Resume-Matcher Structure

Project Tree Structure with Design Pattern Mapping

resume-matcher/
├── 📁 backend/                         # FastAPI Backend Service
│   ├── 📁 app/                         # Main Application Package
│   │   ├── 📁 core/                    # 🎭 FACADE + 🏗️ FACTORY + ⚙️ CONFIG
│   │   │   ├── facade.py               # Facade Pattern (unified API interface)
│   │   │   ├── config.py               # Configuration Pattern
│   │   │   └── dependencies.py         # Dependency injection
│   │   │
│   │   ├── 📁 parsers/                 # 🏭 FACTORY + 🔌 ADAPTER PATTERNS
│   │   │   ├── base_parser.py          # Abstract base for all parsers
│   │   │   ├── parser_factory.py       # Factory Pattern (document type selection)
│   │   │   ├── pdf_parser.py           # Adapter: PDF document processing
│   │   │   ├── docx_parser.py          # Adapter: DOCX document processing
│   │   │   ├── txt_parser.py           # Adapter: Plain text processing
│   │   │   └── doc_parser.py           # Adapter: Legacy DOC format
│   │   │
│   │   ├── 📁 analyzers/               # 🎯 STRATEGY + 📋 TEMPLATE METHOD
│   │   │   ├── base_analyzer.py        # Template Method (analysis workflow)
│   │   │   ├── ats_analyzer.py         # Strategy: ATS compatibility analysis
│   │   │   ├── keyword_analyzer.py     # Strategy: Keyword extraction/matching
│   │   │   ├── content_analyzer.py     # Strategy: Content quality analysis
│   │   │   └── scoring_analyzer.py     # Strategy: Match score calculation
│   │   │
│   │   ├── 📁 ai/                      # 🔌 ADAPTER + 🎯 STRATEGY
│   │   │   ├── llm_adapter.py          # Adapter Pattern (AI model abstraction)
│   │   │   ├── ollama_adapter.py       # Adapter: Local Ollama integration
│   │   │   ├── openai_adapter.py       # Adapter: OpenAI API integration
│   │   │   ├── anthropic_adapter.py    # Adapter: Anthropic API integration
│   │   │   └── ai_service.py           # Strategy: AI provider selection
│   │   │
│   │   ├── 📁 recommendations/         # 🏗️ BUILDER + 🔧 COMMAND
│   │   │   ├── recommendation_builder.py # Builder Pattern (flexible rec creation)
│   │   │   ├── recommendation_engine.py  # Template Method (rec generation)
│   │   │   ├── commands/               # Command Pattern implementation
│   │   │   │   ├── base_command.py     # Abstract command interface
│   │   │   │   ├── keyword_command.py  # Command: Keyword recommendations
│   │   │   │   ├── format_command.py   # Command: Formatting suggestions
│   │   │   │   └── content_command.py  # Command: Content improvements
│   │   │   └── invoker.py              # Command invoker and history
│   │   │
│   │   ├── 📁 observers/               # 👁️ OBSERVER PATTERN
│   │   │   ├── analysis_observer.py    # Observer interface
│   │   │   ├── progress_observer.py    # Observer: Progress tracking
│   │   │   ├── ui_observer.py          # Observer: Real-time UI updates
│   │   │   └── logging_observer.py     # Observer: Analysis logging
│   │   │
│   │   ├── 📁 models/                  # 📊 DATA MODELS
│   │   │   ├── resume_model.py         # Resume data structure
│   │   │   ├── job_description_model.py# Job description data structure
│   │   │   ├── analysis_result_model.py# Analysis results structure
│   │   │   └── recommendation_model.py # Recommendation data structure
│   │   │
│   │   ├── 📁 api/                     # 🎭 FACADE + 🌐 REST API
│   │   │   ├── routes/                 # API route definitions
│   │   │   │   ├── analysis.py         # Analysis endpoints
│   │   │   │   ├── upload.py           # File upload endpoints
