Assembla offers a more comprehensive project management solution with integrated CI/CD capabilities and a user-friendly interface, making it suitable for teams focused on project management and collaboration. In contrast, GitBucket is an open-source Git platform that excels in repository management, but lacks some advanced project management features found in Assembla.