systematic-debugging is agent-read markdown (skill) from ethanyoq/skill-hub: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# Systematic Debugging
## Overview
**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
…
Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
GET https://markdownregistry.com/api/v1/artifacts/art_qrmb6ooqjdqk6ece
GET https://markdownregistry.com/api/v1/resolve?ref=ethanyoq/skill-hub/systematic-debugging
GET https://markdownregistry.com/api/v1/blob/808fc5717aa88ad65efff312b11c186294d3e6ee301afb584e2f86599b137787
Your agent 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.
ethanyoq/skill-hub · archives/user-installed-skills/aact-bulk-trials/e07736f27453c7b6/aact-bulk-trials/SKILL.md · 使用 AACT (Aggregate Analysis of ClinicalTrials.gov) PostgreSQL 数据仓库进行批量、历史、聚合性临床试验数据挖掘。Use this skill when the user…
ethanyoq/skill-hub · archives/user-installed-skills/adaptive-quality-gate/b5189ce6c1bdba9b/adaptive-quality-gate/SKILL.md · Use when work produces a deliverable, factual claim, dataset, code change, decision, publication, deployment…
ethanyoq/skill-hub · archives/user-installed-skills/add-changeset/eca9273317fbdf81/add-changeset/SKILL.md · Create a changeset file in .changeset/ that describes a user-facing change for the release notes
ethanyoq/skill-hub · archives/user-installed-skills/add-competitor/72939df8cfcf87bc/add-competitor/SKILL.md · Add a new competitor to the AI Visibility Tool Directory — researches the tool, generates data, takes a screenshot, and…
ethanyoq/skill-hub · archives/user-installed-skills/add-lang/00700e7d79525f4e/add-lang/SKILL.md · Add tree-sitter language support to codegraph end-to-end — wire the grammar + extractor, write tests, then benchmark…
ethanyoq/skill-hub · archives/user-installed-skills/aesthetic/a4c80565d9241341/aesthetic/SKILL.md · Create aesthetically beautiful interfaces following proven design principles. Use when building UI/UX, analyzing…
ethanyoq/skill-hub · archives/user-installed-skills/agent-eval/61ca5bbbd5c736b7/agent-eval/SKILL.md · Benchmark CodeGraph retrieval quality on a real codebase by comparing agent behavior with vs without CodeGraph. Use…
ethanyoq/skill-hub · archives/user-installed-skills/agent-reach/330e35da8cf10b5e/agent-reach/SKILL.md · MUST USE when user wants to 调研/research/搜索/search/查/找/look up anything on the internet — e.g. 全网调研 X / 帮我调研一下 X / 查一下 X…
ethanyoq/skill-hub · archives/user-installed-skills/agent-reach/81c9cf0fc08ce044/agent-reach/SKILL.md · MUST USE when user wants to 调研/research/搜索/search/查/找/look up anything on the internet — e.g. 全网调研 X / 帮我调研一下 X / 查一下 X…
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…