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This paper introduces RepoRescue, a benchmark for evaluating LLM agents' ability to adapt legacy software repositories to modern environments—a task called compatibility rescue. The study finds that collaborative multi-agent systems achieve higher success rates (up to 62.7% union) than single systems, with challenges concentrated in cross-file coordination, and that passing test suites after rescue is only an initial signal requiring further validation.