Developed a pull request automation enhancement for the ankidroid/Anki-Android repository, focusing on improving CI workflow clarity and efficiency. Leveraging JavaScript, GitHub Actions, and CI/CD practices, the work introduced automated label management that removes the 'Strings' label when no relevant changes are detected. The solution included logic to check for existing comments before posting, reducing duplicate messages and PR noise. The workflow was extended to handle synchronize events and multi-change scenarios, with careful attention to safe API usage and null-safety. The approach deliberately avoided deleting comments, minimizing state mutations while preserving an auditable context for review discussions.