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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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    Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports, batched execution. Android via ADB, iPhone via WebDriverAgent, on-device inference, Docker+KVM emulators. Works with Claude Code, Cursor, LangChain, LlamaIndex, and any MCP client. MIT.
    66
    111 PyPI
    413
    MIT
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    Enables mobile device automation for Android (via ADB) and iOS Simulator (via simctl), allowing you to control devices with natural language through screenshots, UI interactions, text input, and app management.
    14
    876 npm
    381
    MIT
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    An embeddable Android automation runtime with an on-device MCP server and an autonomous agent (DeepSeek plans, TypeSafe Jev picks each tap, code verifies). Workflows are flat JSON that LLMs can write; execution goes through accessibility + system APIs.
    78
    2
    MIT
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    A basic MCP server that provides arithmetic calculation tools and system information retrieval capabilities, including platform, CPU, and memory details.
    2
    MIT
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    Enables attaching to a running VOCALOID 6 process to expose MCP tools for modules, windows, memory scanning, reading, writing, and pointer-chain resolution, with status and capability reporting. Note-level reading or editing is not yet available because no stable note map exists.
    MIT
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    Enables DeepSeek Harness agents to inspect and control USB-connected Android devices over adb, including screenshots, UI snapshots, taps, swipes, text entry, app launching, file transfer, APK installation, and shell commands.
    MIT
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    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
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    Enables an MCP client to attach into a running VoiSona editor and work with its in-process object graph for module and window inspection, signature scanning, memory reads/writes, pointer-chain resolution, and loading a learned note vocabulary.
    MIT
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    MCP server for Cheat Engine 7.6 that enables AI agents to perform memory scanning, reading/writing, process manipulation, debugging, and code injection via a Lua named pipe bridge.
    4
    GPL 3.0
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    MCP server for live process memory introspection and debugging on Linux x86_64. Enables reading/writing process memory, searching patterns, ptrace attach/registers, running commands, and valgrind execution.
    9,627,237 npm
    MIT
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    Pluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets local agents reuse the same tools.
    13
    MIT
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    Enables DSH/DeepSeek Harness to control Windows desktops by reading UI controls, windows, screenshots, and OCR text, then clicking, dragging, scrolling, typing Chinese, sending shortcuts, assigning control values, and managing windows with observation, result confirmation, and Esc stop.
    2
    MIT
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    Enables administering Ubuntu hosts through MCP over stdio, currently exposing a read-only get_system_info tool that reports OS release, hostname, kernel, architecture, memory, and root filesystem capacity.
    MIT
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    Enables AI agents on Windows to check RAM status and trigger a memory clean by pressing the user's existing Mem Reduct hotkey, reporting available memory before and after. Runs without admin prompts or dialogs, with a cooldown to discourage routine cleaning.
    514 npm
    1
    MIT
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    Cron scheduler stdio MCP server that enables creating and managing scheduled prompt jobs with persistence and optional tick notifications.
    14 npm
    3
    MIT
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    Exposes Windows system introspection and control as MCP tools, enabling inspection of processes, threads, modules, handles, memory, services, network endpoints, drivers, windows, and file signatures, plus process launching and control.
    1
    MIT
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    Enables AI clients to automate Windows desktop applications through window manipulation, image recognition, OCR, keyboard/mouse simulation, and memory operations via the MCP protocol.
    MIT
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    MCP server that lets AI agents drive the LuckyStar/LS_KTool Android memory-debugging stack, exposing tools for memory read/write, scanning, pointer operations, and device/process management via the Model Context Protocol.
    MIT
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    A Windows computer-control MCP server for the DeepSeek Harness plugin that lets an agent take screenshots, magnify the view for low-vision assistance, move and click the mouse, type and press keys, enumerate and focus windows, and switch input methods. It also bridges to Krita to drive drawing, pressure-curve, liquify, smudge, and brush operations.
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    Enables MCP-compatible clients to inspect the local machine's CPU, memory, and disk information through tools, a structured resource, and an upgrade-assessment prompt.
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    MCP server for system monitoring, enabling users to ask about CPU, memory, disk, network, and processes on their system.
    9
    3
    MIT
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    A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.
    5
    6 npm
    AGPL 3.0
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    Enables communication between Claude Code sessions in iTerm2 panes, primarily for notifying other sessions when a PR is merged to main so they can pull latest changes.
    6
    MIT
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    Let an AI agent read, write and scan the memory of running processes on Windows, Linux and macOS, Cheat Engine style: value scans, refinement and pointer chains.
    14
    21,339 PyPI
    226
    MIT