
Description
parallel-debugging is an agent skill from the wshobson/agents collection for finding the root cause of complex bugs by testing several explanations at once. It is built on the Analysis of Competing Hypotheses (ACH) method, in which a team writes down every plausible cause, gathers evidence for and against each one, and only then decides which explanation fits, rather than settling on the first idea. The skill runs that investigation in parallel, with separate agents each following one hypothesis and collecting its evidence, followed by root cause arbitration that weighs the results. It begins with a hypothesis generation framework that covers six failure mode categories, so the search includes logic errors and the other common kinds of fault rather than only the most obvious one. The method is meant to counter confirmation bias, where a debugger keeps looking for evidence that supports the first theory. The skill applies when a bug has several plausible root causes, when initial attempts have not identified the problem, when an issue spans several modules or components, when systematic root cause analysis with evidence is needed, and when the team wants to avoid confirmation bias. It is installed with the skills CLI from the wshobson/agents repository. Its skills.sh page showed about 9.8K installs and passing results from three security audits at the time of the scan.…
Highlights
- Analysis of Competing Hypotheses method
- Parallel investigation of each hypothesis
- Evidence collection for and against causes
- Six failure mode categories for hypotheses
- Root cause arbitration
- Installs with the skills CLI
Ratings & Reviews
No ratings yet
Be the first to rate parallel-debugging.
People also visit

flowstudio-power-automate-debug
Debug failing Power Automate cloud flows using the FlowStudio MCP server

golang-troubleshooting
Troubleshoot Golang programs systematically - find and fix the root cause

agent-introspection-debugging
Structured self-debugging workflow for AI agent failures
parallel-debugging FAQ
What is Analysis of Competing Hypotheses?
A method that lists every plausible cause, gathers evidence for and against each, and only then picks the best-supported explanation.
What does parallel mean here?
Several agents investigate different hypotheses at the same time, and their evidence is compared.
What kinds of causes does it check?
Hypotheses across six failure mode categories, starting with logic errors.
Does it avoid confirmation bias?
That is the method's goal. The skill keeps every hypothesis in play until the evidence decides.
How do I install it?
Run npx skills add https://github.com/wshobson/agents --skill parallel-debugging.
What security audits does it have?
skills.sh lists three audits: Gen Agent Trust Hub Pass, Socket Pass and Snyk Pass.
What are the best parallel-debugging alternatives?
Popular alternatives to parallel-debugging include flowstudio-power-automate-debug, debugging-wizard and golang-troubleshooting. See all parallel-debugging alternatives






