systematic-debugging

仓库创建 2026年7月27日最近提交 1 天前SkillHot 收录 1 天前

▸ 精选理由

能避免盲目改动，适合复杂或间歇性错误排查。

这个 Skill 做什么

以再现→假设→检测→定位循环系统化排查软件故障。

帮你定位程序故障，靠可重复的 reproduce→hypothesize→instrument→root-cause 循环来调查，而不是随便改一改试试。遇到 failing test、crash、异常、错误输出、间歇性失败或回归时用，尤其已经有一次修复失败或你想“随便试”时更要停下来用。特点是强调可观测性和证据采集，告诉你怎么检测、收集数据并找到真正根因，方便安全回滚。

▸ 展开 SKILL.md 英文原文

Debugs failures with a reproduce-hypothesize-instrument-root-cause loop instead of guess-and-patch. Use when facing a bug, failing test, crash, wrong output, flaky behavior, or regression - especially after one failed fix attempt or when tempted to "just try" changes.

开发编程调试流程根因分析故障重现通用

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安装 / 使用

给你的 Agent 一句话（通用）

帮我安装这个 skill：https://raw.githubusercontent.com/Ludenox-GIT/portable-agent-skills/main/skills/systematic-debugging/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/Ludenox-GIT/portable-agent-skills/main/skills/systematic-debugging/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# Systematic Debugging

## When to use

Use for any gap between expected and observed behavior: failing test, crash, exception, wrong output, regression, intermittent/flaky failure, performance cliff. Especially when one fix attempt has already failed, or you notice yourself about to "just try" a change.

Do NOT use for: writing new features (no defect exists yet), a compile/import error whose message names the exact missing symbol (fix it directly), or pure style/lint cleanup. If that "direct fix" fails even once, this skill activates.

## The Iron Law

**NO FIX WITHOUT A REPRODUCTION AND A ROOT CAUSE YOU CAN STATE IN ONE SENTENCE.**

The sentence has a required shape: "X fails because Y."

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