│   │   │   │   └── recommendations.py  # Recommendation endpoints
│   │   │   └── middleware.py           # CORS, auth, logging middleware
│   │   │
│   │   ├── 📁 database/                # 💾 DATA PERSISTENCE
│   │   │   ├── connection.py           # Database connection management
│   │   │   ├── models.py               # SQLAlchemy models
│   │   │   └── repositories/           # Repository pattern
│   │   │       ├── resume_repository.py
│   │   │       └── analysis_repository.py
│   │   │
│   │   └── main.py                     # FastAPI application entry point
│   │
│   ├── 📁 tests/                       # Testing Infrastructure
│   └── requirements.txt                # Python dependencies
│
├── 📁 frontend/                        # Next.js Frontend Application
│   ├── 📁 src/                         # Source Code
│   │   ├── 📁 app/                     # Next.js App Router
│   │   │   ├── upload/                 # File upload page
│   │   │   ├── analysis/               # Analysis results page
│   │   │   └── recommendations/        # Recommendations page
│   │   │
│   │   ├── 📁 components/              # React Components
│   │   │   ├── upload/                 # 👁️ OBSERVER (progress updates)
│   │   │   │   ├── FileUpload.tsx      # Observer: File upload progress
│   │   │   │   └── UploadProgress.tsx  # Observer: Real-time progress
│   │   │   │
│   │   │   ├── analysis/               # 🎨 PRESENTATION LAYER
│   │   │   │   ├── AnalysisResults.tsx # Results display component
│   │   │   │   ├── ScoreCard.tsx       # Score visualization
│   │   │   │   └── AnalysisCharts.tsx  # Data visualization
│   │   │   │
│   │   │   └── recommendations/        # 🔧 COMMAND PATTERN UI
│   │   │       ├── RecommendationList.tsx # Recommendations display
│   │   │       ├── ActionableItem.tsx     # Command: Apply recommendation
│   │   │       └── RecommendationCard.tsx # Individual recommendation UI
│   │   │
│   │   ├── 📁 services/                # 🔌 ADAPTER + 🎯 STRATEGY
│   │   │   ├── api_client.py           # Adapter: Backend API communication
│   │   │   ├── file_service.py         # Strategy: File handling strategies
│   │   │   └── notification_service.py # Observer: User notifications
│   │   │
│   │   ├── 📁 hooks/                   # React Custom Hooks
│   │   │   ├── useAnalysis.ts          # Analysis state management
│   │   │   ├── useFileUpload.ts        # File upload state
│   │   │   └── useRecommendations.ts   # Recommendations state
│   │   │
│   │   └── 📁 utils/                   # Utility Functions
│   │       ├── formatters.ts           # Data formatting utilities
│   │       └── validators.ts           # Input validation
│   │
│   ├── 📁 public/                      # Static Assets
│   ├── next.config.js                  # Next.js configuration
│   ├── tailwind.config.js              # Tailwind CSS configuration
│   └── package.json                    # Node.js dependencies
│
├── 📁 docs/                            # Documentation
│   ├── api.md                          # API documentation
│   ├── setup.md                        # Setup instructions
│   └── architecture.md                 # Architecture overview
│
├── 📁 scripts/                         # Utility Scripts
│   ├── setup.sh                        # Environment setup
│   └── deploy.sh                       # Deployment script
│
├── docker-compose.yml                  # Docker containerization
├── .env.example                        # Environment variables template
└── README.md                          # Project documentation

