predictive-maintenance-mcp

概述

预测维护 MCP 服务器是一个开源框架，将大型语言模型与预测维护和故障诊断工作流程集成。它提供 52 个专门的 MCP 端点（46 个工具、2 个资源、4 个提示），用于信号采集、频谱分析、诊断、报告、预后和决策支持。该服务器允许工程师用自然语言描述需求，AI 会调用适当的分析工具提供专业诊断结果，包括轴承故障检测、风险评估、异常检测和剩余使用寿命估算。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• load_signal

  Load vibration signal file (CSV, WAV, MAT, NPY, Parquet)

  试试:Load real_train/OuterRaceFault_1.csv试试:Load the bearing signal from data/test_signal.csv
• analyze_fft

  Frequency spectrum analysis with automatic peak detection

  试试:Analyze FFT of the loaded signal试试:Check frequency spectrum for peaks
• analyze_envelope

  Envelope analysis for bearing fault detection

  试试:Perform envelope analysis on the bearing signal试试:Check for bearing faults using envelope
• diagnose_vibration_tool

  Integrated evidence-based vibration diagnosis pipeline

  试试:Diagnose the bearing for faults试试:What's wrong with this vibration signal?
• calculate_bearing_characteristic_frequencies

  Compute expected fault frequencies from bearing geometry

  试试:Calculate bearing fault frequencies for 6205-2RS bearing试试:What are the characteristic frequencies for this bearing?
• check_bearing_faults_direct

  Multi-fault detection (inner/outer/ball/cage) in bearings

  试试:Check for bearing faults in the signal试试:Detect which bearing fault is present
• generate_diagnostic_report_docx

  Generate structured Word document diagnostic report

  试试:Create a Word report of the diagnosis试试:Generate professional diagnostic document
• train_anomaly_model

  Train novelty detection model on healthy baseline signals

  试试:Train anomaly detector on healthy signals试试:Create ML model for detecting anomalies
• estimate_rul

  Estimate Remaining Useful Life using various models

  试试:Estimate remaining useful life of the bearing试试:How long will this component last?
• generate_maintenance_recommendations

  Generate context-aware maintenance recommendations from diagnosis

  试试:What maintenance actions should I take?试试:Recommend maintenance based on diagnosis
• search_bearing_catalog

  Search bearing specifications by model number

  试试:Find specs for 6205-2RS bearing试试:Search for bearing model 6303
• extract_features_from_signal

  Extract 17+ statistical and spectral features from signal

  试试:Extract features from the vibration signal试试:Get all relevant features from the data

可对比工具

安装

pip install predictive-maintenance-mcp

{
  "mcpServers": {
    "predictive-maintenance": {
      "command": "/uvx 的完整路径",
      "args": ["predictive-maintenance-mcp"],
      "env": { "UV_LINK_MODE": "copy" }
    }
  }
}

git clone https://github.com/LGDiMaggio/predictive-maintenance-mcp.git
cd predictive-maintenance-mcp
.\setup_claude.ps1

FAQ

这个 MCP 服务器支持哪些振动信号文件格式？

该服务器支持 CSV、WAV、MAT、NPY 和 Parquet 格式的振动信号文件。

除了 Claude 之外，这个 MCP 服务器是否可以与其他 LLM 助手一起使用？

是的，预测维护 MCP 服务器可以支持模型上下文协议的任何 LLM，包括本地设置如 Ollama。

Hacker News 讨论

开发者社区最近的相关讨论。

• Show HN: MCP server for vibration-based predictive maintenance▲ 2💬 3
  帖子 by lgdimaggio · 2025-12-27

predictive-maintenance-mcp 对比