npx skills add https://github.com/mrgoonie/claudekit-skills --skill debugging一套系统化的调试方法论,确保在尝试修复前进行彻底调查。
位置: systematic-debugging/SKILL.md
四阶段调试框架:根本原因调查 → 模式分析 → 假设检验 → 实施。铁律:未经根本原因调查,不得进行修复。
位置: root-cause-tracing/SKILL.md
通过调用栈向后追溯错误,找到原始触发点。不要只修复表象——找出无效数据的起源并在源头修复。
位置: defense-in-depth/SKILL.md
在数据传递的每一层进行验证,使错误在结构上不可能发生。四层防护:入口点 → 业务逻辑 → 环境守卫 → 调试工具。
位置: verification-before-completion/SKILL.md
在声称成功之前,运行验证命令并确认输出。铁律:没有最新的验证证据,不得声称完成。
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触达数万 AI 开发者,精准高效
| 症状 | 子技能 |
|---|---|
| 测试失败,意外行为 | 系统化调试 |
| 错误出现在错误的位置 | 根本原因追溯 |
| 同一错误反复出现 | 纵深防御 |
| 需要确认修复有效 | 完成前验证 |
“系统化调试比盲目试错更快。”
来自实际调试会话的数据:
215
1.9K
2026年1月19日
claude-code177
opencode165
gemini-cli158
codex146
cursor136
antigravity128
A collection of systematic debugging methodologies that ensure thorough investigation before attempting fixes.
Location: systematic-debugging/SKILL.md
Four-phase debugging framework: Root Cause Investigation → Pattern Analysis → Hypothesis Testing → Implementation. The iron law: NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST.
Location: root-cause-tracing/SKILL.md
Trace bugs backward through the call stack to find the original trigger. Don't fix symptoms - find where invalid data originated and fix at the source.
Location: defense-in-depth/SKILL.md
Validate at every layer data passes through to make bugs structurally impossible. Four layers: Entry Point → Business Logic → Environment Guards → Debug Instrumentation.
Location: verification-before-completion/SKILL.md
Run verification commands and confirm output before claiming success. The iron law: NO COMPLETION CLAIMS WITHOUT FRESH VERIFICATION EVIDENCE.
| Symptom | Sub-Skill |
|---|---|
| Test failure, unexpected behavior | systematic-debugging |
| Error appears in wrong location | root-cause-tracing |
| Same bug keeps recurring | defense-in-depth |
| Need to confirm fix works | verification-before-completion |
"Systematic debugging is FASTER than guess-and-check thrashing."
From real debugging sessions:
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Installed on
claude-code177
opencode165
gemini-cli158
codex146
cursor136
antigravity128
React 组合模式指南:Vercel 组件架构最佳实践,提升代码可维护性
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