Mechanical Failure Analysis

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Systematic methodology for investigating mechanical component failures, enabling root cause identification through fractography, metallography, stress analysis, and structured problem-solving.

Sby Skills Guide Bot
TestingAdvanced
7/22/2026
Claude Code
#failure-analysis#mechanical-engineering#fractography#root-cause-analysis#materials-testing

Recommended for

Automated summary

Structured failure investigation methodology for mechanical components, covering fractography, metallography, failure-mode identification, and root cause analysis.

Strengths

  • Walks through a four-phase process from evidence preservation to metallography, with concrete checklists at each step
  • Provides lookup tables mapping fracture features (striations, dimples, cleavage facets) to failure mechanisms
  • Combines SEM/EDS fractography, metallographic examination, and root cause frameworks (5-Why, Fishbone)
  • Includes corrective action development and failure analysis report generation

Limitations

  • Purely methodological: it does not perform actual SEM/EDS or metallographic analysis, only recommends it
  • Does not cover quantitative fracture mechanics calculations or probabilistic fault tree analysis
  • Assumes the user already has the failed samples and access to laboratory equipment
When to use it

Use when a mechanical component has fractured or degraded and you need to structure the investigation, interpret fracture observations, or draft a failure analysis report.

Security analysis

Safe
Quality score80/100

The SKILL.md is purely reference documentation: methodology phases, fractography/metallography interpretation tables, root-cause frameworks, and input/output JSON schemas. There are no shell commands, downloads, obfuscated payloads, secret handling, or destructive instructions; the declared Bash/Write permissions are unused by the content and carry no inherent execution risk as written.

Findings
  • •Declares Bash and Write in allowed-tools, but the body contains no executable commands, scripts, or file-system operations
  • •References external laboratory equipment (SEM/EDS, metallography) that the agent cannot actually operate; no network or credential handling involved
How this analysis is made

Examples

Fatigue fracture at a keyway
My steel drive shaft failed after about 2 million cycles. There are beach marks radiating from the keyway fillet and almost no plastic deformation. Walk me through a failure analysis: root cause via 5-Why and corrective actions.
Choosing metallography samples
I have a fractured aluminum bracket with a flat, chevron-marked surface. Help me plan the fractography and metallography work: what to section, which etchant, and what features to look for in SEM.
Writing the FA report
Draft a failure analysis report for a stainless steel flange that cracked with branching cracks in a chloride environment. Structure it per the failure-analysis methodology: evidence, examination, fractography, metallography, conclusions, corrective actions.

name: failure-analysis description: Systematic failure analysis methodology for mechanical component failures allowed-tools:

  • Read
  • Write
  • Glob
  • Grep
  • Bash metadata: specialization: mechanical-engineering domain: science category: materials-testing priority: medium phase: 8 tools-libraries:
    • SEM/EDS analysis tools
    • Metallographic equipment
    • NDT methods graph: domains: [domain:mechanical-engineering] skillAreas: [skill-area:physics-simulation, skill-area:mathematical-reasoning, skill-area:motion-planning] roles: [role:systems-integration-engineer, role:research-engineer]

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

  1. Documentation

    • Photograph failed components as-received
    • Document orientation and assembly position
    • Record operating conditions at failure
    • Preserve all fragments
  2. Chain of Custody

    • Log all handling
    • Secure storage
    • Controlled access
    • Document any cleaning or cutting

Phase 2: Visual Examination

  1. Macroscopic Features | Feature | Indication | |---------|------------| | Beach marks | Fatigue | | Chevron marks | Brittle fracture | | Shear lips | Ductile overload | | Corrosion products | Environmental attack | | Wear patterns | Tribological failure |

  2. Fracture Origin

    • Identify initiation site
    • Look for stress concentrations
    • Check for material defects
    • Document surface conditions

Phase 3: Fractography

  1. Optical Microscopy

    • Low magnification overview
    • Document fracture features
    • Identify regions of interest
  2. 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 |

  3. EDS Analysis

    • Identify corrosion products
    • Detect contamination
    • Verify material composition

Phase 4: Metallography

  1. Sample Preparation

    • Section perpendicular to fracture
    • Mount in appropriate media
    • Grind and polish
    • Select appropriate etchant
  2. 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

  1. Preserve evidence before any destructive examination
  2. Document all observations photographically
  3. Follow systematic investigation process
  4. Consider multiple failure mechanisms
  5. Correlate fracture features with stress analysis
  6. 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

From the file to a first result

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View the source and supporting files

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1. Download the file

Download SKILL.md

From the root of a test project, save the file as .skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.

Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.

mkdir -p '.skill-downloads/mechanical-failure-analysis-mrwakbbx' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/mechanical-failure-analysis-mrwakbbx/download' --output '.skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md.part' && mv '.skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md.part' '.skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md'

2. Check prerequisites

Read SKILL.md before using it. If it references scripts or external services, inspect them and prepare the required access in your test environment.

No recognized prerequisites section in this file. This does not mean it is self-contained: libraries, tools and access requirements may be mentioned elsewhere in the content or source repository.

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3. Load the skill

After inspection, copy the complete folder into your project using one of the commands below, then open a new tool session. The command stops if a folder with the same name already exists: compare the files before replacing it.

Claude Code
test -f '.skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md' && test -s '.skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/failure-analysis' && cp -R '.skill-downloads/mechanical-failure-analysis-mrwakbbx' '.claude/skills/failure-analysis'

OpenSkills

OpenSkills must already be installed. The local install/read procedure is checked with OpenSkills 1.5.0, which requires Node.js ≥ 20.6.0. Catalog slugs are not resolved automatically.

Official OpenSkills installation
openskills install './.skill-downloads/mechanical-failure-analysis-mrwakbbx'

openskills read 'mechanical-failure-analysis-mrwakbbx'

Reading should display the installed file content and its base directory. It does not run the skill or install its dependencies.

For an agent that reads AGENTS.md, then sync the index. This command changes AGENTS.md: review the diff before using it.

openskills sync

Manual method or another tool: attach SKILL.md to a conversation, or open it in an agent that can read files. Include any required supporting resources. No universal folder is recognized by every tool.

4. Try a first task

Use a short, synthetic input: an API endpoint, a small document or an interface brief. In a new conversation, attach the file or give the agent its path, then adapt this request:

Read .skill-downloads/mechanical-failure-analysis-mrwakbbx/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.

Expected result: output matching the skill instructions, or a precise list of missing prerequisites. A read confirmation alone does not validate a first use. If an external resource is unavailable, that path remains untested.

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