MCP Agent TypeScript Port

name: 🧬 Self-Improvement Orchestration on: schedule: # Run comprehensive self-improvement cycle daily at 2 AM UTC - cron: '0 2 * * *' workflow_dispatch: inputs: improvement_mode: description: 'Self-improvement mode' required: false default: 'comprehensive' type: choice options: - 'comprehensive' - 'focused' - 'meta_evolution_only' - 'performance_only' - 'emergency_optimization' systems_to_run: description: 'Systems to execute (comma-separated)' required: false default: 'meta_evolution,cross_learning,emergent_discovery,performance_tuning,reflection' type: string evolution_intensity: description: 'Evolution intensity level' required: false default: 'normal' type: choice options: - 'light' - 'normal' - 'intensive' - 'experimental' env: IMPROVEMENT_MODE: ${{ github.event.inputs.improvement_mode || 'comprehensive' }} SYSTEMS_TO_RUN: ${{ github.event.inputs.systems_to_run || 'meta_evolution,cross_learning,emergent_discovery,performance_tuning,reflection' }} EVOLUTION_INTENSITY: ${{ github.event.inputs.evolution_intensity || 'normal' }} jobs: # 🔍 System Health Check health-check: runs-on: ubuntu-latest outputs: system_health: ${{ steps.health.outputs.health_status }} ready_for_evolution: ${{ steps.health.outputs.ready }} steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🧠 Setup Claude Environment env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | curl -fsSL https://claude.ai/install.sh | sh echo "$HOME/.local/bin" >> $GITHUB_PATH sudo apt-get update && sudo apt-get install -y jq bc - name: 🔍 System Health Assessment id: health run: | echo "🔍 Assessing system health before self-improvement..." # Check script executability script_count=0 executable_count=0 for category in evolution dev-tools optimization memory; do for script in $category/*.sh; do if [ -f "$script" ]; then ((script_count++)) if [ -x "$script" ]; then ((executable_count++)) fi fi done done # Calculate health metrics executable_ratio=$(echo "scale=2; $executable_count / $script_count" | bc) # Check for critical systems critical_systems=("evolution/adas-meta-agent.sh" "evolution/fitness-evaluator.sh" "dev-tools/code-review-advanced.sh") critical_healthy=true for system in "${critical_systems[@]}"; do if [ ! -x "$system" ]; then critical_healthy=false echo "❌ Critical system not executable: $system" fi done # Determine overall health if [ "$critical_healthy" = true ] && (( $(echo "$executable_ratio > 0.9" | bc -l) )); then health_status="healthy" ready="true" echo "✅ System health: HEALTHY ($executable_count/$script_count scripts executable)" elif [ "$critical_healthy" = true ]; then health_status="degraded" ready="true" echo "⚠️ System health: DEGRADED (some non-critical issues)" else health_status="unhealthy" ready="false" echo "❌ System health: UNHEALTHY (critical systems offline)" fi echo "health_status=$health_status" >> $GITHUB_OUTPUT echo "ready=$ready" >> $GITHUB_OUTPUT # 🧬 Meta-Meta Evolution meta-evolution: runs-on: ubuntu-latest needs: health-check if: needs.health-check.outputs.ready_for_evolution == 'true' && contains(github.event.inputs.systems_to_run || 'meta_evolution', 'meta_evolution') outputs: evolution_results: ${{ steps.meta-evolve.outputs.results }} strategies_evolved: ${{ steps.meta-evolve.outputs.strategies }} steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🧠 Setup Claude Environment env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | curl -fsSL https://claude.ai/install.sh | sh echo "$HOME/.local/bin" >> $GITHUB_PATH sudo apt-get update && sudo apt-get install -y jq bc - name: 🧬 Meta-Meta Evolution id: meta-evolve env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | echo "🧬 Running Meta-Meta Evolution Engine..." # Set evolution parameters based on intensity case "$EVOLUTION_INTENSITY" in "light") generations=2 mutation_rate=0.2 ;; "normal") generations=3 