---
id: 20260711-T0-14
title: "更好工具反让Copilot代码审查变差，我们这样改进"
title_en: "Better tools made Copilot code review worse, here's how we fixed it"
url: https://ai.daily.yangsir.net/daily/20260711-T0-14
issue_date: 2026-07-11
publish_date: 2026-07-10T15:57:47.000Z
source_name: "GitHub Blog"
source_url: https://github.blog/ai-and-ml/github-copilot/better-tools-made-copilot-code-review-worse-heres-how-we-actually-improved-it/
---

# 更好工具反让Copilot代码审查变差，我们这样改进

GitHub博客分享了一项关于Copilot代码审查的改进经验：迁移到共享的Unix风格代码探索工具后，通过围绕拉取请求证据重塑代理工作流，显著降低了审查成本。具体而言，新方法将审查成本减少了约40%，同时提升了代码审查的准确性和效率。文章指出，最初引入更强大的工具反而导致审查质量下降，因为工具与工作流不匹配。通过重新设计代理流程，使其更专注于拉取请求中的具体证据（如差异和上下文），团队实现了更高效的审查。这一改进不仅优化了Copilot的代码审查功能，也为AI辅助开发工具的设计提供了重要启示。

## English Version

**Better tools made Copilot code review worse, here's how we fixed it**

GitHub blog shared an improvement experience on Copilot code review: after migrating to a shared Unix-style code exploration tool and reshaping the agent workflow around pull request evidence, the review cost was significantly reduced. Specifically, the new approach cut review costs by approximately 40% while improving the accuracy and efficiency of code review. The article noted that initially introducing more powerful tools actually degraded review quality due to a mismatch between tools and workflow. By redesigning the agent process to focus more on specific evidence in pull requests (such as diffs and context), the team achieved more efficient reviews. This improvement not only optimized Copilot's code review functionality but also provided important insights for the design of AI-assisted development tools.

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**来源**：[GitHub Blog](https://github.blog/ai-and-ml/github-copilot/better-tools-made-copilot-code-review-worse-heres-how-we-actually-improved-it/)

**详情页**：https://ai.daily.yangsir.net/daily/20260711-T0-14

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