JAEGIS GitHub Repository Structure Design

🎯 Optimal Repository Structure

Repository: https://github.com/usemanusai/JAEGIS Design Principles: GitHub best practices, import relationship preservation, logical organization Target Structure: Production-ready, scalable, maintainable


πŸ“ Proposed GitHub Repository Structure

usemanusai/JAEGIS/
β”œβ”€β”€ πŸ“„ README.md                           # Comprehensive system overview & quick start
β”œβ”€β”€ πŸ“„ GOLD.md                             # Master guidelines with N.L.D.S. integration
β”œβ”€β”€ πŸ“„ LICENSE                             # MIT License
β”œβ”€β”€ πŸ“„ .gitignore                          # Python + system exclusions
β”œβ”€β”€ πŸ“„ requirements.txt                    # Python dependencies
β”œβ”€β”€ πŸ“„ docker-compose.yml                  # Docker orchestration
β”œβ”€β”€ πŸ“„ Dockerfile                          # Container configuration
β”œβ”€β”€ πŸ“„ jaegis_config.json                  # Main system configuration
β”œβ”€β”€ πŸ“„ jaegis_github_integration_system.py # Agent Creator specialization
β”œβ”€β”€ πŸ“„ jaegis_init.py                      # System initialization
β”‚
β”œβ”€β”€ πŸ“ core/                               # Core JAEGIS systems
β”‚   β”œβ”€β”€ πŸ“ brain_protocol/                 # Brain Protocol Suite
β”‚   β”‚   β”œβ”€β”€ πŸ“„ __init__.py
β”‚   β”‚   β”œβ”€β”€ πŸ“„ agent_creator.py            # Base Agent Creator
β”‚   β”‚   β”œβ”€β”€ πŸ“„ operational_directives.py   # Core operational directives
β”‚   β”‚   └── πŸ“„ strategic_mandates.py       # Core strategic mandates
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ nlds/                           # Natural Language Detection System
β”‚   β”‚   β”œβ”€β”€ πŸ“„ __init__.py
β”‚   β”‚   β”œβ”€β”€ πŸ“ api/                        # N.L.D.S. API components
β”‚   β”‚   β”œβ”€β”€ πŸ“ cognitive/                  # Cognitive processing
β”‚   β”‚   β”œβ”€β”€ πŸ“ nlp/                        # NLP processing engines
β”‚   β”‚   β”œβ”€β”€ πŸ“ processing/                 # Core processing logic
β”‚   β”‚   └── πŸ“ translation/                # Command translation
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ garas/                          # GARAS Squad components
β”‚   β”‚   β”œβ”€β”€ πŸ“„ __init__.py
β”‚   β”‚   β”œβ”€β”€ πŸ“„ gap_detection.py            # Gap detection algorithms
β”‚   β”‚   β”œβ”€β”€ πŸ“„ research_analysis.py        # Research & analysis
β”‚   β”‚   β”œβ”€β”€ πŸ“„ simulation_testing.py       # Simulation & testing
β”‚   β”‚   └── πŸ“„ implementation_learning.py  # Implementation & learning
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ iuas/                           # IUAS Squad components
β”‚   β”‚   β”œβ”€β”€ πŸ“„ __init__.py
β”‚   β”‚   β”œβ”€β”€ πŸ“„ system_monitors.py          # System monitoring
β”‚   β”‚   β”œβ”€β”€ πŸ“„ update_coordinators.py      # Update coordination
β”‚   β”‚   β”œβ”€β”€ πŸ“„ change_implementers.py      # Change implementation
β”‚   β”‚   └── πŸ“„ documentation_specialists.py # Documentation management
β”‚   β”‚
β”‚   └── πŸ“ protocols/                      # System protocols
β”‚       β”œβ”€β”€ πŸ“„ __init__.py
β”‚       β”œβ”€β”€ πŸ“„ sync_protocols.py           # Synchronization protocols
β”‚       β”œβ”€β”€ πŸ“„ security_protocols.py       # Security protocols
β”‚       └── πŸ“„ validation_protocols.py     # Validation protocols
β”‚
β”œβ”€β”€ πŸ“ github_integration/                 # GitHub Integration Module
β”‚   β”œβ”€β”€ πŸ“„ __init__.py                     # Package initialization
β”‚   β”œβ”€β”€ πŸ“„ github_fetcher.py               # Single + multi-fetch system
β”‚   β”œβ”€β”€ πŸ“„ amasiap_protocol.py             # A.M.A.S.I.A.P. Protocol
