MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair

In three linesMemRepair is a memory-augmented agentic framework for repository-level vulnerability repair. It combines three memory layers (History-Fix, Security-Pattern, Refinement-Trajectory) with an iterative refinement loop. Evaluated on SEC-Bench, PatchEval, and Multi-SWE-bench, MemRepair achieves 58.0%, 58.2%, and 30.58% resolution rates, outperforming OpenHands, SWE-agent, and InfCode-C++.

Summary generated by Claude — human-verified