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The GitLab CI Debugger skill streamlines the troubleshooting process for developers by providing instant access to GitLab pipeline statuses and job logs within Claude Code. It allows users to monitor merge request pipelines, drill down into specific job failures, and analyze logs to generate actionable fixes without needing to toggle between the command line and the GitLab web interface. By automating the retrieval of job metadata and logs, it enables Claude to provide more accurate diagnostic advice for complex CI/CD issues.