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Christina Gordon edited this page Jun 4, 2025 · 3 revisions

Welcome to the ai-codereview wiki!

Project Name: "AI Code Review- Intelligent Code Review & Security Assistant"

What It Does

An AI-powered code review platform that automatically analyzes pull requests, detects security vulnerabilities, suggests improvements, and generates comprehensive documentation. It combines multiple AI tasks to provide a complete developer productivity solution.

Real-World Problem It Solves

  • Manual code reviews are time-consuming and often miss subtle security issues
  • Documentation debt accumulates as teams rush to ship features
  • Security vulnerabilities are expensive to fix in production
  • Knowledge transfer is difficult when senior developers leave

Key Hugging Face Tasks Integrated

  1. Text Classification - Categorize code issues (security, performance, style)
  2. Text Generation - Auto-generate code documentation and commit messages
  3. Question Answering - Answer developer questions about codebase
  4. Text-to-Text Generation - Suggest code improvements and refactoring
  5. Fill-Mask - Predict missing code patterns and suggest completions

Technical Architecture

Backend (Python):

├── Code Analysis Engine (AST parsing + HuggingFace models)
├── Security Scanner (SAST integration + AI classification)
├── Documentation Generator (Text generation models)
├── Knowledge Base (Vector embeddings + Question Answering)
└── API Gateway (Rate limiting, auth, webhooks)

Frontend (React JavaScript):

├── Dashboard (Review metrics, trends)
├── PR Integration (GitHub webhooks)
├── Interactive Code Viewer
└── Chat Interface (Ask questions about code)

AI-CodeReview project structure with all files and directories:

ai-codereview/
├── backend/
│   ├── app/
│   │   ├── __init__.py                    # Main app package initializer
│   │   ├── main.py                        # FastAPI application entry point
│   │   ├── api/
│   │   │   ├── __init__.py                # API package with metadata and tags
│   │   │   ├── routes.py                  # REST API endpoints and routing
│   │   │   └── dependencies.py            # Shared API dependencies
│   │   ├── services/
│   │   │   ├── __init__.py                # Services package with configuration
│   │   │   ├── code_analyzer.py           # AI-powered code analysis engine
│   │   │   ├── github_integration.py      # GitHub API client and operations
│   │   │   └── webhook_handler.py         # GitHub webhook event processing
│   │   ├── models/
│   │   │   ├── __init__.py                # Data models package exports
│   │   │   ├── analysis.py                # Analysis request/response models
│   │   │   └── repository.py              # Repository and GitHub data models
│   │   ├── utils/
│   │   │   ├── __init__.py                # Utilities package with helpers
│   │   │   ├── config.py                  # Configuration management
│   │   │   ├── logging.py                 # Logging setup and formatters
│   │   │   └── helpers.py                 # Common utility functions
│   │   ├── database/
│   │   │   ├── __init__.py                # Database package with health checks
│   │   │   ├── connection.py              # SQLAlchemy engine and sessions
│   │   │   ├── schemas.py                 # Database ORM models
│   │   │   └── migrations/                # Alembic migration files
│   │   └── tests/
│   │       ├── __init__.py                # Test package with fixtures
│   │       ├── test_analyzer.py           # Code analyzer service tests
│   │       ├── test_github.py             # GitHub integration tests
│   │       └── test_api.py                # API endpoint tests
│   ├── alembic/                           # Database migration configuration
│   │   ├── versions/                      # Migration version files
│   │   ├── env.py                         # Alembic environment setup
│   │   └── alembic.ini                    # Alembic configuration file
│   ├── scripts/
│   │   ├── setup.py                       # Environment setup automation
│   │   ├── run_dev.py                     # Development server runner
│   │   └── migrate.py                     # Database migration helper
│   ├── cache/                             # AI model cache directory
│   ├── logs/                              # Application log files
│   ├── data/                              # Persistent data storage
│   ├── requirements.txt                   # Production dependencies
│   ├── requirements-dev.txt               # Development dependencies
│   ├── Dockerfile                         # Container build instructions
│   ├── .env.example                       # Environment variables template
│   ├── .gitignore                         # Git ignore rules
│   ├── pytest.ini                         # Test configuration
│   └── README.md                          # Backend documentation
├── frontend/
│   ├── public/
│   │   ├── index.html                     # Main HTML template
│   │   └── favicon.ico                    # Application icon
│   ├── src/
│   │   ├── components/
│   │   │   ├── Common/
│   │   │   │   ├── Navbar.js              # Top navigation component
│   │   │   │   └── Sidebar.js             # Side navigation component
│   │   │   ├── Dashboard/
│   │   │   │   ├── StatsCards.js          # Statistics display cards
│   │   │   │   ├── QualityChart.js        # Code quality chart
│   │   │   │   ├── SecurityChart.js       # Security metrics chart
│   │   │   │   └── RecentAnalysis.js      # Recent analysis list
│   │   │   ├── Analysis/
│   │   │   │   ├── CodeAnalyzer.js        # Code input and analysis form
│   │   │   │   ├── AnalysisResults.js     # Analysis results display
│   │   │   │   └── AnalysisHistory.js     # Historical analysis data
│   │   │   └── Repository/
│   │   │       ├── RepositoryList.js      # Repository management
│   │   │       └── RepositoryConfig.js    # Repository settings
│   │   ├── pages/
│   │   │   ├── Dashboard.js               # Main dashboard page
│   │   │   ├── Analysis.js                # Code analysis page
│   │   │   ├── Repositories.js            # Repository management page
│   │   │   └── Settings.js                # Application settings page
│   │   ├── services/
│   │   │   └── api.js                     # API service layer
│   │   ├── hooks/
│   │   │   └── useAnalysis.js             # Custom React hooks
│   │   ├── utils/
│   │   │   └── formatters.js              # Data formatting utilities
│   │   ├── styles/
│   │   │   └── index.css                  # Global styles and Tailwind
│   │   ├── App.js                         # Main React application
│   │   └── index.js                       # React application entry point
│   ├── package.json                       # Node.js dependencies and scripts
│   ├── tailwind.config.js                 # Tailwind CSS configuration
│   ├── postcss.config.js                  # PostCSS configuration
│   ├── .env.example                       # Frontend environment variables
│   └── README.md                          # Frontend documentation
├── docker-compose.yml                     # Multi-container orchestration
├── .env.example                           # Global environment template
├── .gitignore                             # Global git ignore rules
└── README.md                              # Main project documentation