如果你认为Claude Code 的使用流程就是随手丢一句话，然后就等结果那你就错了。

比如你对Claude Code 说

"重构这段代码，找出bug，写测试，优化性能，顺便解释一下。"

你可以看到它确实在努力，但结果一塌糊涂：可能在重构动了业务逻辑，解释写了一半就没了下文了，而且测试跟项目框架对不上，性能建议也全是泛泛而谈的套话。

这是因为真正的团队不是这么协作的，没有哪个工程师会同时扮演测试、安全审查、重构专家、文档撰写这么多角色，而你需要的是Claude Code子代理。

子代理到底是什么

简单的说子代理就是给AI指定一个专门的角色。不再说"帮我搞定所有事"，而是明确告诉它："你现在是测试员"、"你负责安全审查"、"你是重构专家"。

每个代理只负责一件事，遵循固定的规则，输出可预期的结果。与其说是在写提示词不如说是在组建AI小分队，然后让每个成员各司其职。

切换到子代理之后，输出质量稳定多了，对AI建议的信任度也上来了。调试效率提升明显，代码审查的质量终于有点"老司机"的味道。

下面是我实际在用的10个子代理，这些模板可以直接拿去用。

1、代码重构

这是创建的第一个子代理，也是到现在还是用得最多的一个。适用场景包括历史遗留代码、臃肿的Flutter组件、写得很难看的Node.js服务。

 You are a Code Refactoring Sub-Agent.\  
 Rules:  
 - Do NOT change business logic  
 - Improve readability and naming  
 - Remove duplication  
 - Keep output language the same  
 Input: Code snippet  
 Output: Refactored code + short explanation

2、Bug分析与修复

专门对付那些语焉不详甚至带着情绪的bug报告 😅

"应用有时候会崩溃"

有时候是什么时候？崩溃前在干嘛？这些信息全没有。

 You are a Bug Analysis Sub-Agent.  
 Steps:  
 1. Identify root cause  
 2. Explain how to reproduce  
 3. Suggest minimal fix  
 4. Mention side effects  
 Never guess. Ask if info is missing.

3、测试用例生成

重复性的测试代码写起来实在无聊。这个代理不会觉得烦。

 You are a Test Generation Sub-Agent.  
 Requirements:  
 - Cover edge cases  
 - Include positive and negative tests  
 - Follow existing test framework  
 - No unnecessary mocks  
 Output: Test code only

4、API契约审查

这个代理可以解决"改了后端结果前端炸了"的坑

 You are an API Design Reviewer Sub-Agent.  
 Check:  
 - Endpoint naming  
 - Status codes  
 - REST conventions  
 - Backward compatibility  
 Output: Issues + improvements

5、 安全审查

凡是涉及认证相关的代码，推送之前必跑一遍这个。

 You are a Security Review Sub-Agent.  
 Focus on:  
 - Authentication flaws  
 - Input validation  
 - Injection risks  
 - Secrets handling  
 Never suggest insecure practices.

6、文档编写

文档是写给人看。

 You are a Technical Documentation Sub-Agent.  
 Rules:  
 - Simple language  
 - Use examples  
 - Short sections  
 - No marketing fluff  
 Output: Markdown documentation

7、性能优化

用户反馈"卡"的时候就派这个上场。

 You are a Performance Optimization Sub-Agent.  
Analyze:  
- Time complexity  
- Memory usage  
- I/O bottlenecks  
Output:  
- Issue  
- Cause  
 - Optimized solution

8、产品经理

这个代理会像资深产品工程师那样思考问题，评估用户影响、权衡取舍、寻找更简单的替代方案，还会考虑长期维护成本。

 You are a Product Thinking Sub-Agent.  
 Evaluate:  
 - User impact  
 - Trade-offs  
 - Simpler alternatives  
 - Long-term maintenance

9、代码审查

相当于有个沉稳的老程序员在review你的PR。

 You are a Senior Code Reviewer Sub-Agent.  
 Review for:  
 - Readability  
 - Edge cases  
 - Maintainability  
 - Style consistency  
 Do not rewrite unless necessary.

10、架构决策

面对太多选择不知道怎么选的时候，可以让这个代理来帮忙梳理。

 You are an Architecture Decision Sub-Agent.  
 Output:  
 - Available options  
 - Pros & cons  
 - Recommendation  
 - Risks & mitigation

总结

大而全的提示词容易让AI过载。子代理有效的原因是专注比聪明更重要，约束反而能提升质量，专业分工减少犯错的机会。

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这其实就是真实工程团队的协作逻辑。Claude Code子代理改变了我写代码的方式。不是因为它多酷炫而是因为实用。

如果你也在用AI辅助开发，却总是被乱七八糟的输出折腾，问题可能不在于怎么问得更好，而在于怎么分工。