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🚀 Revolutionary AI-powered development workflow orchestration system ## 🔥 Core Innovations - **Document-State Separation**: Markdown for planning, JSON for execution state - **Progressive Complexity Management**: Level 0-2 adaptive workflow depth - **5-Agent Orchestration**: Specialized AI agents with context preservation - **Session-First Architecture**: Auto-discovery and state inheritance ## 🏗️ Key Features - Intelligent workflow orchestration (Simple/Medium/Complex patterns) - Real-time document-state synchronization with conflict resolution - Hierarchical task management with 3-level JSON structure - Gemini CLI integration with 12+ specialized templates - Comprehensive file output generation for all workflow commands ## 📦 Installation Remote one-liner installation: ``` iex (iwr -useb https://raw.githubusercontent.com/catlog22/Claude-CCW/main/install-remote.ps1) ``` ## 🎯 System Architecture 4-layer intelligent development architecture: 1. Command Layer - Smart routing and version management 2. Agent Layer - 5 specialized development agents 3. Workflow Layer - Gemini templates and task orchestration 4. Memory Layer - Distributed documentation and auto-sync 🤖 Generated with Claude Code Co-Authored-By: Claude <noreply@anthropic.com>
8.7 KiB
8.7 KiB
Gemini Intelligent Context System
Smart context detection and file targeting system for Gemini CLI analysis.
Overview
The intelligent context system automatically resolves file paths and context based on user input, analysis type, and project structure detection, enabling precise and efficient codebase analysis.
Smart Path Detection
Technology Stack Detection
def detect_technology_stack(project_path):
"""Detect technologies used in the project"""
indicators = {
'React': ['package.json contains react', '**/*.jsx', '**/*.tsx'],
'Vue': ['package.json contains vue', '**/*.vue'],
'Angular': ['angular.json', '**/*.component.ts'],
'Node.js': ['package.json', 'server.js', 'app.js'],
'Python': ['requirements.txt', '**/*.py', 'setup.py'],
'Java': ['pom.xml', '**/*.java', 'build.gradle'],
'TypeScript': ['tsconfig.json', '**/*.ts'],
'Express': ['package.json contains express'],
'FastAPI': ['**/*main.py', 'requirements.txt contains fastapi'],
'Spring': ['pom.xml contains spring', '**/*Application.java']
}
return analyze_indicators(indicators, project_path)
Project Structure Detection
def detect_project_structure(project_path):
"""Identify common project patterns"""
patterns = {
'src_based': has_directory('src/'),
'lib_based': has_directory('lib/'),
'app_based': has_directory('app/'),
'modules_based': has_directory('modules/'),
'packages_based': has_directory('packages/'),
'microservices': has_multiple_services(),
'monorepo': has_workspaces_or_lerna()
}
return analyze_structure_patterns(patterns)
Domain Context Detection
def extract_domain_keywords(user_input):
"""Extract domain-specific keywords for smart targeting"""
domain_mapping = {
'auth': ['authentication', 'login', 'session', 'auth', 'oauth', 'jwt', 'token'],
'api': ['api', 'endpoint', 'route', 'controller', 'service'],
'frontend': ['component', 'ui', 'view', 'react', 'vue', 'angular'],
'backend': ['server', 'backend', 'api', 'database', 'model'],
'database': ['database', 'db', 'model', 'query', 'migration', 'schema'],
'security': ['security', 'vulnerability', 'xss', 'csrf', 'injection'],
'performance': ['performance', 'slow', 'optimization', 'bottleneck'],
'testing': ['test', 'spec', 'mock', 'unit', 'integration', 'e2e'],
'state': ['state', 'redux', 'context', 'store', 'vuex'],
'config': ['config', 'environment', 'settings', 'env']
}
return match_domains(user_input.lower(), domain_mapping)
Intelligent File Targeting
Context-Aware Path Generation
| Domain Context | Generated File Patterns |
|---|---|
| Authentication | @{**/*auth*,**/*login*,**/*session*,**/middleware/*auth*,**/guards/**/*} |
| API Endpoints | @{**/api/**/*,**/routes/**/*,**/controllers/**/*,**/handlers/**/*} |
| Frontend Components | @{src/components/**/*,src/ui/**/*,src/views/**/*,components/**/*} |
| Database Layer | @{**/models/**/*,**/db/**/*,**/migrations/**/*,**/repositories/**/*} |
| State Management | @{**/store/**/*,**/redux/**/*,**/context/**/*,**/state/**/*} |
| Configuration | @{*.config.*,**/config/**/*,.env*,**/settings/**/*} |
| Testing | @{**/*.test.*,**/*.spec.*,**/test/**/*,**/spec/**/*,**/__tests__/**/*} |
| Security | @{**/*security*,**/*auth*,**/*crypto*,**/middleware/**/*} |
| Performance | @{**/core/**/*,**/services/**/*,**/utils/**/*,**/lib/**/*} |
