Metadata

name: predictive-monitoring
description: Predicts CPU spikes using Random Forest regressor, monitors system resources, saves metrics, and generates Excel reports.
metadata: {"user-invocable":true}

Predictive Monitoring Skill

This skill monitors system resources and predicts future CPU spikes based on past data.

Commands

/collect-metrics

Triggers a collection of the top 10 CPU and Memory consuming processes. The results are saved to a local SQLite database monitoring.db.

/predict-usage

Analyzes collected CPU metrics, trains a Random Forest model, and predicts CPU behavior for the next 24 hours. High CPU usage alerts (Amber, Red) are saved to the Alert table.

/generate-report

Generates an Excel report of the latest captured metrics.

Instructions for Agent

To collect metrics (without prediction), run python {baseDir}/monitoring.py. To collect metrics and run predictive analysis, run python {baseDir}/monitoring.py --predict. To verify the database, look for monitoring.db in the skill directory.

Monitoring Skill