Diagnose root causes of failures in tests, builds, tool calls, or runtime behavior.
npx skills add https://github.com/seshxn/ai-swarm --skill debugging-seshxn
Please help me install this Agent Skill. Skill: debugging Source: https://github.com/seshxn/ai-swarm/tree/main/skills/debugging Command: npx skills add https://github.com/seshxn/ai-swarm --skill debugging-seshxn
This skill helps engineers identify the root causes of failures when tests, builds, tool calls, or runtime behavior diverge from expectations, replacing guesswork with evidence-driven analysis.
Run the debugging workflow on a failing test to reproduce the issue, collect evidence, form a hypothesis, and validate the fix.
High-intent search queries and answers about installing and using this skill.
To diagnose flaky test root causes, record expected versus actual behavior, gather evidence like logs, form hypotheses, test them, and verify minimal fixes to prevent regression.
Debugging failing CI jobs requires an evidence-driven approach: reproduce the issue, collect runtime logs, isolate the failure point, and confirm the fix resolves the original symptom.
Evidence-driven root-cause analysis works by systematically recording expected vs. actual behavior, gathering supporting evidence, testing hypotheses, and verifying that minimal fixes address the original failure.
Yes, a structured debugging workflow applies to build failures and tool call errors by guiding you to gather evidence, form hypotheses about the failure, and verify fixes against expected behavior.
Recording expected vs. actual behavior when troubleshooting test failures provides the baseline evidence needed to form accurate hypotheses and verify that your minimal fix resolves the deviation.
To verify a minimal fix prevents regression, reproduce the original failing test, confirm the fix resolves the symptom, and check that expected behavior is restored without introducing new deviations.
zeikarGuide debugging from observed symptoms to one testable hypothesis per cycle.
robkamEnforce a red-green-proof loop starting with a failing regression test.
kalindudcReproduce, explain, and verify bugs to identify root causes.
juliuss1907Automate root cause analysis and systematic debugging across four investigation phases.