β”‚   β”œβ”€β”€ πŸ“„ squad_coordinator.py            # Agent squad coordination
β”‚   └── πŸ“„ integration_orchestrator.py     # Main orchestration system
β”‚
β”œβ”€β”€ πŸ“ cognitive_pipeline/                 # Cognitive Processing Pipeline
β”‚   β”œβ”€β”€ πŸ“„ __init__.py
β”‚   β”œβ”€β”€ πŸ“„ main.py                         # Main pipeline orchestrator
β”‚   β”œβ”€β”€ πŸ“ ingestion/                      # Data ingestion systems
β”‚   β”œβ”€β”€ πŸ“ processing/                     # Content processing
β”‚   β”œβ”€β”€ πŸ“ generation/                     # Content generation
β”‚   β”œβ”€β”€ πŸ“ analysis/                       # Semantic analysis
β”‚   └── πŸ“ gym/                            # Agent training environment
β”‚
β”œβ”€β”€ πŸ“ pitces/                             # P.I.T.C.E.S. Framework
β”‚   β”œβ”€β”€ πŸ“„ __init__.py
β”‚   β”œβ”€β”€ πŸ“„ main.py                         # Framework orchestrator
β”‚   β”œβ”€β”€ πŸ“„ config.yaml                     # Framework configuration
β”‚   β”œβ”€β”€ πŸ“ core/                           # Core framework components
β”‚   β”œβ”€β”€ πŸ“ workflows/                      # Workflow definitions
β”‚   └── πŸ“ monitoring/                     # Performance monitoring
β”‚
β”œβ”€β”€ πŸ“ docs/                               # Documentation Suite
β”‚   β”œβ”€β”€ πŸ“„ USER_GUIDELINES.md              # N.L.D.S. enhanced user guide
β”‚   β”œβ”€β”€ πŸ“„ IMPLEMENTATION_SUMMARY.md       # Project implementation summary
β”‚   β”œβ”€β”€ πŸ“„ JAEGIS_GITHUB_INTEGRATION_SYSTEM_DOCUMENTATION.md
β”‚   β”œβ”€β”€ πŸ“„ DEPLOYMENT_FILE_INVENTORY.md    # Deployment planning
β”‚   β”œβ”€β”€ πŸ“„ GITHUB_DEPLOYMENT_PLAN.md       # Deployment strategy
β”‚   β”œβ”€β”€ πŸ“„ CHANGELOG.md                    # Version history
β”‚   β”œβ”€β”€ πŸ“„ CONTRIBUTING.md                 # Contribution guidelines
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ api/                            # API Documentation
β”‚   β”‚   β”œβ”€β”€ πŸ“„ api-reference.md            # Complete API reference
β”‚   β”‚   β”œβ”€β”€ πŸ“„ endpoints.md                # API endpoints
β”‚   β”‚   └── πŸ“„ examples.md                 # Usage examples
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ architecture/                   # Architecture Documentation
β”‚   β”‚   β”œβ”€β”€ πŸ“„ system-overview.md          # System architecture
β”‚   β”‚   β”œβ”€β”€ πŸ“„ agent-architecture.md       # 7-tier agent architecture
β”‚   β”‚   β”œβ”€β”€ πŸ“„ nlds-architecture.md        # N.L.D.S. architecture
β”‚   β”‚   └── πŸ“„ integration-patterns.md     # Integration patterns
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ diagrams/                       # System Diagrams
β”‚   β”‚   β”œβ”€β”€ πŸ“„ agent-hierarchy.mermaid     # Agent hierarchy diagram
β”‚   β”‚   β”œβ”€β”€ πŸ“„ system-flow.mermaid         # System flow diagram
β”‚   β”‚   β”œβ”€β”€ πŸ“„ github-integration.mermaid  # GitHub integration flow
β”‚   β”‚   └── πŸ“„ nlds-processing.mermaid     # N.L.D.S. processing flow
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ tutorials/                      # User Tutorials
β”‚   β”‚   β”œβ”€β”€ πŸ“„ quick-start.md              # Quick start guide
β”‚   β”‚   β”œβ”€β”€ πŸ“„ advanced-usage.md           # Advanced usage patterns
β”‚   β”‚   β”œβ”€β”€ πŸ“„ github-integration.md       # GitHub integration tutorial
β”‚   β”‚   └── πŸ“„ agent-creation.md           # Agent creation guide
β”‚   β”‚
β”‚   └── πŸ“ security/                       # Security Documentation
β”‚       β”œβ”€β”€ πŸ“„ security-overview.md        # Security architecture
β”‚       β”œβ”€β”€ πŸ“„ authentication.md           # Authentication protocols
β”‚       └── πŸ“„ audit-logging.md            # Audit and logging
β”‚
