Sonatype MuseDev automatically examines developer pull requests to identify and report security, performance, and reliability issues, providing developers with clear guidance on how to fix them. It integrates with GitHub, GitLab, and Bitbucket, using 24 preconfigured analyzers to assess code quality and deliver feedback directly within the code review process, helping developers address issues early in the software development lifecycle.