SmartOps is an AI-driven platform that autonomously monitors, predicts, and optimizes IT infrastructure. Designed for DevOps teams, it integrates real-time metrics, anomaly detection, predictive analytics, and automated remediation to ensure high availability, performance, and scalability across cloud-native environments.
AI-Powered DevOps Automation Platform
Monitor, Predict, Optimize – Autonomously.
Core Capabilities (MVP):
- 📊 Real-time infrastructure monitoring (CPU, memory, network)
- 🚨 Anomaly detection using ML models (TensorFlow/PyTorch)
- 🤖 Automated remediation workflows (auto-scaling, container restarts)
- 🔌 Integrations with AWS/Azure/GCP, Kubernetes, Prometheus, Slack
- 🔒 JWT/OAuth authentication & role-based access control
Advanced Phase Features:
- 🔮 Predictive resource bottleneck forecasting
- 🛠️ CI/CD pipeline integration for deployment optimizations
- 📈 Multi-cloud cost analytics dashboard
Frontend:
Backend:
Database:
AI/ML:
DevOps:
Figure 1: SmartOps Data Flow
graph TD
A[Client] --> B[API Gateway]
B --> C[Anomaly Detection]
C --> D[Database]
Figure 2: Architecture Diagram
###Dashboard
Figure 1: SmartOps Monitoring Dashboard
Key Features Visible:
- Real-time system health metrics
- Anomaly detection alerts
- Resource utilization trends
- Automated remediation status
| Component | Description |
|---|---|
| Live Metrics | CPU/Memory/Network real-time monitoring |
| Anomaly Alerts | AI-detected irregularities with severity levels |
| Trend Analysis | 24-hour performance patterns |
| Auto-Remediation | System self-healing activity log |
- Node.js v18+
- MongoDB Atlas account or local instance
- Python 3.10+ (for ML components)
- AWS/Azure/GCP credentials
git clone https://github.com/[your-username]/smartops.git
cd smartops
# Install dependencies
npm install --prefix backend
npm install --prefix frontend
# Configure environment variables
cp backend/.env.example backend/.env
cp frontend/.env.example frontend/.env