Integrated Development Environments shape developers' daily experience, yet the empirical study of their usability and user experience (UX) remains limited. This work presents an LLM-assisted approach to detecting UX smells in Visual Studio Code by mining and classifying user-reported issues from the GitHub repository. Using a validated taxonomy and expert review, we identified recurring UX problems that affect the developer experience. Our results show that the majority of UX smells are concentrated in informativeness, clarity, intuitiveness, and efficiency, qualities that developers value most.

翻译：集成开发环境深刻影响着开发者的日常体验，然而对其可用性与用户体验的实证研究仍较为有限。本研究提出一种基于大型语言模型的辅助方法，通过挖掘并分类GitHub仓库中用户反馈的问题，实现对Visual Studio Code中用户体验异味的检测。借助经过验证的分类体系与专家评审，我们识别出影响开发者体验的复现性用户体验问题。研究结果表明，大部分用户体验异味集中在信息呈现、界面清晰度、操作直观性与运行效率等开发者最为重视的质量维度。