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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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"Exploring Memory Persistence in DeepSeek Technology" matching MCP servers:

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  • A
    license
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    quality
    C
    maintenance
    Safety-gated SSH MCP server for DeepSeek Harness and standard MCP clients, enabling agents to use a laboratory server's GPU, runtime, and configured source workspace while keeping the server isolated from the public internet.
    4
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An interactive coding agent and MCP server that provides access to various AI models via the Tsinghua University lab proxy API. It enables users to inspect files and execute shell commands within their local directory using models like DeepSeek, GLM, and Qwen.
    10
    -
  • F
    license
    A
    quality
    D
    maintenance
    An all-in-one MCP server for local LLMs that provides live web access, math, shell/code execution, filesystem access, memory, and RAG over local files using LM Studio embeddings.
    2
    39
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  • A
    license
    A
    quality
    D
    maintenance
    Sandboxed bash execution MCP server for AI agents, using an in-memory virtual filesystem overlay to prevent real filesystem damage, with configurable network access, timeouts, and optional Python/JS runtimes.
    9
    51 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Bridges a remote, cloud-hosted agent to your local machine, exposing Pi's coding tools (read, write, edit, ls, grep, find, bash, powershell) rooted at a directory you choose. It also adds a human channel so the agent can message, question, and wait on you through tool calls instead of a platform chat UI, with OAuth 2.1 or bearer-token authorization and no persistence between runs.
    8
    3
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    A secure server that enables AI applications to execute shell commands in specified directories, supporting multiple shell types (bash, sh, cmd, powershell) with built-in security features like directory isolation and timeout control.
    1
    23
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    An all-in-one MCP server that enables AI agents with local system capabilities like filesystem navigation, command execution, desktop automation, and a continuity memory suite for persistent cross-session project context.
    37
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to manage MySQL databases through natural language commands. Supports database operations, table management, data queries, and import/export functionality with built-in security features.
    15
    8 npm
    1
    MIT
  • 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
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides 20 essential tools including HTTP requests, web search, file I/O, shell commands, and persistent memory for any MCP client, with zero configuration required.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to execute PowerShell commands and scripts in a persistent interactive terminal on Windows, with real-time output streaming to a web terminal.
    39 PyPI
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A desktop launcher and local MCP workspace server that enables ChatGPT and other MCP clients to securely read, edit, search, run commands, and show changes in selected local project folders.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Disposable Firecracker microVMs as sandboxes for AI agents: run commands and move files in any OCI image, snapshot and fork running copies in ~150 ms, egress allowlists. Self-hosted; needs Linux with KVM.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to execute commands in a shared tmux session that is simultaneously visible to a human via a web-based terminal UI.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables remote AI agents to read, patch, and (opt-in) execute commands in a local workspace, with all actions approved locally and fully audited.
    2,485 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    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
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables management of Proxmox VE and Proxmox Backup Server through curated and generic REST API tools, plus opt-in shell access to hosts, LXC containers, QEMU VMs, and PBS hosts under rights-aware, policy-controlled, audited access.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An agent-capable MCP server with terminal access, filesystem control, and persistent memory. It includes sandboxing, access control, activity logging, and a file-backed memory store for context across conversations.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that enables AI assistants to manage SSH terminal sessions, execute commands, and automate server operations through natural language, with multi-tab support and session persistence.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A human-in-the-loop SSH bridge for AI agents that requires approval for every command before execution on configured servers.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A persistent AI partner MCP server that keeps identity, memory, goals and refusals in a local SQLite substrate, renting language work from Claude, ChatGPT, Kimi, local models or any BYOK OpenAI-compatible provider, with governed shell/fs/http tools, MCP "hands" gated by state-transition-validated cognition, loopback-only security, and tamper-evident audit.
    10
    AGPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to connect to remote hosts, run SSH commands, and read output while streaming the live terminal session in a visible window so users can monitor and debug connections in real time.
    MIT