JAEGIS Dependency Mapping

🎯 Dependency Mapping Overview

Purpose: Map all import relationships and file dependencies to ensure proper upload order Scope: Complete system dependency analysis for safe deployment sequencing Critical: Prevents broken imports and ensures functional system at each deployment step

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📊 Dependency Hierarchy Analysis

Level 0: Foundation Dependencies (No Dependencies)

📄 jaegis_config.json
├── Type: Configuration file
├── Dependencies: None
├── Dependents: All system components
└── Upload Priority: FIRST

📄 requirements.txt
├── Type: Python dependencies
├── Dependencies: None
├── Dependents: All Python modules
└── Upload Priority: FIRST

📄 README.md, LICENSE, .gitignore
├── Type: Repository infrastructure
├── Dependencies: None
├── Dependents: Repository navigation
└── Upload Priority: FIRST

Level 1: Core Foundation (Config Dependencies Only)

📄 core/brain_protocol/__init__.py
├── Type: Package initialization
├── Dependencies: None
├── Dependents: All brain_protocol modules
└── Upload Priority: SECOND

📄 core/brain_protocol/agent_creator.py
├── Type: Base Agent Creator
├── Dependencies: jaegis_config.json
├── Dependents: jaegis_github_integration_system.py
└── Upload Priority: SECOND

Level 2: System Specialization (Core Dependencies)

📄 jaegis_github_integration_system.py
├── Type: Agent Creator specialization
├── Dependencies: core.brain_protocol.agent_creator
├── Dependents: github_integration modules, squad_coordinator
└── Upload Priority: THIRD

📄 jaegis_init.py
├── Type: System initialization
├── Dependencies: jaegis_config.json, jaegis_github_integration_system
├── Dependents: Main system orchestration
└── Upload Priority: THIRD

Level 3: GitHub Integration Foundation

📄 github_integration/__init__.py
├── Type: Package initialization
├── Dependencies: None
├── Dependents: All github_integration modules
└── Upload Priority: FOURTH

📄 github_integration/github_fetcher.py
├── Type: GitHub fetching system
├── Dependencies: Standard library (aiohttp, asyncio, json, logging)
├── Dependents: integration_orchestrator.py
└── Upload Priority: FOURTH

Level 4: Protocol Implementation

📄 github_integration/amasiap_protocol.py
├── Type: A.M.A.S.I.A.P. Protocol
├── Dependencies: Standard library (asyncio, logging, json, datetime)
├── Dependents: integration_orchestrator.py
├── Note: Contains mock web_search - needs production replacement
└── Upload Priority: FIFTH

📄 github_integration/squad_coordinator.py
├── Type: Squad coordination
├── Dependencies: jaegis_github_integration_system, core.brain_protocol
├── Dependents: integration_orchestrator.py
└── Upload Priority: FIFTH

Level 5: System Orchestration

📄 github_integration/integration_orchestrator.py
├── Type: Main orchestration
├── Dependencies: ALL github_integration modules + jaegis_github_integration_system
├── Dependents: Demonstration scripts, test suites
└── Upload Priority: SIXTH

Level 6: Specialized Systems

📁 core/nlds/
├── Type: N.L.D.S. system
├── Dependencies: core.brain_protocol, jaegis_config.json
├── Dependents: System integration
└── Upload Priority: SEVENTH

📁 core/garas/
├── Type: GARAS squad system
├── Dependencies: core.brain_protocol, jaegis_github_integration_system
├── Dependents: Gap analysis operations
└── Upload Priority: SEVENTH

📁 core/iuas/
├── Type: IUAS squad system
├── Dependencies: core.brain_protocol, jaegis_github_integration_system
├── Dependents: System maintenance operations
└── Upload Priority: SEVENTH

Level 7: Advanced Systems

📁 cognitive_pipeline/
├── Type: Cognitive processing system
├── Dependencies: Core systems, configuration
├── Dependents: Advanced AI training
└── Upload Priority: EIGHTH

📁 pitces/
├── Type: P.I.T.C.E.S. framework
├── Dependencies: Core systems, configuration
├── Dependents: Workflow management
└── Upload Priority: EIGHTH

Level 8: Demonstrations & Testing

📄 simple_github_integration_demo.py
├── Type: Simple demonstration
├── Dependencies: ALL github_integration modules
├── Dependents: None (end-user script)
└── Upload Priority: NINTH

📄 github_integration_demo.py
├── Type: Advanced demonstration
├── Dependencies: ALL github_integration modules
├── Dependents: None (end-user script)
└── Upload Priority: NINTH

📄 test_github_integration_system.py
├── Type: Test suite
├── Dependencies: ALL system modules
├── Dependents: None (testing script)
└── Upload Priority: NINTH

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🔗 Critical Import Relationships

Core System Imports

# jaegis_github_integration_system.py
from core.brain_protocol.agent_creator import AgentCreator
# ↑ CRITICAL: Requires core/brain_protocol/agent_creator.py first

# github_integration/squad_coordinator.py
from jaegis_github_integration_system import JAEGISGitHubIntegration
from core.brain_protocol.agent_creator import AgentCreator
# ↑ CRITICAL: Requires both jaegis_github_integration_system.py AND core/brain_protocol/

# github_integration/integration_orchestrator.py
from github_integration.github_fetcher import GitHubFetcher
from github_integration.amasiap_protocol import AMASIAPProtocol
from github_integration.squad_coordinator import SquadCoordinator
from jaegis_github_integration_system import JAEGISGitHubIntegration
# ↑ CRITICAL: Requires ALL other github_integration modules first

