Ext Ops Panel
Open dashboard

predictive-maintenance

Complete predictive maintenance toolkit for vibration analysis, bearing/gear fault diagnosis, anomaly detection, and ISO standards compliance.

Plugin bundle · by Luigi Di Maggio

About

predictive-maintenance is a plugin bundle for AI coding tools published by Luigi Di Maggio. Marketplaces we read that list it: 1 (Community GitHub marketplaces). The last change we recorded was on 2026-11-01. As of our marketplace pass on 2026-11-02.

What it asks for

  • Installs as a plugin bundle

None of the marketplaces we read publishes its tools or the settings it asks for.

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a Claude Code plugin

Built from what Community GitHub marketplaces declares.

Claude CodeInside a Claude Code session
/plugin marketplace add lgdimaggio/predictive-maintenance-mcp
/plugin install predictive-maintenance@predictive-maintenance-marketplace

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Community marketplace lgdimaggio/predictive-maintenance-mcp (Open the source on GitHub) Listed 1.2.0 Forks (GitHub): 32
Stars (GitHub): 107
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

Listed in one community marketplace
MarketplaceRepositoryStars (GitHub)
predictive-maintenance-marketplace lgdimaggio/predictive-maintenance-mcp 107

Which marketplaces we read and how we check them

How its figures have moved

Forks (GitHub)
unchanged since 01.11
32 · 2 readings
  1. 2026-11-0132
  2. 2026-11-0332
Stars (GitHub)
unchanged since 01.11
107 · 2 readings
  1. 2026-11-01107
  2. 2026-11-03107

Each dot is a day we read a different number; flat stretches are days the number did not move. Figures of different marketplaces are never added up.

What the bundle contains

As published on Community GitHub marketplaces.

Skills: 8

  • anomaly-detection
  • bearing-diagnosis
  • documentation-search
  • gear-diagnosis
  • prognostics
  • quick-screening
  • report-generation
  • signal-management

Commands: 3

  • pm-diagnose
  • pm-report
  • pm-screen

Agents: 2

  • diagnostic-pipeline
  • signal-explorer

What changed

  1. Community GitHub marketplaces: released version 1.2.0 (was 1.1.0)
  2. Became a product we track
  3. Community GitHub marketplaces: appeared

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • Predictive Maintenance

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

    by LGDiMaggio · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • WaveGuard

    Anomaly detection API powered by physics simulation. Scan any data for outliers.

    by emergentphysicslab.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • InertialAI

    Embed and analyze sensor and time-series data using the InertialAI API. Provides MCP tools for embedding, similarity search, and nearest-neighbor classification, plus workflow…

    by InertialAI · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • pullsheet-diagnostics io.github.joshuaworth/pullsheet-diagnostics

    AI-powered diagnostics for elevator, escalator, and vertical transportation equipment

    by joshuaworth · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • dxpert.ai — industrial AI-readiness & UNS agents

    AI-readiness diagnostic, dxpert Advisor and the industrial agents of dxpert Pro, for MCP clients.

    by dxpert.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Snapback

    Diagnose why an AI agent failed and get the verified fix instantly. Free, no token.

    by ra1labsworkx-wq · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • diagnose-by-sound io.github.farssaadeldin7-ux/diagnose-by-sound

    Turn a described vehicle noise into a ranked, testable differential diagnosis with a safety...

    by farssaadeldin7-ux · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • TruOptim Industrial AI Gateway

    Your plant's history for any AI: Ignition and OPC UA, with KPIs and checks on your own edge.

    by truoptim.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • BLEA

    Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.

    by Nitmi · MCP server

    Listed on: Official MCP Registry, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • Mini Data Engine Runtime Copilot

    MCP runtime copilot for health checks, regressions, explainability, and operational memory.

    by kroq86 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • InertialAI

    Embed and analyze sensor and time-series data using the InertialAI API. Provides MCP tools for embedding, similarity search, and nearest-neighbor classification, plus workflow…

    by InertialAI · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • agent-trace-triage

    Agent Trace Triage is a Claude Code plugin for developers building agentic AI systems (LangGraph, CrewAI, custom tool loops, MCP agents). When an agent run fails, stuck in a loop…

    by WasayAbid · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot Agent Skills - Agentic skills for DataRobot enterprise AI and ML workflows. Covers model training, deployment, predictions, feature engineering, monitoring…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • dalykit

    End-to-end data analysis workflow plugin for Claude Code. Covers the full pipeline from EDA to model training - EDA, preprocessing, statistical analysis, feature engineering, and…

    by taehyunan-99 · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • grainulator

    Research sprint orchestrator for Claude Code. Ask a question, get a decision-ready brief — every finding is tracked as a typed claim, adversarially challenged, confidence-graded…

    by grainulation · Plugin bundle

    Listed on: Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • DeepEval

    Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.

    by confident-ai · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Community GitHub marketplaces · Describes nearly the same job

  • Dynatrace

    Dynatrace observability skills: DQL query patterns, application and infrastructure monitoring, log analysis, problem investigation, and incident response workflows, with the…

    by Dynatrace · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • NVIDIA Skills

