Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add RBraga01/Quality-Engineering-Skills --skill 5why-root-causegit clone --depth 1 https://github.com/RBraga01/Quality-Engineering-SkillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/rbraga01/quality-engineering-skills/5why-root-cause)<a href="https://agentmods.dev/skills/rbraga01/quality-engineering-skills/5why-root-cause"><img src="https://agentmods.dev/badge/skills/rbraga01/quality-engineering-skills/5why-root-cause/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/rbraga01/quality-engineering-skills/5why-root-cause"><img src="https://agentmods.dev/badge/skills/rbraga01/quality-engineering-skills/5why-root-cause.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00077 | $0.01889 |
| Opus 5.5 | $0.00031 | $0.00756 |
| Sonnet 5.5 | $0.00015 | $0.00378 |
| Haiku 4.5 | $0.00008 | $0.00189 |
Grade A, and why
5why-root-cause scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 191 lines — stays where its author put it; the contents beside it link to each section on GitHub.
5-Why Root Cause Analysis
Goal
Identify and validate a systemic root cause through a structured, evidence-based Why chain that can be directly linked to a corrective action.
Required Execution Checklist
- Problem defined with measurable data (value vs. specification)
- Linear Why chain built — one cause path at a time, no branching
- Each Why supported by objective evidence (not opinion or "probably")
- Logical consistency verified — reversal check passed
- Systemic root cause identified (not "human error" or symptom)
- Root cause validated: reproducibility test + elimination test
- Output enables definition of corrective action (PCA or CAPA)
When to use
Use 5-Why for any quality problem with a single, linear cause chain. Works best for process failures, equipment failures, and procedural non-compliances. For complex problems with multiple contributing causes, use Fishbone first to identify candidate root causes, then use 5-Why to drill into each.
If multiple potential cause paths exist — do not combine them into one chain. Run separate 5-Why chains for each path and determine which is confirmed by evidence.
Prerequisites
- Problem is clearly defined (use Is/Is-Not to scope if needed)
- The investigation team has access to the process, machine, or system where the defect occurred
- Physical evidence or production records are available
Use within 8D — Occurrence and Escape
When used for 8D D4, two separate Why chains are required:
| Chain | Starting question | What it finds |
|---|---|---|
| Occurrence chain | "Why did the defect happen?" | Root Cause of Occurrence (RCO) — the process or design failure that created the defect |
| Escape chain | "Why was the defect not detected before reaching the customer?" | Root Cause of Escape (RCE) — the detection system failure |
Run each chain independently. Do not mix occurrence and escape causes in the same chain — they have different corrective actions. The occurrence chain addresses prevention; the escape chain addresses detection.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 191 lines · 77 tokens per session scan A 492a3f50c07e
5why-root-cause is a skill published in the GitHub repository RBraga01/Quality-Engineering-Skills (43 stars, last pushed 7d ago), licensed MIT. It adds 77 tokens to every session and 1,889 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
5why-root-cause compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| 5why-root-causeRBraga01/Quality-Engineering-Skills | Skill | 43 | 7d ago | MIT | A | 77 | Claude Code, Codex |
| brutal-honesty-reviewproffesor-for-testing/agentic-qe | Skill | 525 | yesterday | MIT | A | 72 | Claude Code |
| bug-reporting-excellenceproffesor-for-testing/agentic-qe | Skill | 525 | yesterday | MIT | A | 33 | Claude Code |
| exploratory-testing-advancedproffesor-for-testing/agentic-qe | Skill | 525 | yesterday | MIT | A | 45 | Claude Code |
| debug-loopproffesor-for-testing/agentic-qe | Skill | 525 | yesterday | MIT | A | 27 | Claude Code |
| agent-refinementproffesor-for-testing/agentic-qe | Skill | 525 | yesterday | MIT | A | 15 | Claude Code |
| performance-analysisproffesor-for-testing/agentic-qe | Skill | 525 | yesterday | MIT | A | 20 | Claude Code |