LGDiMaggio

LGDiMaggio/predictive-maintenance-mcp

Plugin Claude Code

Plugin marketplace listing 1 plugin: predictive-maintenance.

LGDiMaggio/predictive-maintenance-mcp

Plugin Claude Code

Industrial-grade predictive maintenance skills, agents, and workflows for the predictive-maintenance-mcp server. Provides domain expertise for vibration analysis, bearing/gear fault diagnosis, anomaly detection, ISO 20816-3 compliance, and diagnostic report generation.

LGDiMaggio/predictive-maintenance-mcp

Agent

Autonomous end-to-end machinery diagnostic agent following ISO 13374.

LGDiMaggio/predictive-maintenance-mcp

Agent

Signal characterization, comparison, and outlier detection agent.

LGDiMaggio/predictive-maintenance-mcp

Command

Start a bearing fault diagnosis workflow on a vibration signal.

LGDiMaggio/predictive-maintenance-mcp

Command

Generate a diagnostic report for a vibration signal.

LGDiMaggio/predictive-maintenance-mcp

Command

Run a quick vibration health screening on a signal.

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

ML-based anomaly detection and model training for vibration signals using the predictive-maintenance-mcp server. Use this skill when the user says "anomaly detection", "train model", "detect anomalies", "outlier detection", "normal vs abnormal", "machine learning", "one-class SVM", "LOF", "local outlier factor"…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Complete bearing fault diagnostic workflow using vibration analysis and the predictive-maintenance-mcp server. Use this skill when the user says "diagnose bearing", "bearing fault", "bearing check", "detect bearing damage", "bearing vibration analysis", "inner race fault", "outer race fault", "ball defect", "cage…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Search machine manuals, bearing catalogs, and technical documentation using RAG-based retrieval via the predictive-maintenance-mcp server. Use this skill when the user says "search documentation", "find in manual", "bearing catalog", "look up bearing", "machine manual", "extract specs", "find bearing specs", "SKF…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Gear fault diagnosis workflow using vibration analysis via the predictive-maintenance-mcp server. Use this skill when the user says "gear fault", "gear diagnosis", "gear mesh", "gearbox analysis", "gear vibration", "tooth damage", "gear defect", "diagnose gear", "gear mesh frequency", "sideband analysis", or wants to…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Prognostic assessment workflow: trend analysis, degradation onset detection, and Remaining Useful Life (RUL) estimation using the predictive-maintenance-mcp server. Use this skill when the user says "trend analysis", "degradation trend", "RUL", "remaining useful life", "prognosis", "prognostics", "failure prediction"…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Fast vibration health screening for industrial machinery using the predictive-maintenance-mcp server. Use this skill when the user says "quick check", "health screening", "vibration check", "is this machine healthy", "overall health", "quick diagnostic", "machine status", "condition monitoring", "health assessment"…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Generate professional diagnostic reports (HTML, DOCX) for vibration analysis using the predictive-maintenance-mcp server. Use this skill when the user says "generate report", "create report", "export report", "diagnostic report", "save analysis", "create PDF", "archive results", "full documentation", "DOCX report"…

LGDiMaggio/predictive-maintenance-mcp

Skill Claude CodeCodex

Signal loading, generation, and cache management using the predictive-maintenance-mcp server. Use this skill when the user says "load signal", "import signal", "list signals", "available signals", "generate test signal", "create test data", "synthetic signal", "clear cache", "signal info", "what signals are loaded"…

LGDiMaggio/mcp-motor-current-signature-analysis

MCP server Claude CodeCodexCursor +2

MCP server for Motor Current Signature Analysis (MCSA) — spectral analysis, fault frequency calculation, and fault detection in electric motors. Runs locally from the mcp-server-mcsa Python package.

LGDiMaggio/claude-stwinbox-diagnostics

Skill Claude CodeCodex

WHAT: Connects to the STEVAL-STWINBX1 sensor board to acquire vibration data, configure MEMS sensors, and establish baseline vibration profiles for rotating machinery. WHEN: Use when the user wants to start monitoring a machine, acquire vibration data from the STWIN.box, configure sensor parameters, set up data…

LGDiMaggio/claude-stwinbox-diagnostics

Skill Claude CodeCodex

WHAT: Generates structured diagnostic reports for machine operators and maintenance technicians, summarizing vibration analysis results with severity levels, fault findings, and actionable maintenance recommendations in clear, non-technical language. WHEN: Use when the user asks to create a report, generate a…

LGDiMaggio/claude-stwinbox-diagnostics

Skill Claude CodeCodex

WHAT: Performs multi-step vibration analysis to diagnose rotating machinery faults including unbalance, misalignment, bearing defects, and mechanical looseness using FFT, envelope analysis, and bearing fault-frequency calculations. WHEN: Use when the user has vibration data (live from STWIN.box or from a file) and…