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  • F
    license
    Not graded
    quality
    F
    maintenance
    Enables comprehensive Ansible automation management through natural language, including playbook creation and execution, inventory management, role scaffolding, and project workflows. Supports both local inventories and full project lifecycle management with syntax validation and idempotency testing.
    30
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables LLM clients to browse and manage VCF Automation projects, catalog items, and deployments through MCP tools, including provisioning, day-2 actions, and deleting infrastructure.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI assistants to interact with Kubernetes clusters through natural language, supporting core Kubernetes operations, monitoring, security, and diagnostics.
    456 npm
    965
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    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
  • A
    license
    C
    quality
    C
    maintenance
    Enables AI-powered management of Ludus cyber range environments through natural language commands. Provides 157 tools for range lifecycle management, scenario deployment, template creation, Ansible role management, and SIEM integration for security testing and research.
    100
    86
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to operate disposable Linux computers via MCP, providing tools for shell, file read/write, directory listing, and port exposure. It also supports browser automation and integration with any MCP-compatible client.
    Apache 2.0
  • 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
  • -
    license
    Not graded
    quality
    Not graded
    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.
    1
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    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.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    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
  • 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.
    44
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to create, update, destroy, and list Vagrant (VirtualBox) VMs on a remote host through natural-language tool calls over Streamable HTTP, handling fixed-IP allocation, Vagrantfile rendering, and Ansible-based configuration. Its provisioner architecture allows other infrastructure backends such as Terraform or public clouds to be added without changing existing code.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    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.
    -
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.
    3
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Read-only MCP server to list your SkyNode servers and check their status (IP, state, region, expiry). It does not modify or control servers.
    2
    6 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A read-only MCP server for Proxmox VE that provides AI assistants with structured visibility into cluster nodes, guests, storage, and Docker workloads. It is designed to prevent any mutating operations by construction.
    12
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    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.
    7
    10
    -
  • A
    license
    A
    quality
    B
    maintenance
    A read-only server that enables AI agents to triage Kubernetes CronJobs in a single tool call: whether runs happened and stayed on schedule, whether durations are trending slower or overrunning, which jobs have silently stopped succeeding, and why a given run failed, with evidence and stated basis for each verdict. It also lists active runs and recent failures while enforcing namespace allowlists and no write access.
    8
    285 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server for managing Incus virtual machines through structured tools for command execution, file management, and snapshot operations. It enables AI agents to puppeteer VMs on a masternode by wrapping the Incus CLI.
    9
    -
  • A
    license
    A
    quality
    A
    maintenance
    A Linux system monitoring MCP server that provides real-time information on CPU, memory, disk, network, processes, Docker, security, and more via MCP tools.
    10
    65
    3
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to remotely control Sipeed NanoKVM hardware for BIOS-level management of servers and headless machines. It provides tools for power control, keyboard and mouse emulation, screen capture, and ISO image mounting via the Model Context Protocol.
    19
    14
    -
  • A
    license
    A
    quality
    A
    maintenance
    Let your AI build and run a whole app on your computer: an online shop, website, booking app or AI helper. It creates the parts, starts them, checks they work and fixes problems.
    4
    23
    7,616 npm
    31
    MIT