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"Using a search API to retrieve ready-made LLM training data from a single query argument" matching MCP servers:

  • MCP-Ambari-API

    call518
    A
    license
    A
    quality
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    maintenance
    Manage and monitor Hadoop clusters via Apache Ambari API, enabling service operations, configuration changes, status checks, and request tracking through a unified MCP interface for simplified administration. * Guide: https://call518.medium.com/llm-based-ambari-control-via-mcp-8668a2b5ffb9
    Last updated
    30
    1
    MIT

  • Hetzner Cloud MCP Server —

    wbf-solutions
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    license
    -
    quality
    C
    maintenance
    Open-source MCP server for managing Hetzner Cloud infrastructure with two management layers: * Layer 1 — Hetzner Cloud API (35 tools): Server power control, metrics, snapshots, backups, firewalls, DNS zones and records, rescue mode, server rebuild and rescale. Works even when the server OS is unresponsive. * Layer 2 — SSH (25 tools): Service management (systemd), Nginx config and reload,
    Last updated
    MIT

  • unraid-code-mode-mcp

    jmpijll
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    license
    A
    quality
    B
    maintenance
    A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL field via sandboxed JavaScript.
    Last updated
    2
    1
    MIT

  • genieacs-mcp

    GeiserX
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    A
    quality
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    maintenance
    GenieACS-MCP is a Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC
    Last updated
    12
    110
    15
    GPL 3.0

  • Parallels RAS MCP Server

    RMITBLOG
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    license
    A
    quality
    B
    maintenance
    A read-only MCP server that provides visibility into Parallels Remote Application Server infrastructure, policies, and sessions through the RAS REST API. It enables AI assistants to query site settings, published applications, and license status without performing any modifications.
    Last updated
    41
    1
    MIT
  • KVMFleet MCP Server by KVMFleet

    KVMFleet MCP Serverofficial

    KVMFleet
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    license
    A
    quality
    B
    maintenance
    Read-only MCP server that allows AI assistants to query and monitor KVM Fleet devices, audit logs, and console sessions through the official REST API.
    Last updated
    5
    28
    1
    MIT

  • proxmox-mcp

    akmalovaa
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    license
    A
    quality
    A
    maintenance
    Minimal MCP server for Proxmox VE — 38 tools for nodes, VMs, LXC, storage, and snapshots. Read-only by default, single Docker image, multi-arch.
    Last updated
    38
    2
    MIT

  • sandbox-mcp

    bird
    A
    license
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    quality
    D
    maintenance
    Provides a local, isolated Linux VM sandbox for AI agents using Apple's Virtualization.framework, enabling fast command execution (~60ms) and package management without cloud costs.
    Last updated
    35
    1
    MIT

  • Homelab MCP Server

    jmagar
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    quality
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    maintenance
    Manage Docker infrastructure across multiple homelab hosts including Unraid, Proxmox, and bare metal servers. Enables container lifecycle management, log retrieval, resource monitoring, and Docker operations across your entire homelab from a single interface.
    Last updated
    1
    52
    2
    MIT

  • Proxmox MCP Server

    teomarcdhio
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    license
    A
    quality
    D
    maintenance
    Enables read-only interaction with Proxmox homelab VMs and containers, allowing LLM agents to list VMs, monitor status and performance metrics, view snapshots, and check cluster health through natural language queries.
    Last updated
    8
    MIT

  • proxmox-mcp

    ManciDRaffy
    A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to monitor and manage a Proxmox VE cluster, including cluster status, VM/container lifecycle, and node actions via MCP tools.
    Last updated
    8
    MIT

  • PNETLab MCP Server

    omichelbraga
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    license
    A
    quality
    C
    maintenance
    Enables programmatic control of a PNETLab network-emulation lab via natural language, allowing users to build topologies, wire links, push device configs, and boot the lab through an LLM agent.
    Last updated
    31
    Apache 2.0

  • DDEV MCP Server

    AkibaAT
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    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with DDEV local development environments by querying databases, managing project states, and executing container commands. It provides comprehensive control over local services with a security-first approach using whitelisted operations.
    Last updated
    5
    14
    3
    GPL 2.0

  • VPS MCP Server

    HarjjotSinghh
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to connect to and control a Virtual Private Server via SSH. It provides a comprehensive suite of tools for remote file system operations, session management, and shell command execution.
    Last updated
    10
    6
    2
    ISC