MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

ai-agent anomaly-detection bearing-fault-diagnosis claude-agents claude-ai condition-monitoring envelope-analysis fastmcp fault-diagnosis iiot industrial-iot industry-4-0 iso-20816 mcp mcp-server model-context-protocol predictive-analytics predictive-maintenance signal-processing vibration-analysis
12 Open Issues Need Help Last updated: Aug 14, 2026

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enhancement help wanted adapter

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
enhancement help wanted adapter

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
documentation help wanted domain-knowledge

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
documentation good first issue

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
documentation good first issue

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
documentation enhancement help wanted

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
good first issue benchmark

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
enhancement help wanted benchmark

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis
enhancement help wanted benchmark

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Python
#ai-agent#anomaly-detection#bearing-fault-diagnosis#claude-agents#claude-ai#condition-monitoring#envelope-analysis#fastmcp#fault-diagnosis#iiot#industrial-iot#industry-4-0#iso-20816#mcp#mcp-server#model-context-protocol#predictive-analytics#predictive-maintenance#signal-processing#vibration-analysis