Enterprise-grade DevSecOps platform specifically designed for AI/ML security with multi-cloud integration, automated compliance monitoring, and real-time threat detection.
- 🚀 Quick Start
- 📸 Preview
- ✨ Core Features
- 🏗️ System Architecture
- 🐳 Docker Deployment
- 🛠️ Development
- ⚙️ Configuration
- 🚨 Troubleshooting
- 📚 API Documentation
- 🤝 Contributing
- 🔒 Security
- 📄 License
# Clone the repository
git clone https://github.com/Rautcode/DevSecOps-Platform-for-AI-Solution.git
cd "DevSecOps Platform for AI Solutions"
# Install dependencies
pip install -r requirements.txt
# Configure environment (uses SQLite by default)
cp .env.example .env
# Start the platform
python -m src.main🌐 Dashboard: http://localhost:8000
📚 API Docs: http://localhost:8000/docs
🏥 Health Check: http://localhost:8000/health
Demo Mode: The platform runs fully functional in demo mode without requiring external services. Perfect for development and testing!
| Dashboard | Security Monitoring | Compliance Reports |
|---|---|---|
🚀 Replace these placeholders with actual screenshots once deployed
| Feature | Description |
|---|---|
| 🔐 Zero-Trust Security | JWT authentication, RBAC with 7+ roles, MFA support |
| 🤖 AI/ML Protection | Model vulnerability scanning, pipeline security, data privacy |
| ☁️ Multi-Cloud Ready | AWS Security Hub, Azure Security Center, HashiCorp Vault |
| 📊 Real-Time Monitoring | Prometheus metrics, OpenTelemetry tracing, live dashboards |
| 📋 Compliance Automation | SOC2, ISO27001, GDPR, HIPAA reporting and audit trails |
| 🛡️ Threat Detection | ML-powered anomaly detection, automated incident response |
| Feature | Traditional DevOps | Generic Security | Our Platform |
|---|---|---|---|
| AI/ML Focus | ❌ | ❌ | ✅ |
| Multi-Cloud | ✅ Native | ||
| Real-time Monitoring | ✅ | ✅ Advanced | |
| Compliance Automation | ❌ | ✅ Automated | |
| Demo Mode | ❌ | ❌ | ✅ Full Demo |
| Production Ready | ✅ | ✅ | ✅ Enterprise |
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Load Balancer │────│ FastAPI Gateway │────│ Auth Service │
│ (Nginx/HAProxy)│ │ (Rate Limiting) │ │ (JWT + RBAC) │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
└───────────────────────┼───────────────────────┘
│
┌─────────────────┐
│ Core Engine │
│ - AI/ML Scanner │
│ - Policy Engine │
│ - Audit System │
└─────────────────┘
│
┌────────────────────────────┼────────────────────────────┐
│ │ │
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Database │ │ External APIs │ │ Monitoring │
│ PostgreSQL/SQLite│ │ Vault/AWS/Azure │ │ Prometheus/OTEL │
└─────────────────┘ └─────────────────┘ └─────────────────┘
Technology Stack:
- Backend: FastAPI + SQLAlchemy + PostgreSQL/SQLite
- Security: JWT + RBAC + HashiCorp Vault
- Monitoring: Prometheus + OpenTelemetry + Grafana
- Cloud: AWS Security Hub + Azure Security Center
- Deployment: Docker + Kubernetes + CI/CD
# Quick start with Docker
docker-compose up -d
# Production deployment
docker-compose -f docker-compose.yml -f docker-compose.prod.yml up -d
# Initialize admin user
docker-compose exec app python scripts/create_admin.py# Run all tests with coverage
pytest tests/ -v --cov=src --cov-report=html
# Run specific test categories
pytest tests/test_basic.py -v # Basic functionality
pytest tests/test_integration.py -v # Integration tests
pytest tests/test_policy_engine.py -v # Policy engine tests# Format and lint code
black src/ tests/ scripts/
flake8 src/ tests/ scripts/ --max-line-length=88
mypy src/ --ignore-missing-imports
# Security scanning
bandit -r src/ -f json -o security-report.json# Validate platform health (works without external services)
python scripts/validate_platform.py
# Check specific components
python scripts/health_check.py # Full health check
python scripts/vault_validation.py # Vault integration
python scripts/ai_model_scanner.py # AI model scanning# Application Settings
APP_NAME="DevSecOps Platform for AI Solutions"
APP_ENVIRONMENT="development" # development, staging, production
APP_HOST="0.0.0.0"
APP_PORT="8000"
# Database Configuration
DATABASE_URL="sqlite:///./platform.db" # SQLite for development
# DATABASE_URL="postgresql+asyncpg://user:pass@localhost:5432/devsecops" # PostgreSQL for production
# Security Configuration
SECRET_KEY="your-super-secret-key-here"
JWT_SECRET_KEY="your-jwt-secret-key-here"
JWT_ACCESS_TOKEN_EXPIRE_MINUTES="30"
# External Services
VAULT_ADDR="http://localhost:8200"
VAULT_TOKEN="demo-vault-token"
AWS_ACCESS_KEY_ID="your-aws-key"
AWS_SECRET_ACCESS_KEY="your-aws-secret"| Setting | Development | Production |
|---|---|---|
| Database | SQLite | PostgreSQL |
| Vault | Demo token | Real token |
| Debug | Enabled | Disabled |
| SSL | Optional | Required |
| Logging | DEBUG | INFO |
❌ Health checks failing?
