systematic-debugging SKILL.md skillA

systematic-debugging from majiayu000/spellbook is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add majiayu000/spellbook/systematic-debugging@git:20260605.a09e45c

Pins git:20260605.a09e45c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
majiayu000/spellbook
Path
skills/systematic-debugging/SKILL.md
Versions recorded
1
Latest version
git:20260605.a09e45c, committed Jun 5, 2026
Size
3,925 bytes
Repository stars
290
License
MIT

Four-phase debugging framework for any technical issue. Use when encountering bugs, errors, or unexpected behavior. Prevents random fix attempts.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Systematic Debugging

> From [obra/superpowers](https://github.com/obra/superpowers)

## Core Principle

**NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST**

Random fixes create new bugs. Understanding must precede solutions.

## The Four Phases

### Phase 1: Root Cause Investigation

Before ANY fix attempt:

1. **Read error messages carefully**
   - Full stack traces
   - Error codes and descriptions
   - Timestamps and context

2. **Reproduce consistently**
   - Document exact steps
   - Identify triggers
   - Note environmental factors

3. **Check recent changes**
   - Recent commits
   - Dependency updates
   - Configuration changes

4. **Gather diagnostic evidence**
   - Add logging at component boundaries
   - Check input/output at each step
   - Trace data flow backward to source

### Phase 2: Pattern Analysis

1. **Find similar working code**
   - Search codebase for related functionality
   - Look for existing patterns

2. **Read reference implementations completely**
   - Don't skim
   - Understand the full context

3. **Compare working vs broken**
   - What's different?
   - What assumptions changed?

4. **Understand dependencies**
   - What does this code rely on?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add majiayu000/spellbook/systematic-debugging@sha256:9b84f2e1da7de890

The line at the top of this page pins the label git:20260605.a09e45c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5houzkguvqg6unxc.svg)](https://markdownregistry.com/a/art_5houzkguvqg6unxc)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jun 5, 2026.

versioncommittedcommitsizeaudit
git:20260605.a09e45c latest2026-06-05 a09e45c 3,925 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3925 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

majiayu000/spellbook · 290 stars · license MIT · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5houzkguvqg6unxc
GET https://markdownregistry.com/api/v1/resolve?ref=majiayu000/spellbook/systematic-debugging
GET https://markdownregistry.com/api/v1/blob/9b84f2e1da7de890d7b90b19bd0d128329eddd9f284af5a5a7973574b74d6061

