---

name: "prediction-monitor" description: | Monitor prediction monitor operations. Auto-activating skill for ML Deployment. Triggers on: prediction monitor, prediction monitor Part of the ML Deployment skill category. Use when monitoring systems or services. Trigger with phrases like "prediction monitor", "prediction monitor", "prediction". allowed-tools: "Read, Write, Edit, Bash(cmd:*), Grep" version: 1.0.0 license: MIT author: "Jeremy Longshore jeremy@intentsolutions.io"

Prediction Monitor

Overview

This skill provides automated assistance for prediction monitor tasks within the ML Deployment domain.

When to Use

This skill activates automatically when you:

• Mention "prediction monitor" in your request
• Ask about prediction monitor patterns or best practices
• Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.

Instructions

1. Provides step-by-step guidance for prediction monitor
2. Follows industry best practices and patterns
3. Generates production-ready code and configurations
4. Validates outputs against common standards

Examples

Example: Basic Usage Request: "Help me with prediction monitor" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

• Relevant development environment configured
• Access to necessary tools and services
• Basic understanding of ml deployment concepts

Output

• Generated configurations and code
• Best practice recommendations
• Validation results

Error Handling

Resources

• Official documentation for related tools
• Best practices guides
• Community examples and tutorials

Related Skills

Part of the ML Deployment skill category. Tags: mlops, serving, inference, monitoring, production