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The Pre-commit Quality Runner skill automates the execution of pre-commit hooks to catch formatting errors, syntax issues, and repository standard violations before code reaches your remote repository. It specifically supports Mojo-specific formatting, YAML validation, and file cleanup tasks, ensuring that every commit is production-ready and compatible with continuous integration pipelines. By enforcing a strict policy against bypassing hooks, it helps teams maintain a clean, stable codebase and significantly reduces the frequency of CI pipeline failures caused by trivial style or syntax issues.