During December 2025, Yiliang Li developed a standalone XBOW validation benchmark scripting suite for the GreyDGL/PentestGPT repository. This work focused on enhancing the automated testing framework by enabling users to run, manage, and validate benchmarks independently, with detailed logging and performance metrics. Leveraging Python, Docker, and benchmarking expertise, Li’s solution reduced setup complexity and improved reproducibility for penetration testing workflows. The scripting suite integrated seamlessly with continuous integration pipelines, supporting more reliable and automated validation processes. Although the contribution was limited to a single feature, it demonstrated depth in automation and testing infrastructure within a specialized security context.