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"Guidance for Understanding Large Codebases and Learning Their Architecture" matching MCP servers:

  • Virtualize

    salus-ryan
    A
    license
    -
    quality
    D
    maintenance
    Free, cross-platform VM orchestration for AI workflows with built-in MCP integration, sandboxed code execution, and compliance-ready architecture (SOC 1/2/3, HIPAA, ISO 27001).
    Last updated
    Apache 2.0

  • 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
    4
    MIT

  • Tidesman

    JeronimoColon
    F
    license
    -
    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.
    Last updated
    6

  • dockhand-readonly-mcp

    cgfm
    F
    license
    A
    quality
    B
    maintenance
    Read-only MCP adapter for the Dockhand REST API, enabling secure querying of container environments, networks, stacks, and runtime status via STDIO or authenticated HTTP.
    Last updated
    8

  • MY MCP

    vaheandonians
    F
    license
    B
    quality
    D
    maintenance
    A template MCP server that provides a basic structure and configuration for building Model Context Protocol servers. Includes Docker support, environment configuration, and examples for both STDIO and SSE transport modes.
    Last updated
    1

  • Dokploy MCP Server

    jarciahdz111
    A
    license
    C
    quality
    D
    maintenance
    Provides complete control over Dokploy infrastructure with 463 tools for managing projects, applications, databases, and Docker containers. It enables users to deploy and configure their self-hosted PaaS resources directly through natural language.
    Last updated
    100
    7
    MIT
  • tinypilot-mcp by tiny-pilot

    tinypilot-mcpofficial

    tiny-pilot
    A
    license
    -
    quality
    C
    maintenance
    MCP server that exposes fleet-aware KVM primitives for AI agents to control TinyPilot devices, including screen capture, keyboard input, mouse events, and device selection.
    Last updated
    MIT

  • Woow Podman MCP Server

    WOOWTECH
    A
    license
    -
    quality
    B
    maintenance
    MCP server that exposes Podman host management as tools, allowing natural language control of containers, images, volumes, networks, and pods. Includes an administrative console with safety profiles for gated access.
    Last updated
    MIT

  • Desktop Hypervisor MCP

    bryanjbelanger
    A
    license
    -
    quality
    A
    maintenance
    Provider-neutral MCP server for managing VirtualBox, VMware Fusion, and VMware Workstation, offering tools for VM lifecycle, configuration, snapshots, guest operations, networking, and artifact resolution.
    Last updated
    MIT
  • CLP MCP - DevOps Infrastructure Server by clpi

    CLP MCP - DevOpsofficial

    clpi
    -
    license
    -
    quality
    -
    maintenance
    Enables comprehensive DevOps infrastructure management through tools for Jenkins, Ansible, Terraform, Kubernetes, and Docker operations. Features a sophisticated memory system for context retention and provides validation, generation, and optimization capabilities across DevOps workflows.
    Last updated
    1

  • kc-mcp-server

    Kvindo
    A
    license
    -
    quality
    B
    maintenance
    An MCP server for Kvindo Cloud that lets AI clients list, inspect, create, update, and delete cloud resources (VMs, volumes, Kubernetes, etc.) via natural language. Read-only by default, with write/delete operations gated by explicit opt-in environment variables.
    Last updated
    247
    1
    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
    4
    MIT