AI-Driven Developer Productivity & Autonomous QA Agent for Any Codebase
Features • Quick Start • Architecture • Demo
AURA (Autonomous Unified Review Agent) is an autonomous AI engineering assistant that continuously reviews code, generates tests, detects issues, predicts regressions, and triggers automated actions — all with near-zero human intervention. It's not just another code analyzer—it's a complete autonomous QA and productivity system that works 24/7 to ensure code quality and prevent issues before they reach production.
- Fully Autonomous: Works independently, continuously reviewing and improving code with minimal human intervention
- Intelligent Test Generation: Automatically generates comprehensive test suites for your codebase
- Regression Prediction: Predicts potential regressions before they happen using ML models
- Automated Actions: Triggers automated fixes, deployments, and workflows based on analysis
- Productivity Multiplier: Eliminates repetitive QA, testing, and code review tasks
- Context-Aware Intelligence: Understands your codebase structure, patterns, and team preferences
- Security First: Proactively detects vulnerabilities and automatically applies security patches
- Real-Time Insights: Live dashboard with actionable recommendations and predictions
-
Autonomous Code Review
- Continuous codebase monitoring and analysis
- Automatic bug detection and classification
- Security vulnerability scanning with auto-patching
- Code quality metrics and trends
- Real-time review feedback
-
Intelligent Test Generation
- Automatic unit test generation
- Integration test creation
- Test coverage analysis
- Regression test suite maintenance
- AI-powered test case discovery
-
Regression Prediction
- ML-based regression risk assessment
- Historical pattern analysis
- Predictive issue detection
- Risk scoring and prioritization
- Early warning system
-
Automated Actions & Workflows
- Auto-fix common issues
- Automated test execution
- CI/CD pipeline triggers
- Deployment gating
- Notification and alerting
-
Learning Agent
- Adapts to your coding style and patterns
- Learns from team preferences
- Personalized recommendations
- Continuous improvement through feedback
- Pattern recognition across codebase
-
Unified Review Dashboard
- Beautiful, intuitive interface
- Real-time code health metrics
- Test coverage visualization
- Regression risk indicators
- Automated action history
- Historical trend analysis
-
Integration Ready
- RESTful API for CI/CD integration
- Webhook support for real-time updates
- Git repository integration
- GitHub/GitLab webhooks
- IDE plugin support (coming soon)
┌─────────────────────────────────────────────────────────────┐
│ Frontend (React) │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ Dashboard │ │ Test Gen │ │ Predictions │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└─────────────────────────────────────────────────────────────┘
│
│ HTTP/WebSocket
▼
┌─────────────────────────────────────────────────────────────┐
│ Backend API (FastAPI) │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ REST API │ │ WebSocket │ │ Actions │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ AURA Core Engine │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ Code Analyzer│ │Test Generator│ │ Predictor │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │Action Engine │ │ Learning │ │ Monitor │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└─────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────┐
│ Data Layer │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ PostgreSQL │ │ Redis │ │ File Store │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└─────────────────────────────────────────────────────────────┘
- Python 3.10+
- Node.js 18+
- PostgreSQL 14+ (optional, uses SQLite by default)
- Git
-
Clone the repository
git clone https://github.com/yourusername/aura.git cd aura -
Backend Setup
cd backend python -m venv venv source venv/bin/activate # On Windows: venv\Scripts\activate pip install -r requirements.txt
-
Frontend Setup
cd frontend npm install -
Environment Configuration
# Backend cd backend cp .env.example .env # Edit .env and add your API keys (optional for demo) # Frontend cd frontend cp .env.example .env
-
Run the Application
# Terminal 1 - Backend cd backend python main.py # Terminal 2 - Frontend cd frontend npm start
-
Access the Application
- Frontend: http://localhost:3000
- Backend API: http://localhost:8000
- API Docs: http://localhost:8000/docs
-
Connect Your Repository
- Navigate to the dashboard
- Click "Add Repository"
- Provide repository path or URL
-
Autonomous Review
- AURA automatically scans your codebase
- Issues are detected and categorized
- Tests are generated automatically
- Regression risks are predicted
- Real-time updates appear in the dashboard
-
Review Results
- Browse detected issues
- View generated tests
- Check regression predictions
- See automated actions taken
-
Monitor Trends
- Track code health over time
- View test coverage trends
- Analyze regression predictions
- Review automated action history
import requests
# Analyze code and get full AURA review
response = requests.post('http://localhost:8000/api/v1/review', json={
'code': 'def hello():\n print("world")',
'language': 'python'
})
# Get test generation
response = requests.post('http://localhost:8000/api/v1/tests/generate', json={
'code': 'def calculate(x, y):\n return x + y',
'language': 'python'
})
# Get regression prediction
response = requests.post('http://localhost:8000/api/v1/predict', json={
'code': 'your code here',
'file_path': 'src/main.py'
})- FastAPI: Modern, fast web framework
- Python 3.10+: Core language
- SQLAlchemy: ORM for database operations
- Pydantic: Data validation
- WebSockets: Real-time communication
- React 18: UI framework
- TypeScript: Type safety
- Tailwind CSS: Styling
- Recharts: Data visualization
- Axios: HTTP client
- OpenAI API: Code analysis and test generation
- Custom ML Models: Regression prediction
- NLP Processing: Code understanding
- Docker: Containerization
- PostgreSQL: Primary database
- Redis: Caching and real-time data
AURA makes software development more accessible and efficient by:
- Reducing Barriers: Helps developers of all skill levels write better code
- Time Savings: Frees developers from repetitive QA and testing tasks
- Knowledge Sharing: Learns from expert patterns and shares insights
- Inclusive Design: Accessible interface for developers with disabilities
- Quality Assurance: Prevents bugs and regressions before production
- IDE Plugin (VS Code, IntelliJ)
- Multi-language support expansion
- Team collaboration features
- Advanced ML model training
We welcome contributions! Please see CONTRIBUTING.md for guidelines.
This project is licensed under the MIT License - see the LICENSE file for details.
Built for Galuxium Nexus V1 2025 Suresh Kumar Palus Partha Samal
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- FastAPI and React communities
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