mutation_rate=0.3 ;; "intensive") generations=5 mutation_rate=0.4 ;; "experimental") generations=7 mutation_rate=0.5 ;; esac # Run meta-evolution chmod +x evolution/meta-meta-evolution-engine.sh ./evolution/meta-meta-evolution-engine.sh \ --generations $generations \ --mutation-rate $mutation_rate \ --selection-pressure 0.7 # Capture results if [ -f "meta-evolution-archive/best_strategies.json" ]; then strategies=$(jq -c '.best_strategies' meta-evolution-archive/best_strategies.json) echo "strategies=$strategies" >> $GITHUB_OUTPUT echo "✅ Meta-evolution completed with $(echo "$strategies" | jq length) strategies" else echo "strategies=[]" >> $GITHUB_OUTPUT echo "⚠️ Meta-evolution completed but no strategies file found" fi echo "results=completed" >> $GITHUB_OUTPUT # 🕸️ Cross-Script Learning cross-learning: runs-on: ubuntu-latest needs: health-check if: needs.health-check.outputs.ready_for_evolution == 'true' && contains(github.event.inputs.systems_to_run || 'cross_learning', 'cross_learning') outputs: patterns_extracted: ${{ steps.learning.outputs.patterns }} recommendations: ${{ steps.learning.outputs.recommendations }} steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🧠 Setup Claude Environment env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | curl -fsSL https://claude.ai/install.sh | sh echo "$HOME/.local/bin" >> $GITHUB_PATH sudo apt-get update && sudo apt-get install -y jq bc - name: 🕸️ Cross-Script Learning Network id: learning env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | echo "🕸️ Running Cross-Script Learning Network..." chmod +x evolution/cross-script-learning-network.sh ./evolution/cross-script-learning-network.sh \ --min-frequency 2 \ --threshold 0.7 \ --apply-learnings # Extract results if [ -f "cross-script-learning/knowledge-base/consolidated_patterns.json" ]; then pattern_count=$(jq '.pattern_frequencies | length' cross-script-learning/knowledge-base/consolidated_patterns.json) echo "patterns=$pattern_count" >> $GITHUB_OUTPUT echo "✅ Cross-learning extracted $pattern_count pattern types" else echo "patterns=0" >> $GITHUB_OUTPUT fi if [ -f "cross-script-learning/knowledge-base/learning_recommendations.json" ]; then rec_count=$(jq '.recommendations | length' cross-script-learning/knowledge-base/learning_recommendations.json) echo "recommendations=$rec_count" >> $GITHUB_OUTPUT echo "✅ Generated $rec_count learning recommendations" else echo "recommendations=0" >> $GITHUB_OUTPUT fi # 🌟 Emergent Capability Discovery emergent-discovery: runs-on: ubuntu-latest needs: health-check if: needs.health-check.outputs.ready_for_evolution == 'true' && contains(github.event.inputs.systems_to_run || 'emergent_discovery', 'emergent_discovery') outputs: emergent_capabilities: ${{ steps.discovery.outputs.capabilities }} prototypes_created: ${{ steps.discovery.outputs.prototypes }} steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🧠 Setup Claude Environment env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | curl -fsSL https://claude.ai/install.sh | sh echo "$HOME/.local/bin" >> $GITHUB_PATH sudo apt-get update && sudo apt-get install -y jq bc - name: 🌟 Emergent Capability Discovery id: discovery env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | echo "🌟 Running Emergent Capability Discovery..." # Set discovery parameters based on mode if [ "$IMPROVEMENT_MODE" = "comprehensive" ]; then discovery_mode="systematic" max_combinations=50 elif [ "$IMPROVEMENT_MODE" = "focused" ]; then discovery_mode="targeted" max_combinations=20 else discovery_mode="random" max_combinations=30 fi chmod +x evolution/emergent-capability-discovery.sh ./evolution/emergent-capability-discovery.sh \ --discovery-mode $discovery_mode \ --combination-depth 2 \ --max-combinations $max_combinations \ --threshold 0.75 # Extract results if [ -f "emergent-discovery/emergent-archive/emergent_capabilities.json" ]; then capabilities=$(jq '.emergent_capabilities | length' emergent-discovery/emergent-archive/emergent_capabilities.json) echo "capabilities=$capabilities" >> $GITHUB_OUTPUT else echo "capabilities=0" >> $GITHUB_OUTPUT fi prototypes=$(ls emergent-discovery/emergent-archive/emergent_*.sh 2>/dev/null | wc -l) echo "prototypes=$prototypes" >> $GITHUB_OUTPUT echo "✅ Emergent discovery: $capabilities capabilities, $prototypes prototypes" # ⚡ Performance-Driven Auto-Tuning performance-tuning: runs-on: ubuntu-latest needs: health-check if: needs.health-check.outputs.ready_for_evolution == 'true' && contains(github.event.inputs.systems_to_run || 'performance_tuning', 'performance_tuning') outputs: optimizations_applied: ${{ steps.tuning.outputs.optimizations }} performance_improvement: ${{ steps.tuning.outputs.improvement }} steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🧠 Setup Claude Environment env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | curl -fsSL https://claude.ai/install.sh | sh echo "$HOME/.local/bin" >> $GITHUB_PATH sudo apt-get update && sudo apt-get install -y jq bc - name: ⚡ Performance-Driven Auto-Tuning id: tuning env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | echo "⚡ Running Performance-Driven Auto-Tuning..." chmod +x optimization/performance-driven-auto-tuning.sh timeout 600 ./optimization/performance-driven-auto-tuning.sh \ --interval 0 \ --threshold 0.8 || echo "⚠️ Performance tuning completed with timeout" # Extract results if [ -f "performance-monitoring/tuning/optimization_recommendations.json" ]; then optimizations=$(jq '.recommendations | length' performance-monitoring/tuning/optimization_recommendations.json) echo "optimizations=$optimizations" >> $GITHUB_OUTPUT # Calculate average expected improvement if [ "$optimizations" -gt 0 ]; then # Extract improvement percentages and calculate average avg_improvement=$(jq -r '.recommendations[].expected_improvement' performance-monitoring/tuning/optimization_recommendations.json | grep -o '[0-9]*' | awk '{sum+=$1; count++} END {if(count>0) print sum/count; else print 0}') echo "improvement=${avg_improvement:-0}" >> $GITHUB_OUTPUT else echo "improvement=0" >> $GITHUB_OUTPUT fi else echo "optimizations=0" >> $GITHUB_OUTPUT echo "improvement=0" >> $GITHUB_OUTPUT fi echo "✅ Performance tuning: $optimizations optimizations identified" # 🤔 Continuous Reflection reflection: runs-on: ubuntu-latest needs: [health-check, meta-evolution, cross-learning, emergent-discovery, performance-tuning] if: always() && needs.health-check.outputs.ready_for_evolution == 'true' && contains(github.event.inputs.systems_to_run || 'reflection', 'reflection') outputs: insights_generated: ${{ steps.reflect.outputs.insights }} strategic_actions: ${{ steps.reflect.outputs.actions }} steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🧠 Setup Claude Environment env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | curl -fsSL https://claude.ai/install.sh | sh echo "$HOME/.local/bin" >> $GITHUB_PATH sudo apt-get update && sudo apt-get install -y jq bc - name: 🤔 Continuous Reflection id: reflect env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} run: | echo "🤔 Running Continuous Reflection Engine..." # Set reflection parameters if [ "$IMPROVEMENT_MODE" = "comprehensive" ]; then reflection_mode="comprehensive" depth="deep" elif [ "$IMPROVEMENT_MODE" = "focused" ]; then reflection_mode="focused" depth="medium" else reflection_mode="strategic" depth="deep" fi chmod +x evolution/continuous-reflection-engine.sh ./evolution/continuous-reflection-engine.sh \ --reflection-mode $reflection_mode \ --depth $depth \ --interval 0 \ --auto-implement # Extract results if [ -f "continuous-reflection/insights/deep_reflection.json" ]; then insights=$(jq '.key_insights | length' continuous-reflection/insights/deep_reflection.json) actions=$(jq '.action_recommendations | length' continuous-reflection/insights/deep_reflection.json) echo "insights=$insights" >> $GITHUB_OUTPUT echo "actions=$actions" >> $GITHUB_OUTPUT echo "✅ Reflection: $insights insights, $actions strategic actions" else echo "insights=0" >> $GITHUB_OUTPUT echo "actions=0" >> $GITHUB_OUTPUT fi # 🌐 Supabase Integration & Data Collection supabase-integration: runs-on: ubuntu-latest needs: [meta-evolution, cross-learning, emergent-discovery, performance-tuning, reflection] if: always() steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 🌐 Supabase Data Collection env: SUPABASE_URL: ${{ secrets.SUPABASE_URL }} SUPABASE_KEY: ${{ secrets.SUPABASE_SERVICE_ROLE_KEY }} run: | echo "🌐 Integrating with Supabase for data collection..." chmod +x evolution/supabase-edge-integration.sh ./evolution/supabase-edge-integration.sh --create-functions # Collect and send orchestration results orchestration_data=$(cat <<EOF { "orchestration_timestamp": "$(date -u +"%Y-%m-%dT%H:%M:%SZ")", "improvement_mode": "$IMPROVEMENT_MODE", "evolution_intensity": "$EVOLUTION_INTENSITY", "systems_executed": "$SYSTEMS_TO_RUN", "results": { "meta_evolution": "${{ needs.meta-evolution.outputs.evolution_results || 'skipped' }}", "cross_learning_patterns": "${{ needs.cross-learning.outputs.patterns_extracted || '0' }}", "emergent_capabilities": "${{ needs.emergent-discovery.outputs.emergent_capabilities || '0' }}", "performance_optimizations": "${{ needs.performance-tuning.outputs.optimizations_applied || '0' }}", "reflection_insights": "${{ needs.reflection.outputs.insights_generated || '0' }}" } } EOF ) echo "📊 Orchestration results collected" echo "$orchestration_data" > orchestration_results.json # 📊 Comprehensive Reporting reporting: runs-on: ubuntu-latest needs: [health-check, meta-evolution, cross-learning, emergent-discovery, performance-tuning, reflection, supabase-integration] if: always() steps: - name: 🔄 Checkout Code uses: actions/checkout@v4 - name: 📊 Generate Comprehensive Report run: | echo "📊 Generating comprehensive self-improvement report..." # Create comprehensive orchestration report cat > SELF_IMPROVEMENT_REPORT.md << EOF # 🧬 Self-Improvement Orchestration Report **Orchestration Date:** $(date -u +"%Y-%m-%d %H:%M:%S UTC") **Improvement Mode:** $IMPROVEMENT_MODE **Evolution Intensity:** $EVOLUTION_INTENSITY **Systems Executed:** $SYSTEMS_TO_RUN ## 🔍 System Health - **Overall Health:** ${{ needs.health-check.outputs.system_health }} - **Ready for Evolution:** ${{ needs.health-check.outputs.ready_for_evolution }} ## 🧬 Self-Improvement Results ### Meta-Meta Evolution $(if [ "${{ needs.meta-evolution.result }}" = "success" ]; then echo "✅ **Status:** Completed successfully" echo "📈 **Strategies Evolved:** ${{ needs.meta-evolution.outputs.strategies_evolved || 'Data not available' }}" else echo "⏭️ **Status:** Skipped or failed" fi) ### Cross-Script Learning Network $(if [ "${{ needs.cross-learning.result }}" = "success" ]; then echo "✅ **Status:** Completed successfully" echo "🧩 **Patterns Extracted:** ${{ needs.cross-learning.outputs.patterns_extracted || '0' }}" echo "🎓 **Recommendations Generated:** ${{ needs.cross-learning.outputs.recommendations || '0' }}" else echo "⏭️ **Status:** Skipped or failed" fi) ### Emergent Capability Discovery $(if [ "${{ needs.emergent-discovery.result }}" = "success" ]; then echo "✅ **Status:** Completed successfully" echo "🌟 **Emergent Capabilities:** ${{ needs.emergent-discovery.outputs.emergent_capabilities || '0' }}" echo "🤖 **Prototypes Created:** ${{ needs.emergent-discovery.outputs.prototypes_created || '0' }}" else echo "⏭️ **Status:** Skipped or failed" fi) ### Performance-Driven Auto-Tuning $(if [ "${{ needs.performance-tuning.result }}" = "success" ]; then echo "✅ **Status:** Completed successfully" echo "⚡ **Optimizations Applied:** ${{ needs.performance-tuning.outputs.optimizations_applied || '0' }}" echo "📈 **Performance Improvement:** ${{ needs.performance-tuning.outputs.performance_improvement || '0' }}%" else echo "⏭️ **Status:** Skipped or failed" fi) ### Continuous Reflection $(if [ "${{ needs.reflection.result }}" = "success" ]; then echo "✅ **Status:** Completed successfully" echo "🤔 **Insights Generated:** ${{ needs.reflection.outputs.insights_generated || '0' }}" echo "🎯 **Strategic Actions:** ${{ needs.reflection.outputs.strategic_actions || '0' }}" else echo "⏭️ **Status:** Skipped or failed" fi) ## 🌐 Data Integration - **Supabase Integration:** ${{ needs.supabase-integration.result }} - **Performance Data:** Collected and stored - **Evolution Insights:** Archived for future iterations ## 🚀 Next Steps 1. **Review Results:** Analyze generated insights and recommendations 2. **Implement Changes:** Apply high-priority optimizations 3. **Monitor Performance:** Track improvements from this orchestration cycle 4. **Schedule Next Cycle:** Prepare for next self-improvement iteration ## 📈 System Evolution Metrics - **Total Systems Orchestrated:** $(echo "$SYSTEMS_TO_RUN" | tr ',' '\n' | wc -l) - **Successful Executions:** $(echo "${{ needs.meta-evolution.result }} ${{ needs.cross-learning.result }} ${{ needs.emergent-discovery.result }} ${{ needs.performance-tuning.result }} ${{ needs.reflection.result }}" | grep -c success) - **Evolution Cycle:** Complete - **System Status:** Self-improving and autonomous --- *Generated by Self-Improvement Orchestration System* *The AI is evolving itself - recursively and autonomously* EOF - name: 📤 Upload Orchestration Artifacts uses: actions/upload-artifact@v4 with: name: self-improvement-results-${{ github.run_number }} path: | SELF_IMPROVEMENT_REPORT.md meta-evolution-archive/ cross-script-learning/ emergent-discovery/ performance-monitoring/ continuous-reflection/ orchestration_results.json retention-days: 30 - name: 📊 Update Job Summary run: | echo "## 🧬 Self-Improvement Orchestration Summary" >> $GITHUB_STEP_SUMMARY echo "================================" >> $GITHUB_STEP_SUMMARY echo "" >> $GITHUB_STEP_SUMMARY echo "**Orchestration Date:** $(date -u +"%Y-%m-%d %H:%M:%S UTC")" >> $GITHUB_STEP_SUMMARY echo "**Mode:** $IMPROVEMENT_MODE" >> $GITHUB_STEP_SUMMARY echo "**Intensity:** $EVOLUTION_INTENSITY" >> $GITHUB_STEP_SUMMARY echo "" >> $GITHUB_STEP_SUMMARY echo "### 🎯 Results" >> $GITHUB_STEP_SUMMARY echo "- **Meta-Evolution:** ${{ needs.meta-evolution.result || 'Not run' }}" >> $GITHUB_STEP_SUMMARY echo "- **Cross-Learning:** ${{ needs.cross-learning.result || 'Not run' }}" >> $GITHUB_STEP_SUMMARY echo "- **Emergent Discovery:** ${{ needs.emergent-discovery.result || 'Not run' }}" >> $GITHUB_STEP_SUMMARY echo "- **Performance Tuning:** ${{ needs.performance-tuning.result || 'Not run' }}" >> $GITHUB_STEP_SUMMARY echo "- **Reflection:** ${{ needs.reflection.result || 'Not run' }}" >> $GITHUB_STEP_SUMMARY echo "" >> $GITHUB_STEP_SUMMARY echo "### 📈 Metrics" >> $GITHUB_STEP_SUMMARY echo "- **System Health:** ${{ needs.health-check.outputs.system_health }}" >> $GITHUB_STEP_SUMMARY echo "- **Evolution Patterns:** ${{ needs.cross-learning.outputs.patterns_extracted || '0' }}" >> $GITHUB_STEP_SUMMARY echo "- **Emergent Capabilities:** ${{ needs.emergent-discovery.outputs.emergent_capabilities || '0' }}" >> $GITHUB_STEP_SUMMARY echo "- **Performance Optimizations:** ${{ needs.performance-tuning.outputs.optimizations_applied || '0' }}" >> $GITHUB_STEP_SUMMARY echo "- **Strategic Insights:** ${{ needs.reflection.outputs.insights_generated || '0' }}" >> $GITHUB_STEP_SUMMARY echo "" >> $GITHUB_STEP_SUMMARY echo "🤖 **Status:** The system is autonomously evolving and improving itself!" >> $GITHUB_STEP_SUMMARY