---
title: "Debug Systematically - Air Market"
description: "When something misbehaves, it is tempting to change lines at random and hope. This follows a structured process for finding out what is actually wrong instead. Reach for it for a bug, a failing test,…"
canonical: "https://airmarket.ai/app/debug-systematically"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Debug Systematically

Skill by [AIMING Lab](/@aiming-lab)

# Debug Systematically

Work the bug in order instead of poking at the code

## What this does

When something misbehaves, it is tempting to change lines at random and hope. This follows a structured process for finding out what is actually wrong instead. Reach for it for a bug, a failing test, or any time code does not do what you expected.

### Top 3 things it does for you

- Diagnose a bug step by step
- Work out why a test is failing
- Chase down unexpected behavior methodically

## Information

**Debug Systematically at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [AIMING Lab](/@aiming-lab) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 944 bytes |
| Licence | MIT |
| Repository | [aiming-lab/MetaClaw](https://github.com/aiming-lab/MetaClaw/tree/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/debug-systematically) |
| GitHub stars | 3,496 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Debug Systematically and flagged nothing. AIR's verdict: **safe**.

**What Debug Systematically's check was run against**

|  |  |
| --- | --- |
| Commit | fc163ba8a12ba5e6950544c3e0d55707c16e2a7e |
| Content hash | 11c08e8c7d8a2f8b3953fbb10fec2bf36ac2434ceecac71019800a6026ce0fcf |
| Files read | [Browse the files at this exact commit](https://github.com/aiming-lab/MetaClaw/blob/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/debug-systematically/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Debug Systematically](/security/debug-systematically)

## About Debug Systematically

This is for diagnosing a bug, unexpected behavior, a test failure, or any situation where code does not behave as expected.

It replaces randomly changing code with a structured debugging process.

## What's inside

- SKILL.md - instructions

## Questions

### Is Debug Systematically safe to install?

AIR scanned this exact version of Debug Systematically and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit fc163ba8a12b, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/debug-systematically.

### How do I install Debug Systematically?

Open https://airmarket.ai/app/debug-systematically on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/aiming-lab/MetaClaw/tree/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/debug-systematically. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by AIMING Lab](/@aiming-lab)

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Canonical URL: <https://airmarket.ai/app/debug-systematically>