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120,241 servers. Updated
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
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    A secure MCP server providing controlled access to pixi tasks and commands, eliminating agent bash circumvention. It exposes 11 pixi tools through 4 meta-tools for ~95% context savings.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables ChatGPT's web interface to operate a real Mac by executing shell commands and reading or writing files over a reverse SSH tunnel, without installing a client or consuming API quota.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that lets an AI assistant run and schedule shell tasks safely with allow/deny lists and timeout enforcement.
    -
  • A
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    A local MCP server that gives Claude in the browser tools to interact with a Fedora machine, including file operations, system diagnostics, build tasks, and root actions via Polkit.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables external agents to deliver queue, steer, and task messages to a running dsh web instance and query session status, with configurable trust and dangerous-command filtering.
    2
    6 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables users to run remote commands, inspect projects, transfer files, and execute scripts on authorized Linux servers through natural-language tool calls. It supports listing servers and groups, executing commands individually or across groups, and uploading or downloading files over secure connections.
    6
    2
    Mozilla Public 2.0
  • A
    license
    A
    quality
    C
    maintenance
    A cross-platform MCP server providing secure, user-approved privilege escalation for Cursor agents, with tools for running commands as admin on Windows and root on Linux.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables cluster-aware command execution and automatic task routing across distributed nodes based on system load, architecture, and OS requirements. It supports parallel execution, remote node management via SSH, and dynamic load balancing for agentic workflows.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables LLM agents to run commands, manage interactive or background sessions, and transfer files on remote hosts under policy-based authorization, command classification, approval gates, and full audit logging. Supports per-host profiles with role-based rules, streaming file transfers that keep bytes out of model context, and a configurable approval policy for destructive or privileged work.
    14
    17,673 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Runs as an MCP server providing file system operations, shell execution, and system information tools, allowing Claude or any MCP client to edit files and control the machine.
    7
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based MCP server that enables Claude Desktop to perform file operations and retrieve system information, with built-in security features that restrict access to safe directories only.
    6
    14 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables secure SSH access to servers through a gateway with Kerberos authentication, allowing execution of whitelisted commands with pattern-based security controls and server information retrieval.
    5
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables your ChatGPT or Claude web subscription to drive real remote software engineering on a Linux server, providing isolated Git worktrees, file editing, asynchronous process execution, approvals, commits, and audit. It adds no second server-side AI API token meter.
    29
    18
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Gives AI assistants eyes and hands on your desktop, letting them view and capture the screen, click, type, use the clipboard, run shell commands, and execute multi-step tasks with a single per-task authorization while keeping context small via a local state file.
    18
    33 PyPI
    4
    MIT
  • A
    license
    B
    quality
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    maintenance
    About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.
    37
    Apache 2.0
  • A
    license
    B
    quality
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    maintenance
    Enables running planned batches of shell commands in parallel locally or over SSH, with dependency ordering, timeouts, cancellation, and per-task result collection.
    4
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A local MCP server for agentic remote development that enables code sync via rsync, SSH command execution, and long-running task management in remote tmux sessions.
    15
    3
    MIT
  • A
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    B
    quality
    D
    maintenance
    MCP server that enables AI to fully control macOS — mouse, keyboard, terminal, screenshots, window management, UI element detection, and provides AI-optimized information reporting.
    36
    29 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Cross-platform command execution server that intelligently adapts shell commands to the operating system and detects project-specific package managers (npm/bun, pip/poetry), with runtime-editable command mappings per project.
    5
    16 npm
    1
    GPL 3.0
  • A
    license
    B
    quality
    F
    maintenance
    An MCP server that allows AI models to execute system commands on local machines or remote hosts via SSH, supporting persistent sessions and environment variables.
    1
    45 npm
    28
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    MCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and multi-agent coordination into markdown before the AI sees it. Single-file Python (pyyaml only), MIT. Serves over stdio and SSE. Published as io.github.tcconnally/perseus on the MCP Registry.
    33
    43
    MIT
  • A
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    B
    quality
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    Provides Unix command documentation directly within Claude conversations, allowing users to retrieve help pages, man pages, and usage information without leaving the chat interface.
    3
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    An MCP server for read-only Linux system administration and diagnostics on RHEL-based systems via SSH. It enables users to troubleshoot remote hosts by accessing system information, services, logs, and network configurations through natural language.
    23
    726 PyPI
    320
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to securely manage and execute commands on remote Windows servers via WinRM, including PowerShell execution, system information retrieval, and service management.
    6
    34 PyPI
    6
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Enables remote command execution, scripting, file operations, and persistent tmux sessions on a VPS via MCP protocol.
    17
    11 npm
    -
  • A
    license
    B
    quality
    F
    maintenance
    Structured workspace runtime for long-running coding agents, providing controlled workspace capabilities with task state, snapshots, checkpoints, drift detection, verification evidence, audit logs, and structured handoff.
    20
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Enables remote server management through SSH/SFTP with persistent task queuing, system monitoring, file transfers, service status checks, and API health monitoring through a unified interface.
    26
    18 npm
    1
    -
  • A
    license
    C
    quality
    B
    maintenance
    An MCP server offering hybrid memory recall and continuity tools for AI agents. It also provides a governance gateway that pre-approves risky shell/file/git actions before execution.
    19
    Apache 2.0
  • F
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    C
    quality
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    maintenance
    An MCP server that provides weather alerts and forecasts using the National Weather Service API, with additional system tools for shell commands and process information.
    3
    1
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