Design Pattern Interactions & Data Flow

┌─────────────────────────────────────────────────────────────────────┐
│                    🌐 FRONTEND (Next.js)                           │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │         👁️ OBSERVER PATTERN (Real-time Updates)             │   │
│  │   FileUpload ──► ProgressBar ──► AnalysisResults             │   │
│  │       │              │               │                      │   │
│  │       ▼              ▼               ▼                      │   │
│  │   File State    Progress State   Results State              │   │
│  └─────────────────────────────────────────────────────────────┘   │
└──┬──────────────────────────────────────────────────────────────────┘
   │ 🔌 API Adapter
   ▼
┌─────────────────────────────────────────────────────────────────────┐
│                    🎭 BACKEND FACADE (FastAPI)                     │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │              Unified API Interface                          │   │
│  │   /upload ──► /analyze ──► /recommendations                 │   │
│  │      │           │              │                           │   │
│  │      ▼           ▼              ▼                           │   │
│  │  File Handle  Analysis Req   Recommendation Req            │   │
│  └─────────────────────────────────────────────────────────────┘   │
└──┬──────────────────────────────────────────────────────────────────┘
   │
   ▼
┌─────────────────────────────────────────────────────────────────────┐
│                 🏭 DOCUMENT PROCESSING PIPELINE                    │
│                                                                     │
│  🏗️ FACTORY PATTERN              🔌 ADAPTER PATTERN                │
│  ┌─────────────────┐             ┌─────────────────┐               │
│  │ Parser Factory  │──creates──► │ Document Parser │               │
│  │ • PDF Parser    │             │ • PDF Adapter   │               │
│  │ • DOCX Parser   │             │ • DOCX Adapter  │               │
│  │ • TXT Parser    │             │ • TXT Adapter   │               │
│  └─────────────────┘             └─────────────────┘               │
│           │                              │                         │
│           ▼                              ▼                         │
│  📄 STRUCTURED DOCUMENT DATA                                       │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │ { text, metadata, sections, formatting }                   │   │
│  └─────────────────────────────────────────────────────────────┘   │
└──┬──────────────────────────────────────────────────────────────────┘
   │
   ▼
┌─────────────────────────────────────────────────────────────────────┐
│                    📋 ANALYSIS ENGINE                              │
│                                                                     │
│  📋 TEMPLATE METHOD              🎯 STRATEGY PATTERN                │
│  ┌─────────────────┐             ┌─────────────────┐               │
│  │ Analysis Flow   │──uses──────► │ Analysis        │               │
│  │ 1. Validate     │             │ Strategies      │               │
│  │ 2. Analyze      │◄────────────│ • ATS Checker   │               │
│  │ 3. Score        │             │ • Keyword Match │               │
│  │ 4. Recommend    │             │ • Content Score │               │
│  └─────────────────┘             └─────────────────┘               │
│           │                              │                         │
│           ▼                              ▼                         │
│  🔍 AI PROCESSING LAYER                                            │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │           🔌 AI ADAPTER PATTERN                             │   │
│  │   ┌─────────────┐  ┌─────────────┐  ┌─────────────┐      │   │
│  │   │ Ollama      │  │ OpenAI      │  │ Anthropic   │      │   │
│  │   │ Adapter     │  │ Adapter     │  │ Adapter     │      │   │
│  │   └─────────────┘  └─────────────┘  └─────────────┘      │   │
│  │          │               │               │               │   │
│  │          └───────────────┼───────────────┘               │   │
│  │                          ▼                               │   │
│  │              🎯 AI Strategy Selection                     │   │
│  │          (Local vs Cloud, Cost vs Performance)           │   │
│  └─────────────────────────────────────────────────────────────┘   │
└──┬──────────────────────────────────────────────────────────────────┘
   │
   ▼
┌─────────────────────────────────────────────────────────────────────┐
│                🏗️ RECOMMENDATION GENERATION                        │
│                                                                     │
│  🏗️ BUILDER PATTERN             🔧 COMMAND PATTERN                 │
│  ┌─────────────────┐             ┌─────────────────┐               │
│  │ Recommendation  │──creates──► │ Recommendation  │               │
│  │ Builder         │             │ Commands        │               │
│  │ • Keywords      │             │ • KeywordCmd    │               │
│  │ • Formatting    │             │ • FormatCmd     │               │
│  │ • Content       │             │ • ContentCmd    │               │
│  └─────────────────┘             └─────────────────┘               │
│           │                              │                         │
│           ▼                              ▼                         │
│  📊 COMPREHENSIVE RECOMMENDATIONS                                   │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │ { score, improvements, keywords, formatting, content }      │   │
│  └─────────────────────────────────────────────────────────────┘   │
└──┬──────────────────────────────────────────────────────────────────┘
   │
   ▼
┌─────────────────────────────────────────────────────────────────────┐
│               👁️ OBSERVATION & MONITORING SYSTEM                   │
│                                                                     │
│  📊 OBSERVER PATTERN                                               │
│  ┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐ │
│  │ Progress        │    │ UI Update       │    │ Analysis        │ │
│  │ Observer        │    │ Observer        │    │ Logger          │ │
│  │ • File upload   │    │ • Real-time     │    │ • Performance   │ │
│  │ • Analysis step │    │   progress      │    │ • Results       │ │
│  │ • Completion    │    │ • State sync    │    │ • Errors        │ │
│  └─────────────────┘    └─────────────────┘    └─────────────────┘ │
│           │                       │                       │        │
│           └───────────────────────┼───────────────────────┘        │
│                                   ▼                                │
│  🔄 REAL-TIME USER EXPERIENCE                                     │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │ • Live progress updates                                     │   │
│  │ • Responsive feedback                                       │   │
│  │ • Error handling and recovery                              │   │
│  │ • Seamless user experience                                 │   │
│  └─────────────────────────────────────────────────────────────┘   │
└─────────────────────────────────────────────────────────────────────┘

