systematic-debugging SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 9 indexed copies. Same content hash, so the same checks give both the same grade.

systematic-debugging from xu123-bob/baize is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add xu123-bob/baize/systematic-debugging@git:20260912.5e131e8

Pins git:20260912.5e131e8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
xu123-bob/baize
Path
agent/skills/superpowers/5.1.0/skills/systematic-debugging/SKILL.md
Versions recorded
1
Latest version
git:20260912.5e131e8, committed Sep 12, 2026
Size
9,884 bytes
Repository stars
590
License
MIT

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

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

## 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:**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add xu123-bob/baize/systematic-debugging@sha256:4999cb851360485e

The line at the top of this page pins the label git:20260912.5e131e8, 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_reiq3ektad37sbux.svg)](https://markdownregistry.com/a/art_reiq3ektad37sbux)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 12, 2026.

versioncommittedcommitsizeaudit
git:20260912.5e131e8 latest2026-09-12 5e131e8 9,884 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 (9884 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

xu123-bob/baize · 590 stars · license MIT · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_reiq3ektad37sbux
GET https://markdownregistry.com/api/v1/resolve?ref=xu123-bob/baize/systematic-debugging
GET https://markdownregistry.com/api/v1/blob/4999cb851360485eca5074e727bbdd62ef20549c5d5b01216fcbf5831badb473

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 xu123-bob/baize

impeccable SKILL.md skill
xu123-bob/baize · agent/skills/impeccable-skill-v3.9.1/impeccable/SKILL.md · Use when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt…
v3.9.1 · audit A · 590 stars
brainstorming SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/brainstorming/SKILL.md · You MUST use this before any creative work - creating features, building components, adding functionality, or modifying…
git:20260912.5e131e8 · audit A · 590 stars
dispatching-parallel-agents SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/dispatching-parallel-agents/SKILL.md · Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
git:20260912.5e131e8 · audit A · 590 stars
executing-plans SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/executing-plans/SKILL.md · Use when you have a written implementation plan to execute in a separate session with review checkpoints
git:20260912.5e131e8 · audit A · 590 stars
finishing-a-development-branch SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/finishing-a-development-branch/SKILL.md · Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides…
git:20260912.5e131e8 · audit A · 590 stars
receiving-code-review SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/receiving-code-review/SKILL.md · Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or…
git:20260912.5e131e8 · audit A · 590 stars
requesting-code-review SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/requesting-code-review/SKILL.md · Use when completing tasks, implementing major features, or before merging to verify work meets requirements
git:20260912.5e131e8 · audit A · 590 stars
subagent-driven-development SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/subagent-driven-development/SKILL.md · Use when executing implementation plans with independent tasks in the current session
git:20260912.5e131e8 · audit A · 590 stars
test-driven-development SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/test-driven-development/SKILL.md · Use when implementing any feature or bugfix, before writing implementation code
git:20260912.5e131e8 · audit A · 590 stars
using-git-worktrees SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/using-git-worktrees/SKILL.md · Use when starting feature work that needs isolation from current workspace or before executing implementation plans -…
git:20260912.5e131e8 · audit A · 590 stars
using-superpowers SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/using-superpowers/SKILL.md · Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY…
git:20260912.5e131e8 · audit A · 590 stars
verification-before-completion SKILL.md skill
xu123-bob/baize · agent/skills/superpowers/5.1.0/skills/verification-before-completion/SKILL.md · Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running…
git:20260912.5e131e8 · audit A · 590 stars

Every file in xu123-bob/baize

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 · 309,852 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 · 8,501 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 · 8,501 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 · 8,456 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 · 1,891 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 · 1,891 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 · 1,408 stars

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