Pattern Index - Continual Learning

Pattern Index - Continual Learning

Quick reference for captured patterns and learning sessions.

Last Updated: 2025-11-01 Total Patterns: 2 Total Sessions: 1

🎯 Patterns (Reusable)

1. Claude Desktop Server Troubleshooting

File: patterns/claude-desktop-troubleshooting.md ID: claude-desktop-server-debug-001 Category: System Debugging Token Savings: 400-650 per use

Use When:

• Claude Desktop crashes
• "Server connection failed" errors
• Slow startup
• Unknown/problematic MCP servers or extensions

Quick Action: Read pattern → Follow checklist → Complete removal from dual systems (MCP + Extensions)

2. Tool/Extension Evaluation Framework

File: patterns/tool-evaluation-framework.md ID: tool-evaluation-framework-001 Category: Decision Making Token Savings: 300-500 per use

Use When:

• Deciding to install new tool/server/extension
• Optimizing installed components
• Choosing between alternatives
• Performance/overhead concerns

Quick Action: Read framework → Score 5 criteria → Apply decision matrix → Keep/Remove/Evaluate

📚 Learning Sessions (Historical)

Session 1: Claude Desktop Troubleshooting & Configuration Optimization

Date: 2025-11-01 File: sessions/2025-11-01-claude-desktop-troubleshooting.md Duration: ~45 minutes

Key Outcomes:

• ✅ Debugged AWS MCP Server crashes
• ✅ Discovered MCP vs Extensions dual system
• ✅ Created systematic troubleshooting checklist
• ✅ Developed tool evaluation framework
• ✅ Optimized configuration (9 → 4 servers)
• ✅ Installed 4 high-value Claude Code skills

Patterns Extracted:

1. Claude Desktop Server Troubleshooting
2. Tool/Extension Evaluation Framework

ROI:

• Time invested: 60 minutes
• Expected savings: 2.5-7.5 hours over next year
• Token savings: 2500-8000 tokens

🔍 Pattern Quick Reference

By Category

System Debugging:

• claude-desktop-server-debug-001 - Server troubleshooting

Decision Making:

• tool-evaluation-framework-001 - Tool selection criteria

[Future Categories]:

• Code Architecture
• Deployment & DevOps
• Security & Compliance
• Documentation
• Testing & QA

📊 Usage Statistics

Note: Update this table when patterns are reused!

🚀 How to Use This Index

In a New Session:

1. Problem Recognition:

   • "Claude Desktop is crashing" → Check System Debugging category
   • "Should I install this tool?" → Check Decision Making category

2. Pattern Lookup:

   Find pattern in category → Open pattern file → Follow steps
   

3. After Using Pattern:

   • Update usage statistics
   • Note any improvements/modifications
   • Consider creating sub-patterns if needed

💡 Creating New Patterns

When to Capture:

• Solved a complex problem (20+ minutes effort)
• Same approach used 2+ times
• Novel solution that generalizes
• Will save 300+ tokens on reuse

How to Capture:

1. Create session file: sessions/YYYY-MM-DD-[topic].md
2. Extract patterns: patterns/[pattern-name].md
3. Update this index
4. Assign pattern ID: [category]-[number]

🔗 Related Resources

Claude Code Skills:

• token-budget-advisor/ - Context optimization
• security-analyzer/ - Security scanning
• doc-generator/ - Documentation generation

Configuration Files:

• ~/.claude/settings.json
• ~/.config/claude/claude_desktop_config.json
• ~/projects/AGENT_MEMORY.md (user's custom memory file)

✅ Next Steps

High-Priority Patterns to Develop:

1. React/Vite project setup best practices
2. API security implementation patterns
3. Data pipeline optimization
4. Git workflow automation
5. Production deployment checklist

Trigger: When working on these topics, use learning-capture skill to document!

Maintained by: Continual Learning Skill Updates: Add entry when new pattern/session is created