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from majiayu000/spellbook

AGENTS.md AGENTS.md file
majiayu000/spellbook · AGENTS.md
git:20260630.1f0cf93 · audit A · 290 stars
idea-analogist SKILL.md skill
majiayu000/spellbook · plugins/idea-coach/skills/idea-analogist/SKILL.md · 想法群聊室 — 类比者角色。被 idea-team 主编排器调用,或用户单独说"类比一下"、"别的行业有没有"、"yes-and 扩展"、"X 让你想到什么"、"跨界启示"时触发。**专门做跨界类比 + yes-and…
git:20260820.304ca2f · audit A · 290 stars
idea-devils-advocate SKILL.md skill
majiayu000/spellbook · plugins/idea-coach/skills/idea-devils-advocate/SKILL.md · 想法群聊室 — 反方角色。被 idea-team 主编排器调用,或用户单独说"反方意见"、"挑这个想法的刺"、"为什么会失败"、"找漏洞 / 反例"、"devil's…
git:20260820.304ca2f · audit A · 290 stars
idea-research SKILL.md skill
majiayu000/spellbook · plugins/idea-coach/skills/idea-research/SKILL.md · 想法群聊室 — 调研员角色。被 idea-team 主编排器调用,或用户单独说"调研一下 X"、"X 的现状/竞品/数据"、"找 2026 数据"、"事实底"时触发。**用 WebSearch 拉真实 2026…
git:20260820.304ca2f · audit A · 290 stars
idea-team SKILL.md skill
majiayu000/spellbook · plugins/idea-coach/skills/idea-team/SKILL.md · 想法群聊室主持人 — 把一句话想法丢给多角色 AI 团队(调研员/反方/类比者)做查漏补缺。每个角色有自己的 voice,他们互相 @ 接话;你随时插话。**这是创意扩展工具,不打分、不否决、不堵路**。Use when…
git:20260820.304ca2f · audit A · 290 stars
idea-to-product SKILL.md skill
majiayu000/spellbook · plugins/idea-coach/skills/idea-to-product/SKILL.md · 端到端产品教练 — 把一句话想法走到 PRD + 可点击 HTML 原型。会顶嘴、强制砍功能、用 Nielsen + Norman 做友好性硬检。Use when user 说"我有一个想法"、"想做一个产品"、"做 MVP"、"写…
git:20260820.304ca2f · audit A · 290 stars
app-ui-design SKILL.md skill
majiayu000/spellbook · plugins/spellbook-ui/skills/app-ui-design/SKILL.md · Mobile app UI design expert for iOS and Android. Use when designing app interfaces, creating design systems, ensuring…
git:20260831.f1a2f17 · audit A · 290 stars
figma-to-react SKILL.md skill
majiayu000/spellbook · plugins/spellbook-ui/skills/figma-to-react/SKILL.md · Use when the user wants to extract Figma designs into production-ready React or Next.js components with TypeScript…
git:20260831.f1a2f17 · audit A · 290 stars
frontend-design SKILL.md skill
majiayu000/spellbook · plugins/spellbook-ui/skills/frontend-design/SKILL.md · Create distinctive, production-grade web frontend interfaces with high design quality. Use when the user explicitly…
git:20260831.f1a2f17 · audit A · 290 stars
ui-design-system SKILL.md skill
majiayu000/spellbook · plugins/spellbook-ui/skills/ui-design-system/SKILL.md · Use when creating or maintaining UI design systems, design tokens, component documentation, responsive calculations…
git:20260831.f1a2f17 · audit A · 290 stars
AGENTS.md@registry AGENTS.md file
majiayu000/spellbook · registry/AGENTS.md
git:20260623.1378532 · audit A · 290 stars
AGENTS.md@scripts AGENTS.md file
majiayu000/spellbook · scripts/AGENTS.md
git:20260623.1378532 · audit A · 290 stars

Every file in majiayu000/spellbook

Other files named systematic-debugging

systematic-debugging SKILL.md skill
obra/superpowers · skills/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
git:20261010.bb92a77 · audit A · 314,583 stars
systematic-debugging SKILL.md skill
mvschwarz/openrig · skills/_canonical/process/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
git:20261025.a37e271 · audit A · 8,636 stars
systematic-debugging SKILL.md skill
mvschwarz/openrig · packages/daemon/specs/agents/shared/skills/process/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
git:20261025.a37e271 · audit A · 8,636 stars
systematic-debugging SKILL.md skill
jnmetacode/superpowers-zh · skills/systematic-debugging/SKILL.md · 遇到任何 bug、测试失败或异常行为时使用,在提出修复方案之前执行
v1.0.0 · audit A · 8,494 stars
systematic-debugging SKILL.md skill
cbrock84/headcount · plugins/technology/skills/systematic-debugging/SKILL.md · Finds the root cause of a bug, test failure, or unexpected behavior before proposing any fix. Use this whenever…
git:20260901.aa45383 · audit A · 2,543 stars
systematic-debugging SKILL.md skill
a5c-ai/babysitter · library/methodologies/superpowers/skills/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes. Requires root cause…
git:20260601.da7723a · audit A · 1,896 stars
systematic-debugging SKILL.md skill
a5c-ai/babysitter · library/methodologies/rpikit/skills/systematic-debugging/SKILL.md · Structured debugging methodology using hypothesis-driven investigation, log analysis, and bisection to isolate and…
git:20260605.09bdbf7 · audit A · 1,896 stars
systematic-debugging SKILL.md skill
ganyuanran/aegis · skills/systematic-debugging/SKILL.md · Use when encountering a bug, test failure, or unexpected behavior, before proposing fixes
git:20261025.21787f7 · audit A · 1,424 stars

Browse by kind, by grade A, or by owner.