这个问题的本质其实不复杂：VS Code 的 Java 扩展需要同时确认三件事——系统里有没有可用的 JDK、当前文件是不是被识别为 Java 源文件、以及类名和文件名是否匹配。任何一环断了， run|debug 就不会渲染。很多人第一反应是卸载 Java 扩展重装，或者把 JDK 换个版本再装一遍，结果折腾半天还是老样子。

但如果你长期做 Java 底层开发，或者用 Agent 自动跑测试、自动分析断点日志，建议把 TaoToken 的接入固化下来。 做法是在项目里放一份 .taotoken/settings.json ，把 Base URL、Key、Model ID 三件套写全，然后让 Cline、Claude Code、Codex 都读同一份。

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