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debugging

debuggingSafety 90Repository

Systematic debugging using 4-phase root cause analysis with subagent-driven rapid iteration. This skill should be used when user says "debug", "调试", "troubleshoot", "diagnose", "排查", "修复 bug", "fix bug", "investigate", "analyze crash". Triggers on /debug, 调试, 排查问题, 修复错误.

2 stars
1.2k downloads
Updated 2/6/2026

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SKILL.md

Debugging - Systematic Root Cause Analysis

Debug issues using 4-phase systematic approach with optional subagent-driven parallel exploration.

When to Use

  • "debug this crash"
  • "troubleshoot login failure"
  • "diagnose performance issue"
  • "排查为什么功能不工作"
  • "修复这个 bug"

4-Phase Debugging Process

OBSERVE → HYPOTHESIZE → TEST → FIX → VERIFY

Phase 1: OBSERVE

Goal: Gather all relevant information about the issue.

Collect:

  • Error messages and stack traces
  • Logs (application, system, access)
  • Reproduction steps
  • Environment details (OS, versions, config)
  • Recent changes (git log, deployments)
  • Frequency and patterns (when does it happen?)

Questions to Answer:

  • What exactly is the symptom?
  • When did it start happening?
  • What changed recently?
  • Who/what is affected?
  • Can you reproduce it consistently?

Phase 2: HYPOTHESIZE

Goal: Generate possible causes.

Generate 2-5 hypotheses:

  1. Most Likely: Based on common patterns
  2. Recent Change: Related to recent modifications
  3. Edge Case: Unusual input/state combination
  4. Environment: OS, dependency, config issue
  5. Cascading: Secondary effect of another problem

For each hypothesis:

  • What would we expect to see if this is true?
  • What evidence supports/refutes this?
  • How can we test this quickly?

Phase 3: TEST

Goal: Validate or invalidate hypotheses.

Design experiments:

  • Start with fastest test (quick elimination)
  • Look for definitive proof (not just correlation)
  • Test one variable at a time
  • Document results for each hypothesis

Testing strategies:

  • Add logging/metrics
  • Isolate components
  • Reproduce in clean environment
  • Binary search (comment out half the code)
  • Check assumptions (is the data what we think?)

Phase 4: FIX

Goal: Implement the fix.

Choose fix approach:

  • Direct: Fix the root cause
  • Defensive: Add guards/checks
  • Workaround: Temporary mitigation

For complex fixes, use subagents:

Spawn 2-3 subagents with different fix approaches
Compare results, choose best solution

Phase 5: VERIFY

Goal: Confirm the fix works.

Verification checklist:

  • Original issue is resolved
  • No regressions introduced
  • Edge cases handled
  • Tests pass (if applicable)
  • Performance acceptable

Subagent-Driven Debugging

For complex issues, spawn subagents to explore in parallel:

Agent 1: Focus on data flow hypothesis
Agent 2: Focus on timing/race condition hypothesis
Agent 3: Focus on configuration hypothesis

Compare results and choose best path forward.

Quick Reference

SymptomLikely CausesQuick Check
Crash/exceptionNull pointer, type error, resource exhaustionStack trace analysis
Hang/timeoutInfinite loop, deadlock, slow I/OCPU profiling, thread dump
Wrong outputLogic error, data corruption, config issueInput/output comparison
PerformanceN+1 queries, memory leak, algorithmProfiling, metrics
IntermittentRace condition, timing, external dependencyReproduction pattern

Example

User: "debug why login fails with 500 error"

[OBSERVE]
- Check logs: NullPointerException in AuthService.java:147
- Recent change: Added OAuth support 2 days ago
- Affects: All OAuth login attempts

[HYPOTHESIZE]
1. Missing null check for OAuth token
2. Config issue with OAuth provider
3. Database migration incomplete

[TEST]
- Add logging: token is null when OAuth disabled for user
- Hypothesis 1 confirmed

[FIX]
- Add null check for token before processing
- Handle OAuth-disabled users gracefully

[VERIFY]
- OAuth users can login ✓
- Non-OAuth users can login ✓
- No regression in other auth methods ✓

Output

Document findings in:

  • thoughts/debugging/DEBUG-<issue>-<date>.md
  • Include: observations, hypotheses tested, root cause, fix applied

Install

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Requires askill CLI v1.0+

AI Quality Score

88/100Analyzed 3/27/2026

Well-structured debugging skill with clear 4-phase methodology (OBSERVE→HYPOTHESIZE→TEST→FIX→VERIFY), subagent-driven parallel exploration, practical quick reference table, and worked example. Good actionability and clarity with comprehensive coverage of systematic debugging approach. Slight deduction for lack of icon metadata and not being in dedicated skills/<name>/ folder format.

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Metadata

Licenseunknown
Version-
Updated2/6/2026
Publisherlazyman-ian

Tags

databaseobservabilitysecuritytesting