Babysitter failure-analysis
Systematic failure analysis methodology for mechanical component failures
install
source · Clone the upstream repo
git clone https://github.com/a5c-ai/babysitter
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/a5c-ai/babysitter "$T" && mkdir -p ~/.claude/skills && cp -r "$T/library/specializations/domains/science/mechanical-engineering/skills/failure-analysis" ~/.claude/skills/a5c-ai-babysitter-failure-analysis && rm -rf "$T"
manifest:
library/specializations/domains/science/mechanical-engineering/skills/failure-analysis/SKILL.mdsource content
Failure Analysis Skill
Purpose
The Failure Analysis skill provides systematic methodology for investigating mechanical component failures, enabling root cause identification through fractography, metallography, stress analysis, and structured problem-solving approaches.
Capabilities
- Fractography interpretation (SEM, optical)
- Metallographic examination guidance
- Root cause analysis frameworks (5-Why, Fishbone)
- Failure mode identification (fatigue, corrosion, overload)
- Stress analysis correlation to failure location
- Chemical analysis interpretation
- Corrective action development
- Failure analysis report generation
Usage Guidelines
Investigation Process
Phase 1: Evidence Preservation
-
Documentation
- Photograph failed components as-received
- Document orientation and assembly position
- Record operating conditions at failure
- Preserve all fragments
-
Chain of Custody
- Log all handling
- Secure storage
- Controlled access
- Document any cleaning or cutting
Phase 2: Visual Examination
-
Macroscopic Features
Feature Indication Beach marks Fatigue Chevron marks Brittle fracture Shear lips Ductile overload Corrosion products Environmental attack Wear patterns Tribological failure -
Fracture Origin
- Identify initiation site
- Look for stress concentrations
- Check for material defects
- Document surface conditions
Phase 3: Fractography
-
Optical Microscopy
- Low magnification overview
- Document fracture features
- Identify regions of interest
-
Scanning Electron Microscopy (SEM)
Fracture Feature Failure Mode Striations Fatigue crack growth Dimples Ductile overload Cleavage facets Brittle fracture Intergranular Creep, SCC, hydrogen Quasi-cleavage Mixed mode -
EDS Analysis
- Identify corrosion products
- Detect contamination
- Verify material composition
Phase 4: Metallography
-
Sample Preparation
- Section perpendicular to fracture
- Mount in appropriate media
- Grind and polish
- Select appropriate etchant
-
Examination
- Grain structure
- Heat treatment condition
- Inclusions and defects
- Microcracking
- Decarburization
Failure Mode Identification
Fatigue Failure
Characteristics: - Beach marks (macroscopic) - Striations (microscopic) - Origin at stress concentration - Minimal plastic deformation - Flat fracture surface Contributing Factors: - Cyclic loading - Stress concentration - Residual stress - Material defects - Environmental effects
Overload Failure
Ductile: - Significant plastic deformation - Cup-and-cone fracture (tensile) - Shear lips - Dimpled fracture surface Brittle: - Little plastic deformation - Flat fracture surface - Chevron marks pointing to origin - Cleavage or intergranular fracture
Corrosion Failures
| Type | Characteristics | Environment |
|---|---|---|
| Uniform | General metal loss | Acids, bases |
| Pitting | Localized attack | Chlorides |
| SCC | Branching cracks | Specific ion + stress |
| Corrosion fatigue | Accelerated fatigue | Cyclic + corrosive |
| Hydrogen embrittlement | Intergranular fracture | Hydrogen source |
Wear Failures
| Type | Mechanism | Evidence |
|---|---|---|
| Adhesive | Material transfer | Galling, scoring |
| Abrasive | Hard particle cutting | Grooves, scratches |
| Erosive | Fluid/particle impact | Surface damage pattern |
| Fretting | Small amplitude motion | Oxide debris, pitting |
Root Cause Analysis
5-Why Method
Problem: Shaft failure Why 1: Fatigue fracture Why 2: High stress concentration at keyway Why 3: Sharp corner radius Why 4: Drawing did not specify radius Why 5: Design review did not catch omission Root Cause: Inadequate design review process
Fishbone Diagram Categories
- Material: Composition, defects, properties
- Machine: Equipment condition, maintenance
- Method: Process, procedure, design
- Man: Training, error, supervision
- Environment: Temperature, humidity, contamination
- Measurement: Calibration, accuracy
Process Integration
- ME-016: Failure Analysis Investigation
Input Schema
{ "failed_component": { "part_number": "string", "material": "string", "service_history": "string", "failure_date": "date" }, "operating_conditions": { "loads": "string", "environment": "string", "temperature": "number (C)", "cycles_or_hours": "number" }, "available_evidence": { "fracture_surfaces": "boolean", "mating_parts": "boolean", "lubricant_samples": "boolean", "maintenance_records": "boolean" }, "analysis_scope": "preliminary|comprehensive" }
Output Schema
{ "failure_mode": "fatigue|overload|corrosion|wear|other", "root_cause": "string", "contributing_factors": "array", "evidence_summary": { "visual": "string", "fractography": "string", "metallography": "string", "chemical": "string" }, "corrective_actions": [ { "action": "string", "category": "design|material|process|maintenance", "priority": "high|medium|low" } ], "preventive_recommendations": "array", "report_reference": "string" }
Best Practices
- Preserve evidence before any destructive examination
- Document all observations photographically
- Follow systematic investigation process
- Consider multiple failure mechanisms
- Correlate fracture features with stress analysis
- Validate root cause with evidence
Integration Points
- Connects with FEA Structural for stress analysis
- Feeds into Material Selection for improved materials
- Supports Design Review for lessons learned
- Integrates with Quality for corrective actions