Demonstration Script Imports

# simple_github_integration_demo.py
from jaegis_github_integration_system import JAEGISGitHubIntegration
from github_integration.integration_orchestrator import GitHubOrchestrator
from github_integration.github_fetcher import GitHubFetcher
from github_integration.amasiap_protocol import AMASIAPProtocol
# ↑ CRITICAL: Requires complete github_integration module chain

# test_github_integration_system.py
import jaegis_github_integration_system
import github_integration.github_fetcher
import github_integration.amasiap_protocol
import github_integration.squad_coordinator
import github_integration.integration_orchestrator
# ↑ CRITICAL: Requires ALL system modules for comprehensive testing

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📋 Upload Sequence Matrix

Phase 1: Foundation (No Dependencies)

Upload Order 1:
├── README.md, LICENSE, .gitignore
├── requirements.txt
├── jaegis_config.json
└── docker-compose.yml, Dockerfile

Validation: Repository structure, configuration syntax
Risk Level: NONE (no dependencies)

Phase 2: Core Brain Protocol (Config Dependencies)

Upload Order 2:
├── core/brain_protocol/__init__.py
├── core/brain_protocol/agent_creator.py
├── core/brain_protocol/operational_directives.py
└── core/brain_protocol/strategic_mandates.py

Validation: Python syntax, import core.brain_protocol
Risk Level: LOW (only config dependencies)

Phase 3: Agent Creator Specialization (Core Dependencies)

Upload Order 3:
├── jaegis_github_integration_system.py
└── jaegis_init.py

Validation: Import core.brain_protocol.agent_creator
Risk Level: MEDIUM (requires core system)

Phase 4: GitHub Integration Foundation (System Dependencies)

Upload Order 4:
├── github_integration/__init__.py
├── github_integration/github_fetcher.py
└── github_integration/amasiap_protocol.py

Validation: Package imports, standard library dependencies
Risk Level: MEDIUM (requires system foundation)

Phase 5: GitHub Integration Coordination (Module Dependencies)

Upload Order 5:
├── github_integration/squad_coordinator.py
└── github_integration/integration_orchestrator.py

Validation: Import ALL previous github_integration modules
Risk Level: HIGH (requires complete module chain)

Phase 6: Specialized Systems (Complete Dependencies)

Upload Order 6:
├── core/nlds/ (complete directory)
├── core/garas/ (complete directory)
├── core/iuas/ (complete directory)
├── cognitive_pipeline/ (complete directory)
└── pitces/ (complete directory)

Validation: Import all core systems
Risk Level: HIGH (requires complete core system)

Phase 7: Documentation & Configuration (System Dependencies)

Upload Order 7:
├── docs/ (complete directory)
├── config/ (agent configurations)
└── examples/ (usage examples)

Validation: Documentation links, configuration syntax
Risk Level: LOW (mostly documentation)

Phase 8: Demonstrations & Testing (Complete Dependencies)

Upload Order 8:
├── demos/ (demonstration scripts)
└── tests/ (test suites)

Validation: Execute demonstrations, run test suites
Risk Level: CRITICAL (requires complete system)

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⚠️ Critical Dependency Warnings

Circular Dependency Risks

❌ AVOID: Uploading integration_orchestrator.py before other github_integration modules
❌ AVOID: Uploading demonstration scripts before complete system
❌ AVOID: Uploading squad_coordinator.py before jaegis_github_integration_system.py

Missing Dependency Scenarios

🚨 CRITICAL: If core/brain_protocol/agent_creator.py missing
   → jaegis_github_integration_system.py will fail to import
   → All github_integration modules dependent on it will fail

🚨 CRITICAL: If jaegis_github_integration_system.py missing
   → squad_coordinator.py will fail to import
   → integration_orchestrator.py will fail to import
   → All demonstrations will fail

🚨 CRITICAL: If any github_integration module missing
   → integration_orchestrator.py will fail to import
   → All demonstrations and tests will fail

Mock Dependency Issues

⚠️ WARNING: github_integration/amasiap_protocol.py contains mock web_search
   → Replace with production implementation before deployment
   → Current mock will work but with limited functionality
   → Consider web-search tool integration for production

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✅ Validation Strategy

Pre-Upload Validation

# Validation script for each phase
def validate_imports(phase_files):
    for file in phase_files:
        try:
            import_module(file)
            print(f"✅ {file} imports successfully")
        except ImportError as e:
            print(f"❌ {file} import failed: {e}")
            return False
    return True

Post-Upload Validation

# Test complete system after each phase
def test_system_integration():
    try:
        from jaegis_github_integration_system import JAEGISGitHubIntegration
        from github_integration.integration_orchestrator import GitHubOrchestrator
        
        # Test basic instantiation
        system = JAEGISGitHubIntegration()
        orchestrator = GitHubOrchestrator()
        
        print("✅ System integration successful")
        return True
    except Exception as e:
        print(f"❌ System integration failed: {e}")
        return False

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📊 Dependency Risk Assessment

Risk Levels by Phase

• Phase 1-2: LOW (no complex dependencies)

• Phase 3: MEDIUM (core system dependencies)

• Phase 4: MEDIUM (module foundation)

• Phase 5: HIGH (complete module chain)

• Phase 6: HIGH (complete system dependencies)

• Phase 7: LOW (mostly documentation)

• Phase 8: CRITICAL (requires everything)

Mitigation Strategies

• ✅ Validate imports after each phase

• ✅ Test basic functionality before proceeding

• ✅ Maintain rollback capability at each phase

• ✅ Use dependency validation scripts

• ✅ Monitor for circular dependencies

Status: ✅ COMPREHENSIVE DEPENDENCY MAPPING COMPLETE Risk Level: MANAGED (systematic validation strategy) Upload Safety: HIGH (dependency-aware sequencing)