debugging
/debugging
Finds and fixes bugs through systematic root cause analysis, stack trace interpretation, browser DevTools automation, CI/CD pipeline debugging, performance profiling, test pollution detection, and AI-powered error analysis. Use when the user asks to debug, fix a bug, investigate an error, analyze a stack trace, find root cause of a failure, profile performance, diagnose test failures (unit/integration/E2E), troubleshoot CI/CD pipelines, debug flaky tests, use Chrome DevTools, or trace data flow to source. NOT for writing new tests or setting up test frameworks (use testing-framework), NOT for
- Author
- viktorbezdek ↗
- Repository
- skillstack ↗
- Licence
- MIT
- Last repository change
- 05.06.2026
Assessment and security
- Files in this package
- 95
- Scripts
- 32
- HTML comments
- 0
- URLs in SKILL.md
- 2
No signals detected. Repository changed on 05.06.2026, without references to retired models or APIs.
MIT, open: use and modify while retaining author attribution.
- 32 scripts in this package. Review them before installing, as Claude may execute them.
Scripts: examples/e2e-testing/react-vite/example-page-object.ts, examples/e2e-testing/react-vite/example-test.spec.ts, examples/workflow/ai-powered-testing.py, examples/workflow/console_logging.py, examples/workflow/element_discovery.py, examples/workflow/static_html_automation.py, scripts/chrome-devtools/__tests__/selector.test.js, scripts/chrome-devtools/click.js
What it does and when to use it
Finds and fixes bugs through systematic root cause analysis, stack trace interpretation, browser DevTools automation, CI/CD pipeline debugging, performance profiling, test pollution detection, and AI-powered error analysis. Use when the user asks to debug, fix a bug, investigate an error, analyze a stack trace, find root cause of a failure, profile performance, diagnose test failures (unit/integration/E2E), troubleshoot CI/CD pipelines, debug flaky tests, use Chrome DevTools, or trace data flow to source. NOT for writing new tests or setting up test frameworks (use testing-framework), NOT for
Original author description
Finds and fixes bugs through systematic root cause analysis, stack trace interpretation, browser DevTools automation, CI/CD pipeline debugging, performance profiling, test pollution detection, and AI-powered error analysis. Use when the user asks to debug, fix a bug, investigate an error, analyze a stack trace, find root cause of a failure, profile performance, diagnose test failures (unit/integration/E2E), troubleshoot CI/CD pipelines, debug flaky tests, use Chrome DevTools, or trace data flow to source. NOT for writing new tests or setting up test frameworks (use testing-framework), NOT for
How it works
- The Iron Law of Debugging
- When to Use / Not Use
- Decision Tree
- Quick Decision Matrix
- The Four Phases
- Browser Debugging Tools
- E2E Testing Workflow
- CI/CD Pipeline Debugging
- Test Pollution Detection
- Defense-in-Depth Validation
SKILL.md preview
--- name: debugging description: | Finds and fixes bugs through systematic root cause analysis, stack trace interpretation, browser DevTools automation, CI/CD pipeline debugging, performance profiling, test pollution detection, and AI-powered error analysis. Use when the user asks to debug, fix a bug, investigate an error, analyze a stack trace, find root cause of a failure, profile performance, diagnose test failures (unit/integration/E2E), troubleshoot CI/CD pipelines, debug flaky tests, use Chrome DevTools, or trace data flow to source. NOT for writing new tests or setting up test frameworks (use testing-framework), NOT for TDD methodology or writing tests before code (use test-driven-development), NOT for reviewing code quality or PRs (use code-review), NOT for designing CI/CD pipelines (use cicd-pipelines), NOT for feature development or refactoring (use language-specific plugins). license: Apache-2.0 --- # Comprehensive Debugging Skill **Core Principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure. ## The Iron Law of Debugging ``` NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST ``` ## When to Use / Not Use **Use when:** - Test failures (unit, integration, E2E) - Bugs in production or development - Unexpected behavior or performance problems - Build failures or CI/CD pipeline issues - Browser/UI issues - ESPECIALLY when under time pressure, "just one quick fix" seems obvious, or you've already tried multiple fixes **Do NOT use when:** - Writing new tests or setting up test frameworks -> use `testing-framework` - TDD methodology or writing tests before code -> use `test-driven-development` - Reviewing code quality or PRs -> use `code-review` - Designing CI/CD pipelines -> use `cicd-pipelines` ## Decision Tree ``` What type of issue are you debugging? ├── Test failure │ ├── Always fails (deterministic) -> Phase 1-4 systematic debugging │ ├── Intermittently fails (flaky) -> find-polluter.sh + timing analysis │ └── Only fails in CI, not locally -> Environment audit (OS, runtime, services) ├── Browser/UI bug │ ├── Visual/layout issue -> Chrome DevTools scripts + screenshot │ ├── Console errors -> console.js monitoring │ ├── Network/API issue -> network.js tracking │ └── Performance issue -> performance.js + Core Web Vitals ├── CI/CD pipeline failure │ ├── Build error (module not found, etc.) -> Root cause tracing + cache check │ ├── Timeout -> Pipeline analyzer + caching optimization │ ├── Permission error -> Permissions block audit │ └── Docker connection issue -> Runner/DinD configuration ├── Performance regression │ ├── Known when it started -> Git diff between good and current deploy │ └── Unknown source -> Performance profiler + trace recording ├── 3+ fix attempts have failed │ └── STOP. Question the architecture. Return to Phase 1. └── Not a debugging problem? -> See related skills ``` ## Quick Decision Matrix | Issue Type | Primary Tool | Reference | |------------|--------------|-----------| | Test failures | Systematic Debugging | `references/systematic-debugging/` | | Browser/UI bugs | Chrome DevTools + E2E Testing | `references/cdp-domains.md`, `references/e2e-workflow/` | | CI/CD failures | Pipeline Analyzer | `scripts/cicd/`, `references/cicd-troubleshooting.md` | | Performance issues | Performance Profiler | `references/performance-guide.md` | | Build errors | Root Cause Tracing | `references/root-cause-tracing.md` | | Flaky tests | Find Polluter Script | `scripts/find-polluter.sh` | ## The Four Phases You MUST complete each phase before proceeding to the next. ### Phase 1: Root Cause Investigation **BEFORE attempting ANY fix:** 1. **Read Error Messages Carefully** — Don't skip past errors; they often contain the exact solution. Read stack traces completely. Note line numbers, file paths, error codes. 2. **Reproduce Consistently** — Can you trigger it reliably? If not reproducible, gather more data, don't guess. 3. **Check Recent Changes** — Git diff, recent commits, new dependencies, config changes, environmental differences. 4. **Gather Evidence in Multi-Component Systems** — For each component boundary: log data in, log data out, verify config propagation, check state at each layer. 5. **Trace Data Flow** — Where does the bad value originate? Keep tracing up until you find the source. Fix at source, not at symptom. See `references/root-cause-tracing.md` for detailed backward tracing technique. ### Phase 2: Pattern Analysis 1. Find working examples in same codebase 2. Compare against reference implementation COMPLETELY 3. List every difference, however small 4. Understand dependencies: settings, config, environment ### Phase 3: Hypothesis and Testing 1. Form single hypothesis: "I think X is the root cause because Y" 2. Test minimally — smallest possible change to test hypothesis 3. Verify before continuing — Did it work? Yes = Phase 4, No = new hypothesis 4. When you don't know — Say "I don't understand X", don't pretend ### Phase 4: Implementation 1. Create failing test case — simplest possible reproduction 2. Implement single fix — address the root cause, ONE change at a time 3. Verify fix — Test passes? No other tests broken? 