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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,357 matching servers on stars, growth, downloads and maintenance. Updated .

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  • 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
  • F
    license
    A
    quality
    D
    maintenance
    Lightweight MCP server that exposes tools for system information and weather lookup, designed for agent integration via stdio.
    1
    -
  • 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
    Pre-alpha P2P remote-control app with a local stdio MCP bridge for paired computers. Users build from source; platform support and host-side approvals apply.
    2
    1
    AGPL 3.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to control Android TVs, TV boxes, phones, and tablets over ADB through MCP tools for scanning and connecting devices, pressing keys, launching apps, opening URLs, searching YouTube, setting alarms and timers, managing volume and power, checking state, and capturing screenshots.
    24
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Full computer control for AI agents on macOS — see, click, type, scroll via MCP. Works with any app, all processing on-device with PII protection.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables loading plain-Python tool sets for Google Workspace (Gmail, Calendar, Chat, Docs, Sheets, Slides, Drive), Mac control, and clock/time-zone lookups, then exposing them as MCP tools with confirmation gates on sends and deletes. Tool sets can be served in-process to the Claude Agent SDK or over stdio to any MCP client, either individually, in groups, or all at once.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A cross-platform MCP server that enables AI assistants to manage printers, query printer status, and print files on Windows, macOS, and Linux.
    14
    -
  • 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
    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
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables any MCP-compatible AI, whether in the browser or running locally, to create and edit projects, run terminal commands and long-running jobs, and optionally use Docker, all guarded by a policy engine, workspace jail, authentication, and audit logging.
    23
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Native Windows MCP server that gives AI agents full desktop control. 45+ tools using UIAutomation + OCR with automatic dark theme enhancement instead of screenshots. Features batch action sequencing (run_sequence), window occlusion detection, menu navigation, PrintWindow capture, and embedded AI workflow instructions. Single .NET 8 executable — no Python, no Node, no Selenium.
    12
    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
    A
    quality
    C
    maintenance
    Enables AI agents to query Windows process, window, and console information via structured JSON instead of screenshots, reducing token usage by 94-98%.
    20
    53 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Model Context Protocol server for EasyShell: manage hosts, execute scripts, orchestrate multi-host tasks, schedule AI inspections, and access infrastructure operations from AI assistants.
    80
    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
    C
    maintenance
    Enables an AI agent to see and control a Linux desktop via Wayland/Hyprland, providing screenshots, structured desktop state, pointer/keyboard input, semantic window/workspace tools, and a policy engine for safe execution.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to create, start, inspect and stop Windows background workspaces that launch approved executables on private Win32 desktops, then inspect windows and controls, set Edit text, send background button clicks, and capture window pixels into returned images. Connects locally over an authenticated named pipe to the same live workspaces the desktop manager uses, with no control TCP listener.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to see and control a real iPhone over a USB cable on macOS. Provides screenshots, on-screen text reading, taps, swipes, typing, hardware buttons, app launching, and clipboard access without jailbreaking or installing anything on the phone.
    4
    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