git-bug is an offline-first issue management tool that integrates with Git repositories, allowing users to manage issues, comments, and users in a version-controlled environment. It offers fast performance, multiple interaction interfaces, and the ability to sync with platforms like GitHub and GitLab. The project encourages community contributions and provides resources for installation and usage.