five-whys
Root cause analysis using the Five Whys technique. Use when a bug persists despite surface fixes, a failure recurs, or a process keeps breaking. Ensures the fix targets the root, not the symptom.
- License 许可
- Apache-2.0
- 最近更新
- 2026-11-13
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- ★ 1.6k
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- 483
01 前言 Front Matter
- name
- five-whys
- description
- Root cause analysis using the Five Whys technique. Use when a bug persists despite surface fixes, a failure recurs, or a process keeps breaking. Ensures the fix targets the root, not the symptom.
03 SKILL.md 正文
Five Whys — Root Cause Analysis
The Rule
DO NOT FIX THE SYMPTOM. FIND THE CAUSE.
A fix that doesn't address the root cause is temporary. The cause returns.
Protocol
Step 1 — Define the problem precisely
One concrete sentence. Not vague.
| Wrong | Correct |
|---|---|
| "The system is slow" | "GET /orders exceeds 3s for 90% of requests in prod since Friday" |
| "Tests fail sometimes" | "test_payment_flow fails in CI roughly 1 in 20 runs with no clear error message" |
Step 2 — Five Whys cascade
For each answer, ask: "Why does that happen?"
Don't stop until you reach something you control — a decision, a process, a line of code, a missing configuration.
Problem: Users see another user's data
Why 1: Cache returns the wrong entry
Why 2: Cache key does not include user_id
Why 3: Developer assumed the endpoint was public
Why 4: No isolation test existed for this endpoint
Why 5: Code review had no data isolation checklist
→ Root cause: review process missing a security checklist
Step 3 — Validate in reverse
Read the chain bottom-up: "No review checklist → cache key missing user_id → data leak." If the chain holds, the root cause is valid.
Step 4 — Fix at the root, not the symptom
Fix at the deepest level that is practical to change.
| Fix level | Example | Durability |
|---|---|---|
| Symptom | Manually flush cache | Hours |
| Proximate cause | Add user_id to cache key | Days |
| Root cause | Add isolation checklist to review | Permanent |
If you can only fix an intermediate level, document the root cause as tracked technical debt with a concrete TODO.
Branching
A root cause can have multiple branches — explore all before choosing where to fix.
Problem: Deploy fails in prod but not in staging
Branch A: different configuration (env vars, secrets)
Branch B: prod data has different volume or format
Branch C: network dependencies only reachable in prod
Test each branch independently. Do not assume.
When to Stop
Stop before the 5th why if you reach a clear, actionable root cause. Stop after the 5th if the chain hasn't converged — there may be multiple independent root causes.
Output
Document the analysis:
**Problem:** [concrete one-liner]
**Root cause:** [deepest level found]
**Fix:** [concrete action with file/component]
**Temporary fix (if needed):** [what you apply now while the real fix is in progress]
**Technical debt:** [what remains unresolved and why]
Integration with A Team
- Run this skill before launching the
systematic-debuggingagent — Five Whys defines the investigation scope - After finding the root cause, use the
tdd-guideagent to write the test that would have caught it - If the root cause implies a process change, document the analysis in
DAILY.md
04 同仓库更多 Skills
migrate-to-e2e
Moves an existing Playwright, Cypress, Selenium, Appium, Detox, Maestro, or TesterArmy suite to e2e one slice at a time, with the old suite running beside the new one until each ported test is proven. Keeps a MIGRATION.md progress file so any later session resumes where the last stopped. Optionally plants a defect to show both suites catch it. Use for /migrate-to-e2e, "migrate our tests to e2e", "port these Maestro flows", "move our TesterArmy tests", or when a project has an e2e config and an older suite still running.
e2e
Writes, runs, and debugs end-to-end tests for web and mobile apps with e2e, the agentic test runner, which mixes agent.act goals with exact locator assertions on a Playwright browser or an iOS or Android device. Also drives a project's running app live over the e2e MCP server to look at a screen, check a UI change, take a screenshot or record a video, and try a locator; and runs bug bashes, parallel e2e explore runs with each bug proven by a repro test. Use when a project depends on e2e or has an e2e.config.ts, when asked for end-to-end, browser, mobile, or agentic UI tests, to check a change in the running app, to QA or bug bash an app or branch, or when an e2e run fails.
create-verification-skill
Generate a project-local verify-<app> skill on top of e2e, so any coding agent can launch the app, check it is worth driving, exercise a feature the way a user does, keep evidence, and bug bash it. Writes the skill, a feature map with one explore charter per feature, and proves it once. Use for /create-verification-skill, "make a verification skill for this repo", or when a project has no scripted way to prove UI behavior.
deja-search
deja-vu memory — search the user's past AI coding sessions with the deja CLI. Holds what they already settled and never wrote into the repo (naming rules, banned or already-tried tools, required checks before merge, preferred values, who owns what). Use before your first edit in a task, before you call a change done or ready to merge, before you recommend a tool, library, design or reviewer, before re-debugging an error that may already be solved, when they say 'didn't we fix this before', 'what did we decide about X' or 'I already have that', and before telling them something on this machine does not exist.
deja-reflect
End-of-session reflection and memory curation with deja-vu. Review what was decided, what commands broke and what repaired them, and record durable project rules or decisions with deja remember so the next session starts with them.
revid
Make, edit, export and post AI videos with Revid (revid.ai) through the Revid MCP server. Use whenever the user wants a short-form or long-form video made (from an idea, a script, a URL, an article, a PDF, a tweet, a product page, their own clips, or a song), wants to find what is going viral on TikTok, YouTube, Instagram or X before making something, wants to edit or re-export an existing Revid project, generate a standalone AI image or clip, make a series episode, or publish and schedule a finished video to connected social accounts. Covers setup (hosted MCP with OAuth, or an API key), the 36 tools, credits, polling and the rules for publishing. Routes to the more specific revid-* skills when one fits.