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    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0
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    A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn Scheduler, allowing AI agents to observe and reason about Kubernetes batch workload resource management, queue hierarchies, and application states.
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    A Linux system monitoring MCP server that provides real-time information on CPU, memory, disk, network, processes, Docker, security, and more via MCP tools.
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    MIT
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    A Model Context Protocol server for conducting Linux binary analysis and guest system forensics within QEMU virtual machines. It enables automated VM lifecycle management, memory dumping, and interactive debugging workflows for analyzing processes and artifacts.
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    An MCP server that provides AI agents with a full Ubuntu desktop environment inside Docker, enabling them to perform complex computer tasks like browsing, coding, testing, and GUI automation.
    36
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    MIT
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    Enables asking in plain language about a Proxmox VE cluster's guests, backups, snapshots and resource pressure, and starting, cleanly shutting down or rebooting VMs and containers or taking snapshots from the same chat. Every change requires a one-time confirmation code, and no tool can delete a guest, restore a backup or roll back a snapshot.
    6
    Apache 2.0
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    Enables plain English queries about VMware vCenter environments including clusters, VMs, datastores, and more, directly from VS Code via GitHub Copilot.
    33
    70 PyPI
    MIT
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    Enables AI agents to manage Docker environments through DPanel by exposing MCP tools for containers, compose projects, images, networks, volumes, files, cron tasks, backups, and system information. Supports read-only, read-write, and admin capability tiers, with sensitive-value redaction and fail-closed confirmation for destructive operations.
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    MIT
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    Enables inspection and operations on a local host through two action-router MCP tools, covering Docker daemon and container state, Compose projects, host information, allowlisted read-only command execution and file search, ZFS pools, and systemd journal logs.
    MIT
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    A Python-based server that enables AI assistants to interact with an Unraid server through the official Unraid GraphQL API, providing read-only access to system information, Docker containers, VMs, storage, and more.
    150
    MIT
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    Enables agents to manage headless virtual machines and hypervisors, including listing VMs, inspecting VM details, managing snapshots, listing networks, reporting host information, and running sandboxed code through MCP tools.
    Apache 2.0
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    This MCP server enables answering vantage-relative reachability questions about a Docker host, resolving which service address works from the host, a named network, or a specific container. It reads live Docker runtime state and probes services to report the correct address or explain precisely why none is available.
    MIT
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    Connects any MCP client to a deterministic in-browser Docker simulation so a user's own AI can teach by inspecting and mutating world state, rewinding and comparing events, running 27 "what-if" experiments, tracing concept relationships, and quizzing the learner. It exposes 14 typed tools over Streamable HTTP with bearer-token auth, needing no hosted AI or server-side lab state.
    MIT
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    Enables AI agents to fully control an Android emulator via MCP, including UI interaction, screenshots, APK installation, logging, and clipboard access, with optional live browser viewing for humans.
    2
    MIT
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    Enables Codex to discover, lease, start, control, and release registered local Android Studio emulators through a 63-tool catalog with readiness checks, screen-state reads, and lease-bound UI automation.
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    Enables users to query Azure HPC/AI Kubernetes clusters for GPU node information and InfiniBand topology details through kubectl commands. Provides tools to list GPU pool nodes with their status and retrieve network topology labels for high-performance computing workloads.
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    Self-hosted PaaS MCP server providing a write-capable control plane with over 100 tools to deploy, roll back, manage domains, and administer infrastructure, while ensuring agent permissions never exceed human RBAC.
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