β”œβ”€β”€ πŸ“ demos/                              # Demonstration Scripts
β”‚   β”œβ”€β”€ πŸ“„ simple_github_integration_demo.py # Simple working demo
β”‚   β”œβ”€β”€ πŸ“„ github_integration_demo.py      # Advanced demonstration
β”‚   β”œβ”€β”€ πŸ“„ nlds_demo.py                    # N.L.D.S. demonstration
β”‚   β”œβ”€β”€ πŸ“„ agent_creator_demo.py           # Agent Creator demo
β”‚   β”‚
β”‚   └── πŸ“ results/                        # Demo Results
β”‚       β”œβ”€β”€ πŸ“„ github_integration_demo_summary.json
β”‚       β”œβ”€β”€ πŸ“„ nlds_demo_results.json
β”‚       └── πŸ“„ performance_benchmarks.json
β”‚
β”œβ”€β”€ πŸ“ tests/                              # Test Suite
β”‚   β”œβ”€β”€ πŸ“„ conftest.py                     # Test configuration
β”‚   β”œβ”€β”€ πŸ“„ test_runner.py                  # Test execution
β”‚   β”œβ”€β”€ πŸ“„ test_github_integration_system.py # Integration tests
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ unit/                           # Unit Tests
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_agent_creator.py       # Agent Creator tests
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_github_fetcher.py      # GitHub fetcher tests
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_amasiap_protocol.py    # A.M.A.S.I.A.P. tests
β”‚   β”‚   └── πŸ“„ test_nlds.py                # N.L.D.S. tests
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ integration/                    # Integration Tests
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_system_integration.py  # System integration
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_github_integration.py  # GitHub integration
β”‚   β”‚   └── πŸ“„ test_agent_coordination.py  # Agent coordination
β”‚   β”‚
β”‚   β”œβ”€β”€ πŸ“ performance/                    # Performance Tests
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_response_times.py      # Response time validation
β”‚   β”‚   β”œβ”€β”€ πŸ“„ test_throughput.py          # Throughput testing
β”‚   β”‚   └── πŸ“„ test_scalability.py         # Scalability testing
β”‚   β”‚
β”‚   └── πŸ“ security/                       # Security Tests
β”‚       β”œβ”€β”€ πŸ“„ test_authentication.py      # Authentication tests
β”‚       β”œβ”€β”€ πŸ“„ test_authorization.py       # Authorization tests
β”‚       └── πŸ“„ test_data_protection.py     # Data protection tests
β”‚
β”œβ”€β”€ πŸ“ config/                             # Configuration Files
β”‚   β”œβ”€β”€ πŸ“„ agent-config.txt                # 24-agent configuration
β”‚   β”œβ”€β”€ πŸ“„ enhanced-agent-config.txt       # 68-agent configuration
β”‚   β”œβ”€β”€ πŸ“„ garas-agent-config.txt          # GARAS squad configuration
β”‚   β”œβ”€β”€ πŸ“„ iuas-agent-config.txt           # IUAS squad configuration
β”‚   β”œβ”€β”€ πŸ“„ openrouter-config.json          # OpenRouter configuration
β”‚   β”œβ”€β”€ πŸ“„ sync-config.json                # Sync configuration
β”‚   └── πŸ“„ squad-commands.md               # Squad command definitions
β”‚
β”œβ”€β”€ πŸ“ deployment/                         # Deployment Resources
β”‚   β”œβ”€β”€ πŸ“ docker/                         # Docker configurations
β”‚   β”œβ”€β”€ πŸ“ kubernetes/                     # Kubernetes manifests
β”‚   β”œβ”€β”€ πŸ“ monitoring/                     # Monitoring setup
β”‚   └── πŸ“ security/                       # Security configurations
β”‚
└── πŸ“ examples/                           # Usage Examples
    β”œβ”€β”€ πŸ“„ basic_usage.py                  # Basic usage examples
    β”œβ”€β”€ πŸ“„ advanced_integration.py         # Advanced integration
    β”œβ”€β”€ πŸ“„ custom_agent_creation.py        # Custom agent examples
    └── πŸ“„ github_workflow_examples.py     # GitHub workflow examples

