Verified:GitHub

ml-antipattern-validator

Detect ML antipatterns in data handling, evaluation, training, and deployment.

1|Updated Dec 24, 2025

One-click install

npx skills add https://github.com/Doyajin174/myskills --skill ml-antipattern-validator

Or copy as Structured Prompt for Agent▼

Please help me install this Agent Skill.
Skill: ml-antipattern-validator
Source: https://github.com/Doyajin174/myskills/tree/main/.public/skills/ml-antipattern-validator
Command: npx skills add https://github.com/Doyajin174/myskills --skill ml-antipattern-validator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill detects and prevents 30+ ML antipatterns in data handling, evaluation, training, and deployment.

Core Features & Use Cases

Data leakage detection: Identify target leakage, temporal leakage, and preprocessing leakage.
Evaluation best practices: Emphasize proper three-way splits and appropriate metrics.
Deployment readiness: Monitor drift, concept drift, and feedback loops.

Quick Start

Run an automated check against a training script to surface leakage patterns and recommended fixes.