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parallel-debugging

wshobson/agentsSkill

Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. Use this skill when debugging bugs with multiple potential causes, performing root cause analysis, or organizing parallel investigation workflows.

ScannedSkillSource: GitHub
41,156 stars Updated 16d ago License MIT Context ≈73 tokens always loaded
86popular

Why this score

Stars25/35
Usage (forks)11/15
Upkeep25/25
License15/15
Owner history10/10

This repo hosts 10 skills, so its 41,156 stars are split between them (about 4,116 each) for scoring.

Popularity score: 86/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank

Security

Scanned Oct 20, 2026 at commit 0874a27b17a2, with Cisco's open-source skill-scanner.

None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.

A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan

Alternatives

Other makers' add-ons that do the same job, next to this one.

NameScoreStarsContextUpdated
This oneparallel-debugging wshobson/agents · Skill 86★ 41k≈73 always16d ago
parallel-investigation rohitg00/skillkit · Skill Both about parallel and investigation 60★ 1.6k≈151 always5mo ago
debugging JetBrains/MPS · Skill Both about debugging and issue 72★ 1.7k≈31 always16d ago
flow-parallel nyldn/claude-octopus · Skill Both about parallel and issue 75★ 4.3k≈29 always16d ago
debugging-strategies aisa-group/skill-inject · Skill Both about debugging and cause 53★ 99≈62 always2mo ago
debugging-network-issues daymade/claude-code-skills · Skill Both about debugging and issue 71★ 1.5k≈28 always16d ago