# Solution: Platform works in demo mode
python scripts/validate_platform.py # This should pass❌ Database connection errors?
# Solution: Uses SQLite by default
DATABASE_URL="sqlite:///./platform.db" # Add to .env❌ Vault connection refused?
# Solution: Use demo mode
VAULT_TOKEN="demo-vault-token" # Add to .env❌ Missing dependencies?
# Solution: Install requirements
pip install -r requirements.txt- Swagger UI: http://localhost:8000/docs
- ReDoc: http://localhost:8000/redoc
- OpenAPI Spec: http://localhost:8000/openapi.json
# Authentication
POST /api/v1/auth/register # User registration
POST /api/v1/auth/login # User login
POST /api/v1/auth/refresh # Token refresh
# Security
GET /api/v1/security/events # Security events
POST /api/v1/security/alerts # Create alerts
# Policies
GET /api/v1/policies # List policies
POST /api/v1/policies # Create policy
# System
GET /health # Health check
GET /metrics # Prometheus metricsWe welcome contributions! Please follow these steps:
- Fork the repository on GitHub
- Clone your fork locally:
git clone https://github.com/YOUR_USERNAME/DevSecOps-Platform-for-AI-Solution.git cd "DevSecOps Platform for AI Solutions"
- Create a feature branch:
git checkout -b feature/amazing-feature
- Set up development environment:
pip install -r requirements.txt cp .env.example .env python scripts/validate_platform.py # Ensure everything works - Make your changes and add comprehensive tests
- Run quality checks:
# Code formatting black src/ tests/ scripts/ # Linting flake8 src/ tests/ scripts/ --max-line-length=88 # Type checking mypy src/ --ignore-missing-imports # Security scanning bandit -r src/ -f json -o security-report.json # Run tests with coverage pytest tests/ -v --cov=src --cov-report=html
- Commit with descriptive messages:
git commit -m "feat: add amazing new feature" - Push to your fork:
git push origin feature/amazing-feature
- Open a Pull Request with:
- Clear description of changes
- Screenshots (if UI changes)
- Test results
- Performance impact (if applicable)
- Code Style: Follow Black formatting and PEP 8
- Testing: Maintain >90% test coverage
- Documentation: Update README and docstrings
- Security: Run security scans before submitting
- Performance: Profile critical paths
- Compatibility: Test on Python 3.11+
Use the Issue Template and include:
- Environment details (OS, Python version, etc.)
- Steps to reproduce
- Expected vs actual behavior
- Logs and error messages
Please report security vulnerabilities via email to: [email protected]
- 🔐 JWT-based authentication with refresh tokens
- 🛡️ Role-based access control (RBAC)
- 🚫 Rate limiting and DDoS protection
- 🔒 Data encryption at rest and in transit
- 📝 Comprehensive audit logging
- 🔍 Vulnerability scanning and monitoring
This project is licensed under the MIT License - see the LICENSE file for details.
🔗 Quick Links
🐛 Report Bug • 💡 Request Feature • 📖 Documentation • 💬 Discussions
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