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test-repo/memory/SKILLS_AUDIT.md

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Skills Audit - Active vs Unused

Date: 2026-02-22
Total Skills: 58
Purpose: Identify token bloat from unused skills

🔥 Active Skills (Frequently Used)

Skill Category Usage
nextjs-expert Web Dev High - All web projects
shadcn-ui UI High - Component library
frontend-design Design Medium - Layout/styling
web-design-guidelines Design Medium - Standards
subagent-driven-development Architecture Medium - Complex tasks
agent-tools Core High - Always loaded
find-skills Core Medium - Skill discovery
using-superpowers Core Medium - Capabilities
web-research-fast Research Medium - Quick lookups
url-research-task-creator Research Low - Background tasks

⚠️ Context-Specific Skills (Load on Demand)

iOS Development (11 skills)

  • ios-17-role, ios-18-role, ios-26-role
  • ios-debugger-agent, ios-project-structure
  • swiftui-expert-skill, swiftui-modern, swiftui-mvvm
  • swift-modern, swiftdata-cloudkit
  • xcode-project-shell-ios

These load automatically when iOS work detected. Keep but don't preload.

Firebase (6 skills)

  • firebase-basics, firebase-auth-basics
  • firebase-firestore-basics, firebase-hosting-basics
  • firebase-app-hosting-basics, firebase-ai-logic

Only used when Firebase projects active. Consider on-demand loading.

💡 Optimization Recommendations

Immediate (Implemented 2026-02-22)

  1. ✅ Created BRAIN.md for external memory
  2. ✅ Added write discipline to AGENTS.md
  3. ✅ Optimized HEARTBEAT.md for <3s checks
  4. ✅ Created heartbeat-state.json for tracking

Short-Term (Next Week)

  1. Audit iOS skills - Many may be redundant (swiftui-modern vs swiftui-expert-skill)
  2. Consolidate Firebase - 6 separate skills could be 2-3
  3. Document skill usage - Add usage notes to each SKILL.md

Long-Term (Next Month)

  1. Lazy loading - Don't load skills until first use
  2. Project-specific profiles - Web mode vs iOS mode
  3. Monthly re-audit - Check /context detail quarterly

Token Impact Estimate

Assumption: Each skill = ~50-200 tokens in system prompt

Scenario Skills Loaded Est. Tokens
Current 58 ~6,000-8,000
Optimized (Web focus) 15 ~1,500-2,000
Optimized (iOS focus) 20 ~2,000-2,500

Potential savings: 60-70% reduction in token bloat

Action Items

  • Consolidate swiftui-* skills into fewer files
  • Merge firebase-* into core + advanced
  • Add "Last Used" tracking to skills
  • Create skill usage report monthly