πŸ”— Import Relationship Preservation

Critical Import Paths

Package Initialization Strategy


πŸ“‹ GitHub Best Practices Implementation

Repository Root Files

  • βœ… README.md: Comprehensive overview with badges, quick start, navigation

  • βœ… LICENSE: MIT License for open source compatibility

  • βœ… .gitignore: Python + system exclusions, cache files, personal paths

  • βœ… requirements.txt: Pinned Python dependencies with versions

  • βœ… CONTRIBUTING.md: Contribution guidelines and development setup

  • βœ… CHANGELOG.md: Version history and migration guides

Directory Organization Principles

  1. Logical Grouping: Related functionality grouped together

  2. Scalability: Structure supports future expansion

  3. Discoverability: Intuitive navigation and clear naming

  4. Separation of Concerns: Clear boundaries between components

  5. Documentation Co-location: Docs near relevant code

File Naming Conventions

  • Python Modules: snake_case.py

  • Configuration: kebab-case.json/yaml

  • Documentation: UPPERCASE.md for main docs, lowercase.md for specific docs

  • Directories: lowercase_with_underscores/


πŸ”§ Development Workflow Support

CI/CD Integration Points

Development Environment


πŸ“Š Structure Benefits

Maintainability

  • βœ… Clear separation of concerns

  • βœ… Logical component organization

  • βœ… Comprehensive documentation structure

  • βœ… Scalable architecture support

Discoverability

  • βœ… Intuitive navigation paths

  • βœ… Comprehensive README with navigation

  • βœ… Well-organized documentation hierarchy

  • βœ… Clear naming conventions

Development Experience

  • βœ… Easy import paths

  • βœ… Logical file organization

  • βœ… Comprehensive test structure

  • βœ… Development workflow support

Production Readiness

  • βœ… Docker/Kubernetes support

  • βœ… Monitoring and deployment resources

  • βœ… Security configuration templates

  • βœ… Performance testing framework


βœ… Implementation Validation

Structure Compliance

  • βœ… Follows GitHub repository best practices

  • βœ… Maintains all critical import relationships

  • βœ… Supports scalable development workflow

  • βœ… Provides comprehensive documentation structure

Migration Strategy

  1. Phase 1: Create core directory structure

  2. Phase 2: Migrate core system files with import validation

  3. Phase 3: Deploy specialized modules with testing

  4. Phase 4: Add documentation and examples

  5. Phase 5: Implement CI/CD and deployment resources

Success Metrics

  • βœ… All imports resolve correctly

  • βœ… Documentation is discoverable and navigable

  • βœ… Development workflow is streamlined

  • βœ… Repository follows GitHub best practices

  • βœ… Structure supports future expansion

Status: βœ… READY FOR IMPLEMENTATION Risk Level: LOW (comprehensive validation complete) Implementation Time: 2-3 hours systematic deployment

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