---
title: "Parallel Debugging - Air Market"
description: "A bug could be coming from any of several places and picking one to chase first is a guess. This helps you set up the competing explanations, look into them alongside each other, collect evidence, an…"
canonical: "https://airmarket.ai/app/parallel-debugging"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Parallel Debugging

Skill by [Seth Hobson](/@wshobson)

# Parallel Debugging

Chase every suspect at once, then settle which one it was

## What this does

A bug could be coming from any of several places and picking one to chase first is a guess. This helps you set up the competing explanations, look into them alongside each other, collect evidence, and then decide between them. Reach for it when the cause is genuinely unclear rather than merely hidden.

### Top 3 things it does for you

- Investigate several possible causes side by side
- Gather evidence for and against each theory
- Land on a root cause you can defend

## Information

**Parallel Debugging at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Seth Hobson](/@wshobson) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0.2 |
| Size | 8 KB |
| Licence | MIT |
| Repository | [wshobson/agents](https://github.com/wshobson/agents/tree/ece811f23310a37ceb43496dbac0e244fe6845b6/plugins/agent-teams/skills/parallel-debugging) |
| GitHub stars | 39,077 (as of Nov 2026) |
| Installs | 10,423, counted by skills.sh (Nov 2026) |

## Security report

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

**What Parallel Debugging's check was run against**

|  |  |
| --- | --- |
| Commit | ece811f23310a37ceb43496dbac0e244fe6845b6 |
| Content hash | 3cbe6c9a3d55782e15894d5aaa28e30264502b1dd5fd1eebf5ba8705a3c79dc6 |
| Files read | [Browse the files at this exact commit](https://github.com/wshobson/agents/blob/ece811f23310a37ceb43496dbac0e244fe6845b6/plugins/agent-teams/skills/parallel-debugging/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 Parallel Debugging](/security/parallel-debugging)

## About Parallel Debugging

This approaches debugging by running competing hypotheses in parallel: each candidate cause is investigated, evidence is collected, and a root cause is arbitrated between them.

Use it when a bug has multiple potential causes, when you are doing root cause analysis, or when organising an investigation that runs along several tracks at once.

## What's inside

- SKILL.md - instructions
- references/hypothesis-testing.md - reference

## Questions

### Is Parallel Debugging safe to install?

AIR scanned this exact version of Parallel Debugging and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit ece811f23310, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/parallel-debugging.

### How do I install Parallel Debugging?

Open https://airmarket.ai/app/parallel-debugging 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/wshobson/agents/tree/ece811f23310a37ceb43496dbac0e244fe6845b6/plugins/agent-teams/skills/parallel-debugging. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by Seth Hobson](/@wshobson)

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Canonical URL: <https://airmarket.ai/app/parallel-debugging>