Pattern Synergies & System Properties

🔄 End-to-End Pattern Flow

USER UPLOAD
     │
     ▼
🎭 FACADE (API Endpoint)
     │ Simplifies complex document processing
     ▼
🏭 FACTORY + 🔌 ADAPTER
     │ Selects parser, adapts to document format
     ▼
📋 TEMPLATE METHOD + 🎯 STRATEGY
     │ Standardized analysis + Custom algorithms
     ▼
🔌 AI ADAPTER + 🎯 AI STRATEGY
     │ Intelligent AI provider selection
     ▼
🏗️ BUILDER + 🔧 COMMAND
     │ Flexible recommendation creation
     ▼
👁️ OBSERVER PATTERN
     │ Real-time updates and monitoring
     ▼
ENHANCED RESUME + USER INSIGHTS

🎯 Achieved System Capabilities

Pattern Combination	System Property	Real-World Benefit
Factory + Adapter	Multi-Format Support	Seamless PDF, DOCX, TXT, DOC processing
Strategy + Template Method	Flexible Analysis	Custom analysis while maintaining consistency
Facade + Observer	User Experience	Simple API with real-time feedback
Command + Builder	Actionable Results	Flexible, executable recommendations
Adapter + Strategy (AI)	Privacy-First AI	Local processing with cloud fallback
Observer + All Patterns	Transparent Operations	Complete visibility into analysis process

🏢 Enterprise Production Features

┌─────────────────────────────────────────────────────────────────┐
│                   PRODUCTION CAPABILITIES                       │
├─────────────────────────────────────────────────────────────────┤
│ 🔒 Privacy-First Design     │ Local AI + Adapter patterns    │
│ 📊 Multi-Format Processing  │ Factory + Adapter patterns     │
│ ⚡ Real-Time Feedback      │ Observer + Template Method      │
│ 🎯 Intelligent Analysis    │ Strategy + AI Adapter patterns │
│ 🔧 Actionable Results      │ Command + Builder patterns     │
│ 🏗️ Modular Architecture    │ Facade + Factory patterns      │
│ 📈 Scalable Processing     │ Template Method + Strategy      │
│ 🔄 Flexible Deployment     │ Adapter + Configuration         │
└─────────────────────────────────────────────────────────────────┘

Key Architecture Insights

Why This Design Works

1. 🎭 Facade Layer: Clean API interface hiding document processing complexity

2. 🏭 Factory Ecosystem: Seamless multi-format document support

3. 🎯 Strategy Network: Flexible analysis algorithms for different user needs

4. 🔌 Adapter Integration: Privacy-focused local AI with cloud alternatives

5. 👁️ Observer System: Transparent, real-time user experience

6. 🏗️ Builder Flexibility: Customizable recommendation generation

Privacy-First Architecture Benefits

• Local Processing: Ollama integration keeps sensitive data on-device

• Flexible Deployment: Can run completely offline or with cloud augmentation

• User Control: Choice between local privacy and cloud performance

• Transparent Operations: Full visibility into analysis process

• Data Security: No external dependencies for core functionality

Real-World Production Value

• HR/Recruiting Industry: Addresses genuine need for ATS-optimized resumes

• Privacy Compliance: Meets enterprise privacy requirements

• Scalable Architecture: Can handle high-volume document processing

• User-Centric Design: Intuitive interface for complex AI functionality

• Extensible Platform: Easy to add new analysis types and AI providers

This architecture demonstrates how classic design patterns can be combined to create privacy-focused, user-friendly AI applications that solve real-world problems while maintaining professional software engineering standards.