出海助手-系统化调试

SKILL开发
开发 未标注权限 许可证不明确
安装这个技能

以系统化方法调试问题,避免瞎试,快速逼近根因。 / Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

一句话选型结论

按资料字段整理

出海助手-系统化调试是开发类的 Agent Skill,安装方式未标注,权限级别未标注,许可证不明确,有可直接复制的安装命令。技能本质是给模型读的说明书,效果取决于模型与客户端;装完先用一个小任务验证,再放进正式流程。

分类开发 安装方式未标注 权限级别未标注权限 许可证许可证不明确
累计安装 未标注 本周 未标注
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权限级别 未标注权限 安装前请确认风险范围
许可证 许可证不明确 未说明

安装

未标注
在支持 Skills 的客户端里执行,装完问一句「你有哪些技能」验证
skillhub install user_9c953624/yimubiao-systematic-debugging
  1. 1
    确认客户端支持

    确认你的客户端支持 Skills(Claude、Codex、Cursor 等),并升级到较新的版本。

  2. 2
    拿到技能文件

    执行上面的命令安装;也可以把仓库里的 SKILL.md 手动放进客户端的 skills 目录。

  3. 3
    刷新技能列表

    重新打开客户端,或刷新技能列表,让新放进来的技能被加载。

  4. 4
    验证是否生效

    问一句「你有哪些技能」,确认列表里出现它,再拿一个小任务试跑。

技能档案

开发
字段来自技能仓库与公开索引,中文说明由本站标注
作者 / 维护方user_9c953624仓库 未标注 · 版本 未标注
宿主客户端未标注技能可被这些客户端加载
安装方式未标注安装包 community
权限级别未标注权限安装前请确认风险范围
许可证未说明许可证不明确,商用前请自行确认条款
仓库可用性available技能仓库当前是否可访问
最近核验未标注上游最后核验时间 · 数据更新 1791622267
正文体量12.0 KBSKILL.md 原文大小,越大说明说明书写得越细

典型使用场景

3 类
按分类整理的常见用法,具体以 SKILL.md 为准
写代码与改 bug

按需求补代码、定位并修掉报错。

读仓库与生成改动

让模型读懂项目结构,再给出可落地的改动。

跑测试与排查故障

按现象排查问题,补测试用例并复跑。

选择建议

装之前先看这几条
按条目字段给出的判断,不替你决定用不用

值得选的地方

  • 有可直接复制的安装命令,不用自己翻文档找入口。

先想清楚的地方

  • 没有标注权限级别,实际能做什么要装好后确认。
  • 许可证不明确,商用或二次分发前先到仓库确认条款。
  • 没有做站内核验,内容以作者仓库为准。
  • 技能只是说明书,实际效果取决于模型与客户端,装完先用小任务试一遍。

更适合

  • 需要在开发场景里给模型补一套做法的人。
  • 愿意先读一遍 SKILL.md、确认它会让模型做什么的人。

不太适合

  • 对许可证要求很严、必须明确可商用的人。
  • 只想装完就自动变强、不打算看说明书的人。

同类对比

6 个同类
同分类里挑最接近的几条,字段以各自详情页为准
技能权限级别安装方式累计安装宿主客户端安装命令
出海助手-系统化调试当前 未标注权限 未标注 未标注 未标注 有
技能审查员 浏览器控制 ClawHub 市场 877.9 万 OpenClaw 有
Vercel React 最佳实践 浏览器控制 GitHub 仓库 849.1 万 Codex、Claude、Cursor 有
GitHub 代码协作 联网访问 ClawHub 市场 763.3 万 OpenClaw 有
网页设计指南 联网访问 GitHub 仓库 668.6 万 Codex、Claude、Cursor 有
本体论 只读 ClawHub 市场 663.7 万 OpenClaw 有

SKILL.md 全文

12.0 KB
模型实际读到的说明书原文,来自技能仓库

出海助手-系统化调试 / Systematic Debugging

> 本技能改造自开源技能 systematic-debugging(来源:obra/superpowers,obra Superpowers 技能库)。已完整保留原始运行文件(scripts/references/assets 与 LICENSE),并新增中文出海使用说明。原始英文说明见文末「English (Original)」与同目录 SKILL.original.md。

功能说明 / Functional Overview

以系统化方法调试问题,避免瞎试,快速逼近根因。

适用场景 / Use Cases

  • 复杂系统调试
  • 偶发问题定位
  • 性能问题排查

使用方法 / How to Use

  1. 在 WorkBuddy 中直接以自然语言描述需求,本技能会自动触发。
  2. 技能运行所需的全部脚本与资源已随目录附带(见本目录 scripts/、references/ 等),可离线运行。
  3. 涉及第三方服务(如 Notion / Slack / GitHub / X / WhatsApp 等)时,请按原始说明配置对应的 API Key 或授权。

示例 / Examples

  • 「复杂系统调试」——用自然语言把任务交给本技能即可。

限制说明 / Limitations

  • 需要外部服务/凭证的技能,请先完成授权配置后使用。
  • 本技能为开源技能的中文本地化版本,核心逻辑与原技能一致;如遇专业术语,正文保留英文原词(如 Shopify、SEO、GA4 等)。

English (Original) / 英文原文(完整保留)

> The section below is the original skill definition, preserved verbatim for traceability and full functionality.

