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The Maven Surefire Debugger skill streamlines the process of troubleshooting failing Java unit tests by automating the setup of JDWP remote debugging. It executes Maven tests in a suspended state, allowing developers to attach jdb, IntelliJ, or VS Code to the forked test JVM to step through code, inspect variables, and catch assertions. This is particularly useful in headless or agent-based environments where command-line debugging is essential for resolving complex test failures or race conditions in multi-module projects.