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cff-version: 1.2.0
message: "If you use this software, please cite it as below."
title: "Predictive Maintenance MCP Server: An open-source framework for integrating Large Language Models with predictive maintenance and fault diagnosis workflows"
version: 0.7.1
date-released: 2025-07-15
authors:
- family-names: Di Maggio
given-names: Luigi Gianpio
orcid: "https://orcid.org/0000-0002-2295-8944"
affiliation: "Politecnico di Torino"
email: luigi.dimaggio@polito.it
repository-code: "https://github.com/LGDiMaggio/predictive-maintenance-mcp"
url: "https://github.com/LGDiMaggio/predictive-maintenance-mcp"
abstract: >
A Proof of Concept Model Context Protocol server demonstrating how Large
Language Models like Claude can be empowered with industrial machinery
diagnostics capabilities. Features vibration data, FFT spectrum analysis, envelope analysis for bearing faults,
ISO 20816-3 compliance checks, ML anomaly detection with semi-supervised
learning, and interactive HTML reports. Demonstrates the feasibility of
natural language interfaces for complex industrial diagnostics workflows.
keywords:
- signal-processing
- iiot
- predictive-analytics
- anomaly-detection
- asset-management
- envelope-analysis
- predictive-maintenance
- condition-monitoring
- machine-failure
- bearing-fault-diagnosis
- industrial-iot
- fault-diagnosis
- vibration-analysis
- claude-ai
- industry-4-0
- model-context-protocol
- mcp-server
- fastmcp
- iso10816
- claude-agents
license: MIT
# Zenodo DOI
identifiers:
- type: doi
value: "10.5281/zenodo.17611542"
description: "Zenodo DOI for this version"
preferred-citation:
type: software
title: "Predictive Maintenance MCP Server: An open-source framework for integrating Large Language Models with predictive maintenance and fault diagnosis workflows"
authors:
- family-names: Di Maggio
given-names: Luigi Gianpio
year: 2026
version: 0.7.1
repository-code: "https://github.com/LGDiMaggio/predictive-maintenance-mcp"
license: MIT
doi: "10.5281/zenodo.17611542"