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"Understanding Inference Models" matching MCP servers:

  • Tidesman

    JeronimoColon
    F
    license
    Not graded
    quality
    A
    maintenance
    A free native MCP server for running, understanding, and debugging Linux containers on macOS using Apple's container tool, with audit trail and configurable safety modes.
    6

  • VMware-Monitor

    vmware-skills
    A
    license
    A
    quality
    A
    maintenance
    Read-only VMware vCenter/ESXi monitoring. 8 MCP tools for VM inventory, host status, datastore capacity, cluster info, alarms, events, and VM details. Code-level enforced safety — no destructive operations exist in the codebase. Supports vSphere 6.5–8.0. Works with local models via Ollama/LM Studio.
    27
    11
    MIT

  • VMware-AIops

    vmware-skills
    A
    license
    A
    quality
    A
    maintenance
    AI-powered VMware vCenter/ESXi monitoring and operations. 20 MCP tools for inventory queries, health monitoring, VM lifecycle management, fast provisioning (Linked Clone, OVA, template deploy), snapshot management, and datastore browsing. Supports vSphere 6.5–8.0. Works with local models via Ollama/LM Studio.
    2
    44
    68
    MIT

  • FlexSim MCP Server

    SethGame
    A
    license
    A
    quality
    D
    maintenance
    Control and automate FlexSim simulations through AI assistants like Claude, enabling manufacturing and warehouse digital twin analysis, parameter studies, and real-time model manipulation via tools for opening models, running simulations, evaluating FlexScript, and exporting results.
    15
    5
    MIT

  • homelab-mcp

    myraffy
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables management of homelab infrastructure, including Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, and Ansible inventory, with built-in security checks and automated pre-push validation.
    1
    MIT

  • libvirt-mcp-server

    coolnyx
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI models to securely query and manage virtual machines and virtualized resources via the libvirt API through the Model Context Protocol.
    1
    MIT

  • MCP Serve

    mark-oori
    A
    license
    Not graded
    quality
    B
    maintenance
    A server tool for running Deep Learning models that offers Shell execution, Ngrok connectivity, and Docker container hosting with support for multiple AI frameworks including Anthropic, Gemini, and OpenAI.
    4
    MIT

  • Docker MCP Server

    zaycruz
    A
    license
    Not graded
    quality
    D
    maintenance
    Facilitates isolated code execution within Docker containers, enabling secure multi-language script execution and integration with language models like Claude via the Model Context Protocol.
    5
    MIT

  • Harbor MCP Server

    bupd
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.
    15
    4
    MIT

  • homelab-mcp

    bjeans
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP servers for managing homelab infrastructure. Monitor Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, and Ansible inventory.
    39
    MIT

  • Kustomize MCP

    mbrt
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server designed to help AI models refactor Kubernetes configurations by analyzing Kustomize dependencies and rendering manifest diffs across environments. It provides tools for computing file dependencies, rendering overlays, and comparing configuration changes through a checkpointing system.

  • STK-MCP

    alti3
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables Large Language Models or other MCP clients to interact with Ansys/AGI STK (Systems Tool Kit), allowing users to control STK Desktop simulations programmatically or via natural language.
    42

  • K8s_MCP

    Dousery
    F
    license
    Not graded
    quality
    D
    maintenance
    An Model Context Protocol server that lets language models directly manage and visualize Kubernetes clusters through safe, high-level operational tools.
    1