
Sentinel AIOps
by naghul001
AI-powered monitoring for ML models featuring real-time anomaly detection and drift classification.
What it does
Sentinel-AIOps is a specialized monitoring server for machine learning models. It transforms CI/CD failure logs and model performance data into real-time anomaly detections and root-cause classifications using supervised ML.
Tools
monitor_model_drift: Tracks Population Stability Index (PSI) to spot data shifts.detect_anomalies: Identifies prediction errors and data gaps.provide_feedback: Allows human-in-the-loop quality control to refine detection accuracy.
Installation
Since this is a Python-based FastMCP server, add the following to your claude_desktop_config.json:
{
"mcpServers": {
"sentinel-aiops": {
"command": "python",
"args": ["/path/to/sentinel-aiops/mcp-server/server.py"]
}
}
}
Supported hosts
- Claude
Quick install
pip install -r requirements.txtInformation
- Pricing
- free
- Published
- 5/12/2026
- stars







