"PyTorch-related MCP (Model Context Protocol) implementation or server" matching MCP servers:

• mcp-server-kubernetes

  Flux159

  A

  license

  A

  quality

  A

  maintenance

  TypeScript implementation of Kubernetes cluster operations for pods, deployments, services.

  Last updated 2026-07-29

  18

  19,498

  1,507

  MIT

• Coolify MCP Server

  wrediam

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that provides integration with the Coolify API, enabling DevOps teams to manage Coolify deployments, applications, services, and servers through MCP tools.

  Last updated 2026-05-28

  32

  120

  43

  MIT

• ChatGPT MCP Server

  Toowiredd

  F

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that enables Docker container management through natural language interactions using a custom GPT interface.

  Last updated 2025-07-22

  7

  15
• 

  MCP Server Chartofficial

  antvis

  A

  license

  B

  quality

  B

  maintenance

  mcp-server-chart

  Last updated 2026-05-06

  26

  37,347

  4,233

  TypeScript

  MIT

• Rancher MCP Server

  mrostamii

  A

  license

  B

  quality

  B

  maintenance

  Model Context Protocol (MCP) server for the Rancher ecosystem: multi-cluster Kubernetes, Harvester HCI (VMs, storage, networks), and Fleet GitOps.

  Last updated 2026-04-27

  10

  12

  Apache 2.0

• Multi-Cluster MCP Server

  yanmxa

  F

  license

  B

  quality

  F

  maintenance

  A gateway for Generative AI systems to interact with multiple Kubernetes clusters through Model Context Protocol, enabling comprehensive Kubernetes resource operations and multi-cluster management.

  Last updated 2025-07-08

  4

  20

  4

• mcp-server-ovh

  runitsolutions

  A

  license

  B

  quality

  C

  maintenance

  A Model Context Protocol (MCP) server that provides standardized access to OVH API services, enabling AI assistants to manage OVH cloud infrastructure.

  Last updated 2025-08-30

  16

  11

  3

  MIT

• MCP Unreal Server

  radial-hks

  F

  license

  C

  quality

  D

  maintenance

  A server implementation that enables remote Python code execution in Unreal Engine environments, featuring automatic Unreal node discovery and management through a multicast network.

  Last updated 2025-04-12

  1

  5

• CloudStack MCP Server

  phantosmax

  A

  license

  C

  quality

  D

  maintenance

  A high-performance server that enables integration between Apache CloudStack infrastructure and AI assistants through the Model Context Protocol, providing comprehensive tools for managing virtual machines, storage, networking, and other cloud resources.

  Last updated 2025-06-18

  45

  6

  MIT
• 

  RunPod MCP Serverofficial

  runpod

  A

  license

  C

  quality

  B

  maintenance

  This Model Context Protocol server enables interaction with RunPod's REST API through Claude or other MCP-compatible clients, providing tools for managing pods, endpoints, templates, network volumes, and container registry authentications.

  Last updated 2026-07-16

  36

  954

  66

  Apache 2.0
• 

  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
• 

  DataMammoth MCP Serverofficial

  datamammoth

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server that lets AI assistants manage DataMammoth infrastructure through natural language.

  Last updated 2026-04-07

  MIT

• Kasm MCP Server v2

  roguedev-ai

  A

  license

  -

  quality

  D

  maintenance

  Enables AI agents to manage and interact with Kasm Workspaces containerized desktop infrastructure, providing tools for session management, command execution, file operations, and user management via the Model Context Protocol.

  Last updated 2025-09-12

  4

  MIT

• pve-mcp-server

  bubua12

  A

  license

  -

  quality

  B

  maintenance

  Enables AI assistants to monitor and analyze Proxmox VE virtualization environments via the MCP protocol.

  Last updated 2026-06-23

  MIT

• mcp-homelab-server

  Proto-labs-rnd

  A

  license

  -

  quality

  D

  maintenance

  Enables AI agents to manage a homelab by providing tools for Docker, Ollama, and system monitoring through the Model Context Protocol.

  Last updated 2026-03-29

  MIT

• mcp-kubernetes-server

  ductnn

  A

  license

  -

  quality

  D

  maintenance

  A lightweight MCP server that enables natural language interaction with Kubernetes clusters, allowing management of pods, deployments, namespaces, and cluster resources through conversational queries or API endpoints.

  Last updated 2025-04-06

  1

  MIT

• python-openstackmcp-server

  openstack-kr

  A

  license

  -

  quality

  B

  maintenance

  Enables AI assistants to manage OpenStack cloud resources including compute, images, identity, network, and block storage via the Model Context Protocol.

  Last updated 2026-04-03

  20

  Apache 2.0

• Deepseek MCP Server

  vincentf305

  A

  license

  -

  quality

  D

  maintenance

  A Model Control Protocol server implementation that allows Claude Desktop to use Deepseek models running in Docker, enabling seamless integration between Claude Desktop and Deepseek's language models.

  Last updated 2025-01-27

  4

  MIT

• Docker MCP Server

  marcelofmatos

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants like Claude to manage Docker containers, images, and Docker Compose deployments through the Model Context Protocol. Provides secure container lifecycle management, image operations, and multi-host Docker server connections.

  Last updated 2025-09-26

  266

  MIT

• Proxmox MCP Server

  ry-ops

  A

  license

  -

  quality

  C

  maintenance

  Enables interaction with Proxmox VE for managing VMs, containers, storage, and cluster resources via natural language through the Model Context Protocol.

  Last updated 2026-06-29

  5

  MIT