01Automated syntax validation using yamllint and Ansible's native syntax-check
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03Deep linting to enforce best practices and identify deprecated module usage
04Secret scanning to prevent accidental exposure of passwords, API keys, and tokens
05Comprehensive security scanning with Checkov to detect infrastructure misconfigurations
06Integrated Molecule testing that automatically executes when role test directories are detected