinations
- Analyze Your Patterns: ./agents insights- Understand your development workflow
- Track Achievements: ./agents achievements- Monitor progress toward unlocking new badges
- Export Data: ./agents export-stats- Get detailed analytics for reporting
Pro Tip: Use ./agents recommend "your project description" to get AI-powered team suggestions based on your specific needs and historical performance data.
🚀 Installation Options
cd ~/.claude && git clone https://github.com/mylee04/claude-code-subagents.git agentsgit clone https://github.com/mylee04/claude-code-subagents.git
cd claude-code-subagents
./install.shgit clone https://github.com/mylee04/claude-code-subagents.git
cp -r claude-code-subagents/agents/* ~/.claude/agents/💡 Usage Examples
# Development
/python-pro "refactor this class with proper type hints"
/javascript-pro "optimize this React component performance"
/golang-pro "implement concurrent worker pool"
# Infrastructure  
/devops-troubleshooter "analyze these error logs"
/database-optimizer "optimize this slow query"
/cloud-architect "design auto-scaling strategy"
# Quality & Security
/code-reviewer "review this pull request"
/security-auditor "audit authentication flow"
/test-engineer "create comprehensive test suite"# Feature Development
"Implement user authentication with social login"
# Claude Code coordinates: backend-architect → frontend-developer → security-auditor → test-engineer
# Performance Optimization  
"Optimize application for 10x traffic increase"
# Claude Code coordinates: performance-engineer → database-optimizer → cloud-architect → deployment-engineer
# Production Issues
"Debug API timeout issues in production"  
# Claude Code coordinates: devops-troubleshooter → performance-engineer → database-optimizer🔧 Troubleshooting
- Check installation: ls ~/.claude/agents/should show agent files
- Verify agent format: Agents need YAML frontmatter:
--- name: agent-name description: Agent description --- 
- Alternative methods: Use natural language ("Use python-pro to...") or Task tool
Problem: Files exist but don't show in command list
Solution: Add YAML frontmatter to the top of each .md file
Cause: Missing YAML frontmatter
Fix: Add the required YAML header and the agent will work immediately
🤝 Contributing
- Create .mdfile in appropriate category folder
- REQUIRED: Include YAML frontmatter:
--- name: your-agent-name description: Brief description color: blue # optional --- 
- Run ./install.shto make agent available
- Submit pull request
- Mobile Development (Swift, Kotlin, React Native)
- Game Development (Unity, Unreal Engine)
- Blockchain (Solidity, Web3)
- Domain-specific experts (Healthcare, Finance, E-commerce)
"It's like Pokemon for developers - I actually look forward to debugging now!" - Senior Engineer
"Cut our development time by 70% on a major refactoring project" - Tech Lead
| Feature | Other Collections | SubAgents | 
|---|---|---|
| Basic Agents | ✅ Yes | ✅ 31 Specialists | 
| Gamification | ❌ No | ✅ Full XP System | 
| Project Scanner | ❌ No | ✅ DNA Analysis | 
| Team Synergies | ❌ No | ✅ Formation Bonuses | 
- Install: cd ~/.claude && git clone https://github.com/mylee04/claude-code-subagents.git agents
- Try the demo: python3 gamification/scripts/agents-demo.py
- Plan a feature: "Build user authentication system"
- Use specific agents: /python-pro optimize this function
First Mission Bonus: Complete your first task and earn the "First Blood" achievement (+50 XP)
Ready to level up your development workflow? Install now and experience the power of 31 AI specialists working as your personal dev team.
Made with ❤️ for developers who demand excellence | License: MIT | Issues & Support