Skip to main content
Glama
120,396 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,559 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Resources for Learning Coding Library Documentation" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    D
    maintenance
    A small MCP server that wraps MoneyMoney on macOS via AppleScript, exporting account lists and transactions (bookingDate, amount, name, purpose) as plists for invoice reconciliation, complementing a companion Apple Mail server.
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI agent to operate a spare Android phone through MCP: capture screenshots, inspect UI controls, tap/swipe, input Chinese text, launch apps, and optionally run rooted shell commands or transfer files. It also supports a live web console for remote viewing and control.
    25
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Windows computer use in the background for Antigravity and Gemini: look at a window, then act in one verified batch with targets named by their label, without taking the user's mouse, keyboard or foreground; irreversible actions need explicit confirmation.
    5
    140 PyPI
    6
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Lets Claude Desktop and Claude Code inspect and drive Windows desktop applications in the background, including clicking, typing, launching, and verifying results, while the user keeps their mouse, keyboard, and foreground window.
    7
    176 PyPI
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables local computer diagnostics by sampling CPU, memory, disk, and network activity and displaying the busiest processes in an interactive dashboard. It also supports human-confirmed process-stop proposals while keeping diagnostics local and bounded.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A server that enables programmatic interaction with an already running Abaqus/CAE GUI application, allowing users to execute Python scripts and retrieve message logs through the Model Context Protocol (MCP).
    107
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Self-hosted server that lets ChatGPT, Grok, and stdio MCP clients read and write files, run PowerShell/CMD and interactive processes, and drive the Windows desktop through screenshots, window info, clicks, drags, and keyboard input. It connects via OpenAI Secure MCP Tunnels, an OAuth authorization-code + S256 PKCE HTTPS endpoint, or local stdio, exposing 38 tools under the user's own Windows account.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables controlling remote desktops over RDP and VNC while running persistent Python sessions, so variables survive across calls and screenshots, actions, and loops can be combined. Supports multiple named connections, each with an independent worker and input state.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to discover desktop applications with structured metadata and receive native accessibility trees and screenshot content through Open Computer Use, preserving upstream tool results and image blocks.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets an AI agent work on a real Commodore Amiga over the home network: AmigaDOS Shell, files, ARexx, screenshots, mouse and keyboard, and windows, gadgets and menus by name. Includes a remote desktop to watch and take over, tuned for 68000 machines and slow links.
    342 PyPI
    16
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Node.js server implementing Model Context Protocol that enables seamless interaction between Windows and Linux distributions under WSL, allowing file operations like reading, writing, searching, and managing files across the WSL filesystem from Windows.
    25 npm
    16
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Self-learning macOS automation MCP server that remembers successful patterns and avoids repeated failures, enabling AI agents to execute multi-step workflows via reusable recipes.
    11
    14 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control Apple Music on macOS through AppleScript, providing tools for playback management, library searching, and playlist organization. It supports detailed track metadata retrieval and enhanced queue management for a seamless music experience.
    49 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides an experimental semantic interface for discovering and reading mock systemd unit resources for service and timer units, with tools for listing supported unit types and units.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control a Minecraft bot through natural language commands using the Mineflayer library. Provides intelligent pathfinding, chat communication, entity detection, and generic access to Minecraft bot capabilities.
    ISC
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to write, validate, debug, and execute AutoHotkey v2 scripts on Windows, with tools for syntax checking, script execution, active window inspection, library search, and live debugging via DBGp protocol.
    5
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides system utilities, file operations, data tools, creative idea generation, and dynamic resources via MCP, with auth support for bearer tokens and OAuth.
    64 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control Apple Music on macOS using AppleScript for playback, library management, and playlist operations. It supports features like searching tracks, managing the play queue, and retrieving detailed metadata through a structured interface.
    49 npm
    8
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables management of FreeIPA resources including user groups, host groups, HBAC, and sudo rules via the FreeIPA JSON-RPC API. It provides comprehensive tools for automating access control and infrastructure provisioning in FreeIPA-managed environments.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to automate Windows desktop applications through semantic UI Automation instead of brittle coordinate clicks, with tools for discovering windows, finding controls by stable identifiers, and verifying actions.
    51 PyPI
    5
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables real-time monitoring of system resources including CPU, GPU (NVIDIA, Apple Silicon, AMD/Intel), memory, disk, network, and processes across Windows, macOS, and Linux platforms through natural language queries.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to see, locate UI elements, and operate any Windows desktop app through natural language, using accessibility-tree matching with optional vision-model fallback, plus an autonomous visual loop with introspection and meta-learning.
    14
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive MCP server for IT, DBA, and developer tasks, enabling error resolution, task automation, performance monitoring, automated documentation, and configuration management.
    6 npm
    ISC
  • A
    license
    Not graded
    quality
    B
    maintenance
    A secure, local-first MCP coding and computer-use harness for ChatGPT and Codex, enabling guarded file operations, durable terminals, Git review, local skills, and macOS computer control.
    142 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP (Model Context Protocol) server in Go for computer automation. Uses robotgo library for desktop automation. Features Mouse control: movement, clicks, dragging, scrolling Keyboard control: key presses, text input, hotkeys Screen operations: screenshots, pixel color, display information Window management: move, resize, minimize/maximize Process management: list processes, search, terminate
    97 npm
    4
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Windows desktop automation MCP server that enables UI recognition through OCR, UIA controls, and multi-point color matching. It allows agents to interact with desktop applications via actions like clicking and typing while using a learning system to track and improve operation success.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    This MCP server enables an AI agent to control a Windows PC through human-like interactions such as screen capture, OCR, mouse, keyboard, and navigation, without using shortcut APIs.
    -