    Find the right NVIDIA skill for GPU acceleration, CUDA, AI agents, data loading, training, inference, robotics, Physical AI, Omniverse, simulation, and other NVIDIA-powered…

    by NVIDIA · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • amd-skills

    AMD's verified Agent Skills in one plugin: route image/audio through local AI on Ryzen AI, serve LLMs on AMD Instinct GPUs with vLLM, optimize inference throughput with Hyperloom…

    by amd · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • langfuse

    Skills for working with Langfuse, the open-source LLM engineering platform for tracing, prompt management, and evaluation.

    by langfuse · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • AI-Firstify

    AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp

    by techwolf-ai · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes nearly the same job

  • Pixeltable

    Build multimodal AI applications with Pixeltable -- tables, computed columns, embedding search, UDFs, tool-calling agents, and 25+ AI provider integrations.

    by pixeltable · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Datadog (Preview)

    Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…

    by Datadog · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Data Analytics

    Answer product and business questions with data

    by Data Analytics Maintainers · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • ctrlb-decompose

    Analyze log files with ctrlb-decompose — pattern clustering, anomaly detection, and severity scoring

    by CtrlB · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • agent-evals-and-observability

    Design, run, review, or release framework- and vendor-neutral evaluations and observability for AI agents. Use when defining agent evals, datasets, graders, trajectory review…

    by magnus919 · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • Noise Pollution Analysis

    Document indoor noise pollution and analyse recordings with ffmpeg, sox and aubio: hums, tones, drone, impacts, isolation from background.

    by danielrosehill · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • iFixAi

    Third-party auditing for AI agents. Run by a human or by the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing its actual job?

    by iFixAi · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • BLEA

    Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.

    by Nitmi · MCP server

    Listed on: Official MCP Registry, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • doublecheck

    Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • token-pacman

    Visualizes live session AI-credit usage as a Pac-Man board with pellets, ghosts, fruit milestones, and game-over limits.

    by James Montemagno · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • edge-ai-tasks

    Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • cast-imaging

    A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • workiq

    Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins, npm registry (MCP servers) · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • advanced-security

    Advanced Security plugin for GitHub Copilot.

    by github · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • workiq-productivity

    WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

Has a listing on Cursor: cursor/plugins (5)
  • Databricks Genie One

    Ask Databricks Genie questions about your workspace's data in plain language.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Vanta

    Query and remediate compliance tests, controls, frameworks, risks, and vulnerabilities in Vanta.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Ralph Loop

    Iterative self-referential AI loops using the Ralph Wiggum technique.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Profound

    Track AI visibility, sentiment, and citations.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Statsig

    Inspect and manage feature gates, experiments, dynamic configs, and metrics.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    by comet-ml · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Describes nearly the same job

  • AWS Bedrock Data Automation

    Analyze documents, images, videos, and audio.

    by awslabs · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Polar Signals

    MCP server for Polar Signals Cloud continuous profiling platform, enabling AI assistants to analyze CPU performance, memory usage, and identify optimization opportunities in…

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Grafana

    An MCP server giving access to Grafana dashboards, data and more.

    by grafana · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude Code: claude-plugins-community · Describes nearly the same job

  • Arm MCP Server

    Official Arm MCP server for code migration, optimization, and Arm architecture guidance

    by arm · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • Predictive Maintenance

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

    by LGDiMaggio · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • WaveGuard

    Anomaly detection API powered by physics simulation. Scan any data for outliers.

    by emergentphysicslab.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • pullsheet-diagnostics io.github.joshuaworth/pullsheet-diagnostics

    AI-powered diagnostics for elevator, escalator, and vertical transportation equipment

    by joshuaworth · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • dxpert.ai — industrial AI-readiness & UNS agents

    AI-readiness diagnostic, dxpert Advisor and the industrial agents of dxpert Pro, for MCP clients.

    by dxpert.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Snapback

    Diagnose why an AI agent failed and get the verified fix instantly. Free, no token.

    by ra1labsworkx-wq · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Has a listing on PyPI (MCP servers) (5)
  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    by comet-ml · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Describes nearly the same job

  • Langfuse MCP

    Langfuse MCP server for accessing and analyzing telemetry data via natural language

    by avivsinai · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • air-blackbox-mcp io.github.airblackbox/air-blackbox-mcp

    EU AI Act compliance scanner for Python AI agents. 14 tools across 6 articles.

    by airblackbox · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • digline

    Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.

    by digline.dev · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • WaveXisMCP

    220 browser automation tools for Chrome, Edge, and Firefox via CDP + BiDi. 100% Python.

    by MathiasPaulenko · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

Has a listing on npm registry (MCP servers) (5)
  • WaveSpeed

    Run any model on the live WaveSpeed catalog: image, video, audio, 3D.

    by wavespeed.ai · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • Jarroba Tools

    140 deterministic tools for your AI: logs, tests, SQL, diagrams, SPARQL. Local, no network.

    by Invarato · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • OrangePro

    Find test gaps, generate grounded tests, and dynamically prove behavior with mutation testing.

    by orangepro.ai · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • ai tag debugger

    QA-tests your site analytics, ad and consent tags (GA4, GTM, Ads, Meta, TikTok) from chat.

    by analitikisler · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • shield-kya io.github.The-Pixel-Boys/shield-kya

    Audit trail and traceability for AI agents. MCP gate: evaluate, ingest, request approval.

    by The-Pixel-Boys · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Want this mark on your plugin in our catalog?

Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works

You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built