validate

To run pre-commit and pre-push validation checks, invoke standard Python tools directly with specific validation levels like --syntax, --quick, and --pre-push to catch issues before commits or PRs.

The best way to lint Python code without wrapper scripts is to invoke standard analysis tools like ruff directly, ensuring code quality checks run natively against your codebase.

Yes, you need to install required tooling like ruff, pytest, mypy, and bandit beforehand. The validation process includes preflight checks to ensure these standard tools are installed and configured.

To perform a full pipeline syntax check before a PR, invoke the validation process at the --pre-push level to run complete codebase analysis directly using standard tooling.

Use the --syntax or --quick validation levels before committing changes to catch code issues early. Run the full pipeline validation before submitting PRs to thoroughly validate your changes.