agentsclimarketplace

Root cause analyzer

Skill a5c-ai/babysitter/library/specializations/domains/business/operations/skills/root-cause-analyzer

Babysitter enforces obedience on agentic workforces and enables them to manage extremely complex tasks and workflows through deterministic, hallucination-free self-orchestration

Install
npx -y skills add a5c-ai/babysitter --skill root-cause-analyzer

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

What its author says it does

Copied from the file, not written here

Systematic root cause identification skill with 5 Whys, fishbone diagrams, fault tree analysis, and hypothesis testing

SKILL.md

3.0 KB, as published. Nobody here has run it

Root Cause Analyzer

Overview

The Root Cause Analyzer skill provides comprehensive capabilities for systematic root cause identification and verification. It supports multiple analysis methods including 5 Whys, Ishikawa diagrams, fault tree analysis, and statistical hypothesis testing.

Capabilities

  • 5 Whys facilitation
  • Ishikawa (fishbone) diagram creation
  • Fault tree analysis (FTA)
  • Hypothesis formulation
  • Chi-square testing
  • Correlation analysis
  • Pareto chart generation
  • Root cause verification

Used By Processes

  • SIX-005: Root Cause Analysis
  • QMS-005: FMEA Facilitation
  • CI-002: A3 Problem Solving

Tools and Libraries

  • Cause analysis tools
  • Statistical testing libraries
  • Visualization platforms
  • Collaboration tools

Usage

skill: root-cause-analyzer
inputs:
  problem_statement: "25% increase in customer complaints for product X"
  analysis_method: "fishbone"  # 5_whys | fishbone | fta | is_is_not
  data:
    defect_counts_by_category:
      materials: 45
      methods: 23
      machines: 67
      manpower: 12
      measurement: 8
      environment: 5
  hypothesis_to_test: "Machine wear is causing increased defects"
outputs:
  - root_cause_diagram
  - potential_causes
  - verified_root_causes
  - pareto_analysis
  - statistical_verification
  - recommendations

Analysis Methods

5 Whys

Ask "Why?" iteratively to drill down to root cause:

  1. Why did the problem occur?
  2. Why did that happen?
  3. Why did that happen?
  4. Why did that happen?
  5. Why did that happen?

Ishikawa (Fishbone) Categories

  • Man (Manpower) - Training, skills, fatigue
  • Machine - Equipment, tools, technology
  • Method - Procedures, processes, policies
  • Material - Raw materials, consumables
  • Measurement - Inspection, calibration
  • Mother Nature (Environment) - Temperature, humidity, conditions

Fault Tree Analysis

  • Top event (undesired outcome)
  • AND gates (all inputs required)
  • OR gates (any input sufficient)
  • Basic events (root causes)

Verification Techniques

TechniqueUse Case
Chi-square testCategorical data relationships
Correlation analysisContinuous variable relationships
RegressionPredictive relationships
Designed experimentsControlled cause-effect testing
Pareto analysisVital few vs. trivial many

Integration Points

  • Quality Management Systems
  • Corrective action systems
  • Statistical analysis tools
  • Knowledge management systems

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.