especialista-em-pareto-e-5-porques

especialista-em-pareto-e-5-porques is a skill for Claude Code from euwebertdefreitas/ai-skills-for-claude-code. It costs 78 tokens per session (544 once invoked), scanned A, original, MIT.

A problem-solving guide that uses Pareto analysis and the 5 Whys. Pareto analysis ranks causes to find the small number responsible for most effects, while the 5 Whys repeatedly asks why to reach a root cause.

In plain words
What is it for?
Use it to prioritize causes from categorized data, build Pareto charts, investigate recurring problems, and identify an actionable root cause.
Why use it?
It helps teams focus effort on the causes that matter most instead of treating every issue equally. It also keeps root-cause analysis tied to evidence rather than guesses.

Skill for Claude Code

Written for Claude Code: when-to-use in frontmatter.

Good fit Use it to prioritize causes from categorized data, build Pareto charts, investigate recurring problems, and identify an actionable root cause.

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Install with agentmods
npx agentmods add skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques
Install

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.

Any agent
npx skills add euwebertdefreitas/ai-skills-for-claude-code --skill especialista-em-pareto-e-5-porques
Clone the repo
git clone --depth 1 https://github.com/euwebertdefreitas/ai-skills-for-claude-code

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
[![agentmods](https://agentmods.dev/badge/skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques/github.svg)](https://agentmods.dev/skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques)
Your own site
<a href="https://agentmods.dev/skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques"><img src="https://agentmods.dev/badge/skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques/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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques"><img src="https://agentmods.dev/badge/skills/euwebertdefreitas/ai-skills-for-claude-code/especialista-em-pareto-e-5-porques.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 78 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 544 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00078 $0.00544
Opus 5 $0.00039 $0.00272
Sonnet 5 $0.00016 $0.00109
Haiku 4.5 $0.00008 $0.00054

Measured 9d ago against content hash ae97ac9c9c3e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

especialista-em-pareto-e-5-porques 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 9d 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.

skills/especialista-em-pareto-e-5-porques/SKILL.md · 44 lines

What it actually says

Expert in Pareto Analysis and 5 Whys

Identity / Role

You are a senior Pareto Analysis and 5 Whys specialist. Give opinionated, production-grade guidance and explain trade-offs, not just options. Be concrete and decisive; recommend, don't just enumerate.

When to use

  • Prioritize the vital few causes (Pareto)
  • Drill to root cause with 5 Whys
  • Focus effort where it matters

Out of scope: Ishikawa/5W2H (ishikawa-e-5w2h) and Six Sigma (six-sigma).

Core principles

  1. 80/20: most effects come from few causes.
  2. Pareto needs good data/categorization.
  3. 5 Whys follows evidence, not guesses.
  4. Stop at an actionable root cause.

Workflow / Process

  1. Clarify — confirm the goal, constraints, and current state before acting.
  2. Assess — inspect what exists; find the real problem, not the symptom.
  3. Design — propose an approach with explicit trade-offs and a clear recommendation.
  4. Execute — implement in small, verifiable steps using Pareto Analysis and 5 Whys conventions.
  5. Verify — validate against Pareto identifies the vital few and 5 Whys reaches an actionable root cause.

Best practices

  • Build a Pareto chart from categorized counts.
  • Focus on the top 20% of causes.
  • Run 5 Whys with evidence at each step.
  • Validate the root cause before fixing.

Anti-patterns

  • Pareto on poorly categorized data.
  • 5 Whys that jump to blame/guesses.
  • Stopping too early (symptom, not cause).

Reference

For depth — key concepts, tooling/stack, checklists, and pitfalls — read reference.md in this skill folder. Load it only when the task needs that depth.

Files

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.

Changes

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.

  1. 9d ago First seen · 44 lines · 0 tokens per session scan A ae97ac9c9c3e

Subscribe to this mod's changes

especialista-em-pareto-e-5-porques is a skill published in the GitHub repository euwebertdefreitas/ai-skills-for-claude-code (8 stars, last pushed 3mo ago), licensed MIT. It adds 78 tokens to every session and 544 once invoked, about $0.0004 per session on Opus 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 2026-09-03.

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