This Model Context Protocol (MCP) server seamlessly integrates AI assistants, such as Claude, with GitLab's merge request workflows. It empowers AI to directly interact with GitLab via its API, fetching comprehensive merge request details, analyzing code differences, posting comments, and suggesting improvements. This significantly streamlines the code review process by leveraging AI for initial analysis and feedback, enhancing developer productivity.