"Overview and Applications of Mixture of Experts in Machine Learning" matching MCP servers:

• Proximo

  john-broadway

  A

  license

  A

  quality

  A

  maintenance

  Enables management of Proxmox VE infrastructure via its REST API and execution of commands inside LXC containers via SSH, with built-in trust layers for planning, audit, undo, and diagnosis.

  Last updated 2026-07-26

  2

  100

  15

  Apache 2.0

• boxes-mcp

  btafoya

  A

  license

  A

  quality

  D

  maintenance

  Enables management of GNOME Boxes virtual machines through libvirt/virsh with lifecycle and snapshot operations.

  Last updated 2025-10-06

  13

  MIT

• multipass-mcp

  WangYihang

  F

  license

  B

  quality

  D

  maintenance

  Manage Multipass virtual machine instances, including launching, stopping, snapshotting, file transfers, and configuration.

  Last updated 2026-03-05

  30

  11

• Coolify MCP Server

  kof70

  A

  license

  B

  quality

  B

  maintenance

  Enables control and management of Coolify self-hosted PaaS instances, allowing you to deploy applications, manage databases, monitor servers, and execute operations directly from AI assistants.

  Last updated 2026-02-15

  89

  7

  27

  MIT

• mcp-omnienv-nix

  StealthBadger747

  A

  license

  B

  quality

  D

  maintenance

  Enables creation of ephemeral, polyglot development environments using Nix for on-demand execution of code with specific dependencies across Python, Node.js, Ruby, R, and Lua without cluttering the system.

  Last updated 2025-12-07

  2

  MIT
• 

  mcp-1panelofficial

  1Panel-dev

  A

  license

  -

  quality

  C

  maintenance

  1Panel MCP Server is an implementation of the Model Context Protocol (MCP) server for 1Panel.

  Last updated 2026-06-18

  156

  GPL 3.0

• test-server

  procoders

  A

  license

  -

  quality

  D

  maintenance

  just a test of glama

  Last updated 2017-03-13

  MIT

• GNS3 MCP Server

  ChistokhinSV

  A

  license

  -

  quality

  D

  maintenance

  Enables control of GNS3 network lab automation, including projects, nodes, consoles, and SSH, through Claude Desktop or any MCP-compatible client.

  Last updated 2026-04-21

  9

  MIT

• homelab-mcp

  myraffy

  A

  license

  -

  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.

  Last updated 2026-07-25

  MIT

• homelab-mcp

  Nainounen

  A

  license

  -

  quality

  A

  maintenance

  MCP server giving AI assistants full control of a Proxmox homelab, enabling management of VMs, containers, Docker projects, media stack, and monitoring via natural language.

  Last updated 2026-06-17

  48

  1

  MIT

• quads-mcp

  grafuls

  A

  license

  -

  quality

  D

  maintenance

  MCP server for interacting with QUADS infrastructure systems via API, enabling resource management and automation through LLM applications.

  Last updated 2025-07-10

  MIT

• ProxmoxMCP-Plus

  rodaddy

  A

  license

  -

  quality

  D

  maintenance

  Enables comprehensive management of Proxmox virtualization environments, including VM and container lifecycle, snapshots, backups, monitoring, and OpenAPI integration.

  Last updated 2026-05-09

  11

  MIT

• libvirt-mcp

  rzippert

  A

  license

  -

  quality

  C

  maintenance

  Enables management of KVM/QEMU virtual machines on remote libvirt hosts via SSH, with tools for inspection, lifecycle management, snapshots, and cloning.

  Last updated 2026-06-09

  1

  AGPL 3.0

• MCP Serve

  mark-oori

  A

  license

  -

  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.

  Last updated 2026-07-27

  4

  MIT

• mcp-devcontainers

  AI-QL

  A

  license

  -

  quality

  D

  maintenance

  MCP server for generating and configuring development containers from devcontainer.json files, enabling management of devcontainer environments through tools like devcontainer_up, devcontainer_exec, and cleanup.

  Last updated 2025-08-21

  22

  8

  MIT

• cos MCP server

  migoVanDingo

  A

  license

  -

  quality

  B

  maintenance

  Enables container orchestration on the local Docker daemon, allowing management of jobs and services via MCP tools.

  Last updated 2026-07-05

  MIT

• VMware MCP Server

  adrianlizman

  A

  license

  -

  quality

  D

  maintenance

  Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n workflows.

  Last updated 2025-07-23

  4

  MIT

• vsphere-mcp

  fukui-yuto

  A

  license

  -

  quality

  B

  maintenance

  MCP server for VMware vSphere/vCenter operations, enabling natural language control of VMs, hosts, and infrastructure.

  Last updated 2026-06-22

  Apache 2.0

• Harbor MCP Server

  bupd

  A

  license

  -

  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.

  Last updated 2026-02-20

  18

  4

  MIT

• vSphere-MCP-Pro

  Warezloder

  A

  license

  -

  quality

  D

  maintenance

  Enables secure management of VMware vCenter 8.0+ environments through controlled operations including VM lifecycle management, snapshots, and resource discovery with built-in RBAC authorization, audit logging, and rate limiting.

  Last updated 2025-12-23

  5

  MIT