Workflow analysis and universal skill recommendations

QUICK_SKILLS_REFERENCE.md

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+# Quick Skills Reference - Workflow Analysis Results
+
+**Generated**: 2026-01-03  
+**Based on**: 43 workflow logs analyzed
+
+---
+
+## 📊 Top 11 Universal Skills
+
+```
+1. Testing Strategy      █████████████████████████████ 97.7% (42/43) ✅ EXISTS
+2. Framework Design      █████████████████████████████ 90.7% (39/43) ❌ CREATE
+3. Knowledge Management  ████████████████████████      76.7% (33/43) ❌ CREATE
+4. Debugging             ████████████████████████      76.7% (33/43) ❌ CREATE
+5. Git Workflow          ███████████████████████       74.4% (32/43) ✅ EXISTS
+6. Documentation         ███████████████████████       74.4% (32/43) ❌ CREATE
+7. Code Review           ██████████████████████        72.1% (31/43) ⚠️  OPTIONAL
+8. Error Handling        █████████████████████         67.4% (29/43) ✅ EXISTS
+9. State Management      ████████████████████          62.8% (27/43) ⚠️  ENHANCE
+10. API Integration      ███████████████               46.5% (20/43) ✅ EXISTS
+11. Docker Orchestration ███████████████               46.5% (20/43) ✅ EXISTS
+```
+
+---
+
+## ⚡ Priority Actions
+
+### 🔴 URGENT - Create These Skills
+
+1. **framework-design.md** (90.7% coverage)
+   ```
+   Content: AKIS protocol, 7-phase workflow, delegation, emissions
+   Why: Unique to project, highest coverage after testing
+   ```
+
+2. **knowledge-management.md** (76.7% coverage)
+   ```
+   Content: project_knowledge.json format, entities, relations, updates
+   Why: Critical for institutional memory, rare practice
+   ```
+
+3. **debugging.md** (76.7% coverage)
+   ```
+   Content: Build errors, type errors, Docker troubleshooting, runtime
+   Why: Common across all workflow types
+   ```
+
+4. **documentation.md** (74.4% coverage)
+   ```
+   Content: Workflow logs, READMEs, decision docs, API docs
+   Why: Strong documentation culture needs codification
+   ```
+
+### 🟡 ENHANCE - Update Existing Skills
+
+5. **frontend-react.md** + State Management
+   ```
+   Add: Zustand patterns, localStorage, session management
+   Why: 62.8% coverage, currently missing
+   ```
+
+6. **backend-api.md** + FastAPI Patterns
+   ```
+   Add: Async operations, WebSocket, background tasks
+   Why: 46.5% coverage, needs enhancement
+   ```
+
+7. **infrastructure.md** + Docker Patterns
+   ```
+   Add: docker-compose, resource limits, networks
+   Why: 46.5% coverage, needs enhancement
+   ```
+
+---
+
+## 📋 Workflow Categories
+
+```
+Framework/AKIS    ███████████████████ 65.1% (28 workflows)
+Frontend/UI       ████████████████    51.2% (22 workflows)
+Infrastructure    ██████              20.9% (9 workflows)
+Testing           █████               16.3% (7 workflows)
+Security          ████                14.0% (6 workflows)
+Backend           ███                  9.3% (4 workflows)
+```
+
+**Insight**: Framework development dominates - unique characteristic of this project
+
+---
+
+## 🎯 Implementation Timeline
+
+```
+Week 1  │ Create framework-design.md
+        │ Create knowledge-management.md
+        │
+Week 2  │ Create debugging.md
+        │ Create documentation.md
+        │
+Week 3  │ Enhance frontend-react.md
+        │ Enhance backend-api.md
+        │
+Week 4  │ Enhance infrastructure.md
+        │ Validate all updates
+        │
+Week 5  │ Measure activation rates
+        │ Gather feedback
+        │ Iterate
+```
+
+---
+
+## 📈 Success Metrics
+
+| Metric | Current | Target |
+|--------|---------|--------|
+| Universal skill coverage | 50% | 90% |
+| Knowledge update compliance | 76.7% | 100% |
+| Skill activation rate | ? | 60% |
+| Workflow efficiency | Baseline | +20% |
+
+---
+
+## 💡 Key Insights
+
+1. **Testing is Religion**: 97.7% include verification - maintain this!
+2. **Framework-Centric**: 90.7% involve AKIS - need dedicated skill
+3. **Knowledge-Driven**: 76.7% update knowledge - rare and valuable
+4. **Quality Focus**: 72.1% code review, 67.4% error handling
+
+---
+
+## 📚 Full Reports
+
+- **Comprehensive Analysis**: `WORKFLOW_SKILLS_ANALYSIS.md` (547 lines)
+- **Quick Summary**: `WORKFLOW_SKILLS_SUMMARY.md` (224 lines)
+- **Raw Data**: `workflow_analysis_report.md` (378 lines)
+- **Workflow Log**: `log/workflow/2026-01-03_012344_workflow-analysis-skill-suggestions.md`
+
+---
+
+## 🔍 Sample Skill Suggestions by Workflow Type
+
+### Frontend Workflows
+**Common Skills**: frontend-react, testing, git-workflow  
+**Example**: Exploit Page UI Enhancements  
+→ Patterns: Zustand, session mgmt, badges
+
+### Framework Workflows  
+**Common Skills**: git-workflow, documentation, testing  
+**Example**: AKIS Framework Optimization  
+→ Patterns: 7-phase, H/V progress, protocols
+
+### Infrastructure Workflows
+**Common Skills**: infrastructure, testing, git-workflow  
+**Example**: Docker Compose Separation  
+→ Patterns: Resource limits, env separation
+
+### Backend Workflows
+**Common Skills**: backend-api, testing, error-handling  
+**Example**: CVE Implementation  
+→ Patterns: API integration, async, validation
+
+---
+
+**Analysis Tool**: `analyze_workflows.py`  
+**Run Again**: `python3 analyze_workflows.py` (after 20 new workflows)