Technology-Specific Extensions
def get_tech_extensions(technology_stack):
"""Get relevant file extensions based on detected technologies"""
extension_mapping = {
'React': ['.jsx', '.tsx', '.js', '.ts'],
'Vue': ['.vue', '.js', '.ts'],
'Angular': ['.component.ts', '.service.ts', '.module.ts'],
'Node.js': ['.js', '.ts', '.mjs'],
'Python': ['.py', '.pyx', '.pyi'],
'Java': ['.java', '.kt', '.scala'],
'TypeScript': ['.ts', '.tsx', '.d.ts'],
'CSS': ['.css', '.scss', '.sass', '.less', '.styl']
}
return build_extension_patterns(technology_stack, extension_mapping)
Dynamic Context Enhancement
Smart Prompt Construction
def build_intelligent_context(user_input, analysis_type, project_info):
"""Build context-aware Gemini CLI prompt"""
# Step 1: Detect domains and technologies
domains = extract_domain_keywords(user_input)
tech_stack = project_info.technology_stack
# Step 2: Generate smart file patterns
file_patterns = generate_file_patterns(domains, tech_stack, analysis_type)
# Step 3: Include relevant CLAUDE.md contexts
claude_patterns = generate_claude_patterns(domains, project_info.structure)
# Step 4: Build context-enriched prompt
return construct_enhanced_prompt(
base_prompt=user_input,
file_patterns=file_patterns,
claude_context=claude_patterns,
analysis_focus=get_analysis_focus(analysis_type),
tech_context=tech_stack
)
Context Validation and Fallbacks
def validate_and_fallback_context(generated_patterns, project_path):
"""Ensure generated patterns match actual project structure"""
validated_patterns = []
for pattern in generated_patterns:
if has_matching_files(pattern, project_path):
validated_patterns.append(pattern)
else:
# Try fallback patterns
fallback = generate_fallback_pattern(pattern, project_path)
if fallback:
validated_patterns.append(fallback)
return validated_patterns or get_generic_patterns(project_path)
Integration Patterns
Command Integration Examples
def gather_gemini_insights(user_input, base_enhancement):
# Use intelligent context system
context = build_intelligent_context(
user_input=user_input,
analysis_type=determine_analysis_type(base_enhancement),
project_info=get_project_info()
)
# Select appropriate template
template = select_template(base_enhancement.complexity, base_enhancement.domains)
# Execute with enhanced context
return execute_template(template, context)
Agent Workflow Integration
# Before agent execution, collect enhanced context
def collect_enhanced_gemini_context(task_description):
domains = extract_domain_keywords(task_description)
analysis_types = determine_required_analysis(domains)
context_results = {}
for analysis_type in analysis_types:
# Use appropriate template file based on analysis type
if analysis_type.startswith('dms'):
template_path = f"workflows/gemini-dms-templates.md#{analysis_type}"
elif analysis_type in ['planning-agent-context', 'code-developer-context', 'code-review-context', 'ui-design-context']:
template_path = f"workflows/gemini-agent-templates.md#{analysis_type}"
else:
template_path = f"workflows/gemini-core-templates.md#{analysis_type}"
context_results[analysis_type] = execute_template_by_reference(
template_path,
task_description
)
return consolidate_context(context_results)
Smart Template Selection
def select_optimal_template(task_complexity, domains, tech_stack):
template_matrix = {
('simple', ['frontend']): 'pattern-analysis',
('medium', ['frontend', 'api']): ['pattern-analysis', 'architecture-analysis'],
('complex', ['security', 'auth']): ['security-analysis', 'architecture-analysis', 'quality-analysis'],
('critical', ['payment', 'crypto']): ['security-analysis', 'performance-analysis', 'dependencies-analysis']
}
return template_matrix.get((task_complexity, sorted(domains)), ['pattern-analysis'])
Usage Guidelines
Performance Optimization
- Scope file patterns appropriately - Too broad patterns slow analysis
- Use technology-specific extensions - More precise targeting improves results
- Implement pattern validation - Check patterns match files before execution
- Consider project size - Large projects may need pattern chunking
Maintenance
- Update templates regularly - Keep pace with new technologies and patterns
- Validate anchor links - Ensure cross-references remain accurate
- Test intelligent context - Verify smart targeting works across project types
- Monitor template performance - Track analysis quality and speed
This intelligent context system provides the foundation for all Gemini CLI analysis, ensuring efficient and precise codebase understanding across different commands and agents.