Systematic Debugging

Overview

Random fixes waste time and create new bugs. Quick patches mask underlying issues.

Core principle: ALWAYS find root cause before attempting fixes. Symptom fixes are failure.

Violating the letter of this process is violating the spirit of debugging.

The Iron Law

NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST

If you haven't completed Phase 1, you cannot propose fixes.

When to Use

Use for ANY technical issue:
- Test failures
- Bugs in production
- Unexpected behavior
- Performance problems
- Build failures
- Integration issues

Use this ESPECIALLY when:
- Under time pressure (emergencies make guessing tempting)
- "Just one quick fix" seems obvious
- You've already tried multiple fixes
- Previous fix didn't work
- You don't fully understand the issue

Don't skip when:
- Issue seems simple (simple bugs have root causes too)
- You're in a hurry (rushing guarantees rework)
- Manager wants it fixed NOW (systematic is faster than thrashing)

The Four Phases

You MUST complete each phase before proceeding to the next.

Phase 1: Root Cause Investigation

BEFORE attempting ANY fix:

  1. Read Error Messages Carefully
    - Don't skip past errors or warnings
    - They often contain the exact solution
    - Read stack traces completely
    - Note line numbers, file paths, error codes

  2. Reproduce Consistently
    - Can you trigger it reliably?
    - What are the exact steps?
    - Does it happen every time?
    - If not reproducible → gather more data, don't guess

  3. Check Recent Changes
    - What changed that could cause this?
    - Git diff, recent commits
    - New dependencies, config changes
    - Environmental differences

  4. Gather Evidence in Multi-Component Systems

WHEN system has multiple components (CI → build → signing, API → service → database):

BEFORE proposing fixes, add diagnostic instrumentation:
```
For EACH component boundary:
- Log what data enters component
- Log what data exits component
- Verify environment/config propagation
- Check state at each layer

Run once to gather evidence showing WHERE it breaks
THEN analyze evidence to identify failing component
THEN investigate that specific component
```

Example (multi-layer system):
```bash
# Layer 1: Workflow
echo "=== Secrets available in workflow: ==="
echo "IDENTITY: ${IDENTITY:+SET}${IDENTITY:-UNSET}"

# Layer 2: Build script
echo "=== Env vars in build script: ==="
env | grep IDENTITY || echo "IDENTITY not in environment"

# Layer 3: Signing script
echo "=== Keychain state: ==="
security list-keychains
security find-identity -v

# Layer 4: Actual signing
codesign --sign "$IDENTITY" --verbose=4 "$APP"
```

This reveals: Which layer fails (secrets → workflow ✓, workflow → build ✗)

  1. Trace Data Flow

WHEN error is deep in call stack:

See root-cause-tracing.md in this directory for the complete backward tracing technique.

Quick version:
- Where does bad value originate?
- What called this with bad value?
- Keep tracing up until you find the source
- Fix at source, not at symptom

Phase 2: Pattern Analysis

Find the pattern before fixing:

  1. Find Working Examples
    - Locate similar working code in same codebase
    - What works that's similar to what's broken?

  2. Compare Against References
    - If implementing pattern, read reference implementation COMPLETELY
    - Don't skim - read every line
    - Understand the pattern fully before applying

  3. Identify Differences
    - What's different between working and broken?
    - List every difference, however small
    - Don't assume "that can't matter"

  4. Understand Dependencies
    - What other components does this need?
    - What settings, config, environment?
    - What assumptions does it make?

Phase 3: Hypothesis and Testing

Scientific method:

  1. Form Single Hypothesis
    - State clearly: "I think X is the root cause because Y"
    - Write it down
    - Be specific, not vague

  2. Test Minimally
    - Make the SMALLEST possible change to test hypothesis
    - One variable at a time
    - Don't fix multiple things at once

  3. Verify Before Continuing
    - Did it work? Yes → Phase 4
    - Didn't work? Form NEW hypothesis
    - DON'T add more fixes on top

  4. When You Don't Know
    - Say "I don't understand X"
    - Don't pretend to know
    - Ask for help
    - Research more

Phase 4: Implementation

Fix the root cause, not the symptom:

  1. Create Failing Test Case
    - Simplest possible reproduction
    - Automated test if possible
    - One-off test script if no framework
    - MUST have before fixing
    - Use the superpowers:test-driven-development skill for writing proper failing tests

  2. Implement Single Fix
    - Address the root cause identified
    - ONE change at a time
    - No "while I'm here" improvements
    - No bundled refactoring

  3. Verify Fix
    - Test passes now?
    - No other tests broken?
    - Issue actually resolved?

  4. If Fix Doesn't Work
    - STOP
    - Count: How many fixes have you tried?
    - If < 3: Return to Phase 1, re-analyze with new information
    - If ≥ 3: STOP and question the architecture (step 5 below)
    - DON'T attempt Fix #4 without architectural discussion

  5. If 3+ Fixes Failed: Question Architecture

Pattern indicating architectural problem:
- Each fix reveals new shared state/coupling/problem in different place
- Fixes require "massive refactoring" to implement
- Each fix creates new symptoms elsewhere

STOP and question fundamentals:
- Is this pattern fundamentally sound?
- Are we "sticking with it through sheer inertia"?
- Should we refactor architecture vs. continue fixing symptoms?