4. If 3+ fixes failed — STOP and question the architecture ## Browser Debugging Tools **Installation:** ```bash cd scripts/chrome-devtools && npm install ``` **Available Scripts:** | Script | Purpose | |--------|---------| | `navigate.js` | Navigate to URLs | | `screenshot.js` | Capture screenshots (auto-compresses >5MB) | | `click.js` | Click elements | | `fill.js` | Fill form fields | | `evaluate.js` | Execute JavaScript in page context | | `snapshot.js` | Extract interactive elements with metadata | | `console.js` | Monitor console messages/errors | | `network.js` | Track HTTP requests/responses | | `performance.js` | Measure Core Web Vitals + record traces | **Usage:** ```bash cd scripts/chrome-devtools node screenshot.js --url https://example.com --output ./page.png node console.js --url https://example.com --types error,warn --duration 5000 ``` ## E2E Testing Workflow 8-phase visual debugging with Playwright: 1. **Discovery** — Detect app type, framework (`references/e2e-workflow/phase-1-discovery.md`) 2. **Setup** — Install Playwright, generate config 3. **Preflight** — Validate app loads correctly 4. **Generation** — Create screenshot-enabled tests 5. **Capture** — Run tests and capture visual data 6. **Analysis** — LLM-powered visual analysis 7. **Regression** — Compare screenshots against baselines 8. **Export** — Package production-ready test suite Templates: `templates/e2e-testing/` | Examples: `examples/e2e-testing/` ## CI/CD Pipeline Debugging ```bash python3 scripts/cicd/ci_health.py --platform github --repo owner/repo python3 scripts/cicd/pipeline_analyzer.py --platform github --workflow .github/workflows/ci.yml ``` | Error Pattern | Common Cause | Quick Fix | |---------------|-------------|-----------| | "Module not found" | Missing dependency or cache issue | Clear cache, run `npm ci` | | "Timeout" | Job taking too long | Add caching, increase timeout | | "Permission denied" | Missing permissions | Add to `permissions:` block | | "Cannot connect to Docker" | Docker not available | Use correct runner or DinD | | Intermittent failures | Flaky tests or race conditions | Add retries, fix timing issues | **Debug logging:** GitHub Actions: `ACTIONS_RUNNER_DEBUG=true` | GitLab CI: `CI_DEBUG_TRACE: "true"` ## Test Pollution Detection ```bash ./scripts/find-polluter.sh '.git' 'src/**/*.test.ts' ``` Runs tests one-by-one, stops at first polluter. ## Defense-in-Depth Validation After fixing a bug, add validation at EVERY layer: 1. **Entry Point** — Reject obviously invalid input at API boundary 2. **Business Logic** — Ensure data makes sense for this operation 3. **Environment Guards** — Prevent dangerous operations in specific contexts 4. **Debug Instrumentation** — Capture context for forensics See `references/defense-in-depth.md` for complete pattern. ## Verification Before Completion ``` NO COMPLETION CLAIMS WITHOUT FRESH VERIFICATION EVIDENCE ``` 1. IDENTIFY: What command proves this claim? 2. RUN: Execute the FULL command (fresh, complete) 3. READ: Full output, check exit code, count failures 4. VERIFY: Does output confirm the claim? 5. ONLY THEN: Make the claim ## Anti-Patterns | Anti-Pattern | Problem | Solution | |---|---|---| | "Quick fix for now, investigate later" | Creates more bugs than it resolves; root cause remains | Iron Law: no fixes without Phase 1. Always complete root cause investigation first | | Guessing at fixes without understanding | 40% first-time fix rate vs 95% systematic; 2-3 hours vs 15-30 min | Follow all 4 phases; form single hypothesis and test minimally | | "Just try changing X and see if it works" | Random changes compound problems; introduce new bugs | Test ONE hypothesis at a time with smallest possible change | | Adding multiple changes at once | Cannot identify which change fixed (or broke) what | One change at a time; verify after each | | Skipping the test / manual verification only | No regression protection; bug will recur | Always create failing test case first (Phase 4, Step 1) | | 3+ failed fix attempts without stopping | Indicates wrong root cause hypothesis | STOP after 3 