# Predictive Maintenance

> Use this tool when you need to detect potential equipment failures and reduce downtime in industrial settings. It analyzes vibration data and uses machine learning to identify anomalies and diagnose bearing faults, providing actionable insights to prevent unplanned maintenance. By leveraging ISO 20816 standards and advanced anomaly detection, it helps optimize maintenance schedules and improve overall equipment effectiveness.

Canonical page: https://skillsregistry.net/skills/io-github-lgdimaggio-predictive-maintenance-mcp  
JSON: https://api.skillsregistry.net/v1/skills/io-github-lgdimaggio-predictive-maintenance-mcp

## Description

Industrial vibration analysis, bearing fault diagnosis, ISO 20816, and ML anomaly detection

## Trust

- **Trust score (0–1):** 0.91
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 0.3.4
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.LGDiMaggio%2Fpredictive-maintenance-mcp)
- **Repository:** <https://github.com/LGDiMaggio/predictive-maintenance-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "io-github-lgdimaggio-predictive-maintenance-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-lgdimaggio-predictive-maintenance-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-lgdimaggio-predictive-maintenance-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt