Practical guides for detecting dead code, finding security vulnerabilities, and scanning AI-generated Python code.
AI coding tools generate functions that don't exist, import packages that aren't installed, and hardcode secrets. Here's how to detect these patterns before they reach production.
Dead code accumulates silently in every Python project. Here's how to find unused functions, unreachable code, and phantom imports — especially in codebases that use AI coding tools.
How to add Python static analysis and security scanning to your GitHub Actions pipeline. Catch dead code, hardcoded secrets, SQL injection, and AI-generated code problems on every pull request.