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 fault", "BPFO", "BPFI", "BSF", "FTF", or asks to identify bearing problems from vibration data.
EnglishSearch 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 bearing", "technical documentation", "datasheet", "manual search", "what bearing", or needs to find technical information from stored documents.
EnglishGear 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 detect gear faults from vibration signals.
EnglishPrognostic 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", "time to failure", "degradation onset", "predict failure", "vita utile residua", "previsione guasto", "quanto dura", "stima vita", or asks to predict when a component will fail based on vibration data.
EnglishFast 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", or wants a rapid overview of machine condition without full fault identification.
EnglishSignal 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", "show signals", "signal formats", or needs help managing vibration signal files and the in-memory signal repository.
EnglishIncludes Bearing Diagnosis, Documentation Search, Gear Diagnosis, and other workflows.
Supported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Bearing Diagnosis
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 fault", "BPFO", "BPFI", "BSF", "FTF", or asks to identify bearing problems from vibration data.
Documentation Search
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 bearing", "technical documentation", "datasheet", "manual search", "what bearing", or needs to find technical information from stored documents.
Gear Diagnosis
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 detect gear faults from vibration signals.
Prognostics
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", "time to failure", "degradation onset", "predict failure", "vita utile residua", "previsione guasto", "quanto dura", "stima vita", or asks to predict when a component will fail based on vibration data.
Quick Screening
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", or wants a rapid overview of machine condition without full fault identification.
Signal Management
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", "show signals", "signal formats", or needs help managing vibration signal files and the in-memory signal repository.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Bearing Diagnosis skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- License details are not provided in these listings. Check the author’s terms before using the skills.