ScarfBench introduces a specialized benchmark to evaluate how AI agents handle migrating enterprise Java frameworks. It tests complex code transformations across legacy systems. While most benchmarks focus on simple snippets, this targets long-context architectural shifts. Developers can now quantify agent reliability before deploying autonomous migration tools in production environments.