failures; question the architecture; return to Phase 1 | | Trusting "API returns 200" as success | 200 status doesn't mean response shape is correct for consumer | Check actual response data, not just status; validate contracts | | Proposing fixes before investigation | "I think the fix is X" skips root cause analysis | Let Phase 1 complete before suggesting any fix | | Omitting the stack trace | Most information-dense debugging input discarded | Always paste exact error message, stack trace, file paths, line numbers | || Fixing at symptom, not source | Bad value originates elsewhere; symptom fix masks real problem | Trace data flow upstream to source; fix at origin (Phase 1, Step 5) | || Assuming "it works" after one test passes | Fix may not cover edge cases; other components may break | Run full test suite after fix; verify at each defense layer | || Debugging without a failing test | No reproducibility; can't verify fix works or stays fixed | Create failing test first (Phase 4, Step 1); it's proof the fix is correct | || Ignoring environment differences | Bug appears only in CI/production but not locally | Audit OS, runtime version, env vars, services, network before assuming code is the cause | ## Red Flags — STOP and Follow Process If you catch yourself thinking: - "Quick fix for now, investigate later" - "Just try changing X and see if it works" - "Add multiple changes, run tests" - "Skip the test, I'll manually verify" - "It's probably X, let me fix that" - "I don't fully understand but this might work" - "One more fix attempt" (when already tried 2+) **ALL of these mean: STOP. Return to Phase 1.** ## Resource Directory ### References - `references/systematic-debugging/` — Core debugging methodology - `references/root-cause-tracing.md` — Backward tracing technique - `references/defense-in-depth.md` — Multi-layer validation - `references/verification-before-completion.md` — Verification checklist - `references/cdp-domains.md` — Chrome DevTools Protocol (47 domains) - `references/puppeteer-reference.md` — Puppeteer API patterns - `references/performance-guide.md` — Performance debugging - `references/cicd-*.md` — CI/CD specific references - `references/e2e-workflow/` — E2E testing workflow phases - `references/workflow-modules/` — AI-powered debugging modules ### Scripts - `scripts/chrome-devtools/` — Browser automation scripts - `scripts/cicd/` — CI/CD analysis tools - `scripts/find-polluter.sh` — Test pollution finder ### Templates - `templates/e2e-testing/` — Playwright test templates - `templates/cicd/` — GitHub Actions + GitLab CI templates ## Integration - testing-framework — Set up test infrastructure debugging depends on - test-driven-development — Write tests first; debugging handles what gets through - code-review — Catch bugs before they reach debugging - cicd-pipelines — Design CI/CD pipelines; debugging handles when they break - docker-containerization — Container environments where many CI/CD bugs originate
Files in this package (95)
- SKILL.md 12 KB
- evals/evals.json 1 KB
- evals/trigger-evals.json 2 KB
- examples/e2e-testing/react-vite/example-page-object.ts 2 KB
- examples/e2e-testing/react-vite/example-test.spec.ts 5 KB
- examples/e2e-testing/reports/fix-recommendations.example.md 16 KB
- examples/e2e-testing/reports/visual-analysis-report.example.md 8 KB
- examples/workflow/ai-powered-testing.py 9 KB
- examples/workflow/console_logging.py 1 KB
- examples/workflow/element_discovery.py 1 KB
- examples/workflow/static_html_automation.py 1 KB
- references/cdp-domains.md 17 KB
- references/ci-cd-integration.md 3 KB
- references/cicd-best_practices.md 13 KB
- references/cicd-devsecops.md 19 KB
- references/cicd-optimization.md 12 KB
- references/cicd-security.md 12 KB
- references/cicd-troubleshooting.md 13 KB
- references/defense-in-depth.md 4 KB
- references/performance-guide.md 21 KB
- references/playwright-best-practices.md 2 KB
- references/puppeteer-reference.md 19 KB
- references/root-cause-tracing.md 5 KB
- references/troubleshooting.md 4 KB
- references/verification-before-completion.md 4 KB
