MCP App StoreMCP App Store
from a5c-ai
Systematic methodology for investigating mechanical component failures and identifying root causes.
The Mechanical Failure Analysis skill provides a rigorous, engineering-based framework for investigating why mechanical components fail. It guides the agent through a structured four-phase process:
It includes built-in logic for failure mode identification (Fatigue, Overload, Corrosion, Wear) and root cause analysis tools like the 5-Why method and Fishbone diagrams, ensuring that conclusions are backed by physical evidence and engineering standards.
This skill has not been reviewed by our automated audit pipeline yet.
5S Auditor
Conduct structured 5S workplace audits with scoring, photo documentation, trend analysis, and action-item tracking to improve shop-floor organization and sustai
Portfolio Optimization
Select and balance project portfolios using constraint-based mathematical optimization to maximize value under budget, resource, and strategic constraints.
XRD Crystallography Analyzer
Analyze X-ray diffraction data for phase identification, crystallite size, and lattice parameter refinement of nanomaterials.
OSF Workflow Integrator
Integrate agent workflows with the Open Science Framework: create projects, upload materials, manage preregistrations, and generate DOI-backed artifacts.
Quantum Statevector Simulator
Expert guidance for exact quantum circuit simulation using full state vector methods for validation and analysis.
Click CLI Scaffolder
Generate professional Python CLI applications using the Click library with a complete project structure and best practices.
Survey Design
Design and analyze surveys for product validation and user research: PMF, NPS, feature validation, onboarding feedback, exit surveys, and statistical analysis o
Omnichannel Fulfillment Allocator
Allocate orders intelligently across fulfillment nodes (DCs, stores) with ATP, ship-from-store and BOPIS support to optimize cost and delivery promise.
Automotive Requirements Engineering
Provides automotive requirements management, traceability and change-impact analysis following INCOSE and industry practices.
Video Marketing & Optimization
Optimize YouTube channels and videos with deep SEO analysis, A/B testing for thumbnails, and advanced performance analytics.
DAG Diagnosis (Airflow)
Structured root-cause diagnosis for failed Airflow DAGs with actionable fixes, impact assessment, and prevention recommendations.
CloudBees CI — RCA Integration
Investigate CloudBees (Jenkins-compatible) builds, deployments, pipeline stages, logs, and test results to accelerate root cause analysis during incidents.
Waterproofing Worker
Expert waterproofing specialist for building envelopes—diagnose leaks, select membranes, and specify installation and testing for durable moisture control.
TB2J — Magnetic Interaction Toolkit
Expert guidance for using TB2J command-line tools to extract magnetic interaction parameters (J, DMI, anisotropy) from DFT outputs and prepare inputs/outputs fo
Systematic Debugging
A four-phase debugging protocol (reproduce → investigate → root-cause → fix) that forces evidence-based fixes and avoids guess-and-check thrashing when tests fa
Pymatgen — Materials Science Toolkit
Programmatic materials-science toolkit for structure I/O, phase diagrams, band-structure/DOS analysis and Materials Project integration.
Parallel Debug (3-Agent Competing Hypotheses)
A 3-agent competing-hypotheses debugging pattern for complex, time-sensitive bugs — run three investigators in parallel to converge on root cause faster.
Postmortem Writing
Guided, blameless postmortem authoring: timelines, root-cause analysis, and actionable follow-ups to turn incidents into organizational learning.