GitPrep is an open-source, self-hosted Git repository manager focused on simplicity and ease of use, while Launchpad is a more complex, community-driven platform that offers robust project management and bug tracking features. GitPrep is ideal for smaller teams or individual developers, whereas Launchpad caters to larger projects and teams with its extensive tools.