- references/e2e-data/accessibility-checks.md 11 KB
- references/e2e-data/common-ui-bugs.md 16 KB
- references/e2e-data/error-patterns.yaml 13 KB
- references/e2e-data/framework-detection-patterns.yaml 11 KB
- references/e2e-data/framework-versions.yaml 9 KB
- references/e2e-data/playwright-best-practices.md 11 KB
- references/e2e-workflow/phase-1-discovery.md 2 KB
- references/e2e-workflow/phase-2-setup.md 2 KB
- references/e2e-workflow/phase-2.5-preflight.md 3 KB
- references/e2e-workflow/phase-3-generation.md 2 KB
- references/e2e-workflow/phase-4-capture.md 1 KB
- references/e2e-workflow/phase-5-analysis.md 2 KB
- references/e2e-workflow/phase-6-regression.md 2 KB
- references/e2e-workflow/phase-7-fixes.md 2 KB
- references/e2e-workflow/phase-8-export.md 2 KB
- references/systematic-debugging/CREATION-LOG.md 4 KB
- references/systematic-debugging/systematic-debugging.md 10 KB
- references/systematic-debugging/test-academic.md 1 KB
- references/systematic-debugging/test-pressure-1.md 2 KB
- references/systematic-debugging/test-pressure-2.md 2 KB
- references/systematic-debugging/test-pressure-3.md 3 KB
- references/workflow-modules/README.md 7 KB
- references/workflow-modules/ai-debugging.md 23 KB
- references/workflow-modules/automated-code-review.md 41 KB
- references/workflow-modules/performance-optimization.md 35 KB
- references/workflow-modules/smart-refactoring.md 35 KB
- references/workflow-modules/tdd-context7.md 36 KB
- scripts/find-polluter.sh 1 KB
- scripts/chrome-devtools/README.md 5 KB
- scripts/chrome-devtools/click.js 2 KB
- scripts/chrome-devtools/console.js 2 KB
- scripts/chrome-devtools/evaluate.js 1 KB
- scripts/chrome-devtools/fill.js 2 KB
- scripts/chrome-devtools/install-deps.sh 4 KB
- scripts/chrome-devtools/install.sh 2 KB
- scripts/chrome-devtools/navigate.js 1 KB
- scripts/chrome-devtools/network.js 3 KB
- scripts/chrome-devtools/package-lock.json 45 KB
- scripts/chrome-devtools/package.json 1 KB
- scripts/chrome-devtools/performance.js 4 KB
- scripts/chrome-devtools/screenshot.js 6 KB
- scripts/chrome-devtools/snapshot.js 3 KB
- scripts/chrome-devtools/__tests__/selector.test.js 6 KB
- scripts/chrome-devtools/lib/browser.js 2 KB
- scripts/chrome-devtools/lib/selector.js 5 KB
- scripts/cicd/ci_health.py 12 KB
- scripts/cicd/pipeline_analyzer.py 17 KB
- scripts/workflow/with_server.py 7 KB
- templates/alfred-integration.md 8 KB
- templates/cicd/github-actions/docker-build.yml 4 KB
- templates/cicd/github-actions/go-ci.yml 10 KB
- templates/cicd/github-actions/node-ci.yml 7 KB
- templates/cicd/github-actions/python-ci.yml 9 KB
- templates/cicd/github-actions/security-scan.yml 11 KB
- templates/cicd/gitlab-ci/docker-build.yml 8 KB
- templates/cicd/gitlab-ci/go-ci.yml 13 KB
- templates/cicd/gitlab-ci/node-ci.yml 7 KB
- templates/cicd/gitlab-ci/python-ci.yml 11 KB
- templates/cicd/gitlab-ci/security-scan.yml 11 KB
- templates/e2e-testing/global-setup.template.ts 4 KB
- templates/e2e-testing/global-teardown.template.ts 2 KB
- templates/e2e-testing/page-object.template.ts 2 KB
- templates/e2e-testing/playwright.config.template.ts 3 KB
- templates/e2e-testing/screenshot-helper.template.ts 7 KB
- templates/e2e-testing/test-spec.template.ts 3 KB
- templates/e2e-testing/configs/postcss-tailwind-v3.js 1 KB
- templates/e2e-testing/configs/postcss-tailwind-v4.js 1 KB
- templates/e2e-testing/css/tailwind-v3.css 1 KB
- templates/e2e-testing/css/tailwind-v4.css 1 KB
- templates/e2e-testing/css/vanilla.css 3 KB
Versions
| Repository | Score | Licence |
|---|---|---|
| This page · viktorbezdek/skillstack | 100 | MIT |
| sentimony/skills | 100 | MIT |
| sentimony/skills | 100 | MIT |
| wrongstack/wrongstack | 100 | MIT |
| dxos/dxos | 100 | Apache-2.0 |
| iliaal/ai-skills | 100 | MIT |
| t8jwscc7qy-sketch/foma-skills | 100 | Apache-2.0 |
| arxdsilva/ai-loops | 100 | MIT |
| zts212653/clowder-ai | 100 | MIT |
Database snapshot: 13.11.2026 · package version c890c23a2d4f (SHA-256 digest of the entire package)
Downloads in the last 30 days: 0 · ranking
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