Discuss with your human partner before attempting more fixes

This is NOT a failed hypothesis - this is a wrong architecture.

Red Flags - STOP and Follow Process

If you catch yourself thinking:
- "Quick fix for now, investigate later"
- "Just try changing X and see if it works"
- "Add multiple changes, run tests"
- "Skip the test, I'll manually verify"
- "It's probably X, let me fix that"
- "I don't fully understand but this might work"
- "Pattern says X but I'll adapt it differently"
- "Here are the main problems: [lists fixes without investigation]"
- Proposing solutions before tracing data flow
- "One more fix attempt" (when already tried 2+)
- Each fix reveals new problem in different place

ALL of these mean: STOP. Return to Phase 1.

If 3+ fixes failed: Question the architecture (see Phase 4.5)

your human partner's Signals You're Doing It Wrong

Watch for these redirections:
- "Is that not happening?" - You assumed without verifying
- "Will it show us...?" - You should have added evidence gathering
- "Stop guessing" - You're proposing fixes without understanding
- "Ultra-think this" - Question fundamentals, not just symptoms
- "We're stuck?" (frustrated) - Your approach isn't working

When you see these: STOP. Return to Phase 1.

Common Rationalizations

Excuse Reality
"Issue is simple, don't need process" Simple issues have root causes too. Process is fast for simple bugs.
"Emergency, no time for process" Systematic debugging is FASTER than guess-and-check thrashing.
"Just try this first, then investigate" First fix sets the pattern. Do it right from the start.
"I'll write test after confirming fix works" Untested fixes don't stick. Test first proves it.
"Multiple fixes at once saves time" Can't isolate what worked. Causes new bugs.
"Reference too long, I'll adapt the pattern" Partial understanding guarantees bugs. Read it completely.
"I see the problem, let me fix it" Seeing symptoms ≠ understanding root cause.
"One more fix attempt" (after 2+ failures) 3+ failures = architectural problem. Question pattern, don't fix again.

Quick Reference

Phase Key Activities Success Criteria
1. Root Cause Read errors, reproduce, check changes, gather evidence Understand WHAT and WHY
2. Pattern Find working examples, compare Identify differences
3. Hypothesis Form theory, test minimally Confirmed or new hypothesis
4. Implementation Create test, fix, verify Bug resolved, tests pass

When Process Reveals "No Root Cause"

If systematic investigation reveals issue is truly environmental, timing-dependent, or external:

  1. You've completed the process
  2. Document what you investigated
  3. Implement appropriate handling (retry, timeout, error message)
  4. Add monitoring/logging for future investigation

But: 95% of "no root cause" cases are incomplete investigation.

Supporting Techniques

These techniques are part of systematic debugging and available in this directory:

  • root-cause-tracing.md - Trace bugs backward through call stack to find original trigger
  • defense-in-depth.md - Add validation at multiple layers after finding root cause
  • condition-based-waiting.md - Replace arbitrary timeouts with condition polling

Related skills:
- superpowers:test-driven-development - For creating failing test case (Phase 4, Step 1)
- superpowers:verification-before-completion - Verify fix worked before claiming success

Real-World Impact

From debugging sessions:
- Systematic approach: 15-30 minutes to fix
- Random fixes approach: 2-3 hours of thrashing
- First-time fix rate: 95% vs 40%
- New bugs introduced: Near zero vs common

常见问题

5 问
答案由本站依据条目字段整理
出海助手-系统化调试怎么安装?

在支持 Skills 的客户端里执行:skillhub install user_9c953624/yimubiao-systematic-debugging。安装方式为未标注。装完刷新技能列表或重开客户端。

出海助手-系统化调试支持哪些客户端?

资料没有标注宿主客户端,但只要客户端支持 Skills(Claude、Codex、Cursor 等),一般都能加载。

出海助手-系统化调试权限高吗,安全吗?

权限级别为未标注权限。安装前先看它会读取或写入哪些内容。

出海助手-系统化调试收费吗?

本站不代收费用,也没有标注具体价格。是否收费取决于技能本身和所用的模型或客户端,正式使用前按作者说明确认。

出海助手-系统化调试用什么许可证?

许可证标注为 未说明(许可证不明确)。商用或二次分发前请到仓库确认条款原文。

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技能内容以作者仓库为准;分类、权限级别与许可证状态的中文说明为中文整理,最近核验 未标注。