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116,578 servers. Updated
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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    An MCP server for controlling RetroArch via its Network Control Interface, enabling memory read/write, save states, screenshots, emulator control, and gamepad input through the Network RetroPad protocol.
    22
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Transforms Kindle highlight exports into structured personal memory summaries saved to Notion. Parses HTML and text files to generate book insights including themes, key ideas, and actionable takeaways using the host model's context window without external AI API calls.
    5
    11 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets teams operate their installed Narla AI agents from any MCP-capable assistant such as ChatGPT, Claude or Cursor, listing agents, tasks and business memory and drafting new tasks in plain language. Nothing executes until a human explicitly approves it, and every completed task retains a report of what the agent did and changed.
    6
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables low-cost agent models to control Windows applications through a compact, state-safe proxy over Open Computer Use, reducing model-visible context by up to 99.8% with support for record/replay and reusable UI component memory.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to search and deduplicate UK job vacancies across multiple boards, match them against local CVs, and submit complete applications through an automated browser with persistent logins and application memory.
    29
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A Chrome DevTools Protocol MCP server that enables direct browser automation with auto-discovery of interactive elements, built-in action verification, and persistent site memory across sessions.
    27
    5 npm
    4
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    Provides virtual filesystem workspaces with full file operations (read, write, ls, tree, mkdir, rm, mv, cp, cd, pwd, find, grep) and checkpoint management. Supports multiple storage providers (memory, filesystem, sqlite, s3) with session, user, and shared scopes.
    23
    3
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    Shared workspace your AI agents write to. CMMN case management with 184+ MCP tools: cases, tasks, event-driven CMMN workflows with sentries, persistent memory with semantic search, billing and invoicing. OAuth or token auth; cloud-hosted remote MCP endpoint.
    100
    51 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents and MCP clients to access team memory, chat channels, connected apps, meetings, files, workflows, and scheduling, while supporting task handoff and approval-gated actions through a remote Streamable HTTP endpoint.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables an AI assistant to build and revise an explicit shared world model, then reason, create, narrate, remember, and give writing feedback through inspectable processes, concepts, and cuts. Supports general-purpose modeling, storytelling, agent/user memory, and ideation over one engine and graph while keeping estimates, interpretations, and observations distinct.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    A local-first MCP server that lets any MCP agent drive a job-search cockpit: scan for roles, inspect and click/type in your real logged-in Chrome tabs via a built-in extension, capture postings, gate eligibility, pre-fill applications without ever submitting, record and replay browser workflows, and store local memory facts — all over loopback stdio with no API keys or cloud.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Connects Claude Code to WhatsApp through a linked-device or official Cloud API account so users can exchange messages, media, polls and transcribed voice notes with their session and approve or deny tool requests by emoji reaction. Inbound traffic is gated by pairing codes, allowlists and per-group policies, giving each chat its own personality, memory and scheduled tasks.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables MCP clients to inspect, edit in memory, rebuild, render, and export SOLIDWORKS 2016+ parts, assemblies, and drawings on the same PC or in a Windows VM. It provides 13 tools with read-only defaults and controlled export/save behavior.
    317 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables any MCP client to control Ableton Live 12 through 56 tools covering tracks, clips, MIDI notes, devices and racks, mixer parameters, transport, browser loading, automation, and arrangement editing. It also provides optional audio analysis (key, chords, groove, transcription, stem separation, mastering listen) and session memory.
    MIT
  • A
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    Not graded
    quality
    Not graded
    maintenance
    Enables AI assistants to connect securely over Streamable HTTP/SSE or a local stdio bridge to specialized digital administrative colleagues for tasks such as business-card scanning, prospecting, encrypted file management, approval queues, learning memory, and agent status, while preserving human-in-the-loop control and EU data sovereignty.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to search, resolve, and request authorized integration actions on demand while keeping the full Pipedream catalog server-side, so teams can act on time-aware meeting memory and shared context without context overload.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables an agent to directly drive a running WPS installation over MCP — reading and editing live Excel, Word, and PowerPoint documents in memory through 243 tools, so changes appear on screen immediately without touching files on disk. It is packaged for offline deployment on internal aarch64 Linux hosts.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables LLM-driven skill selection and parameter filling to trigger real side effects only after an explicit risk-confirmation gate, with argument guardrails, long-term memory, and federation of external MCP servers and A2A agents over hand-written JSON-RPC on Streamable HTTP.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables automation of workflows across GitHub, Notion, and Google Calendar with AI-powered task execution, personalized agent memory, and Slack integration for seamless team coordination and project management.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables an AI QQ bot to call installed plugins as MCP tools for group management, long-term memory, text-to-speech, image generation, reminders, accounting, utilities, and mini-games. It also provides a web market for installing, configuring, and managing those plugins through SnowLuma/OneBot.
    5
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP Hub is a self-hosted AI operations platform that provides a unified MCP gateway with semantic tool routing, persistent vector memory, automation, and multi-agent flows. It enables connecting any MCP client to 130+ tools across 12 integrations through just 3 hub endpoints.
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables small local businesses to offer Alexa+ voice booking from one self-hosted, multi-business deployment with strict per-business isolation. It supports finding businesses, searching slots, two-step booking, rescheduling and cancellation with deposits, cross-session memory, bookings for people you care for, agentic waitlist recovery, notifications, and an owner dashboard.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to run Meta (Facebook and Instagram) advertising: pull spend, CPA, ROAS and breakdown reports, audit account health, build and boost campaigns, ad sets and ads, and pause or adjust budgets, all starting paused until the user approves going live. Also supports brand memory, change logs and an optional daily spend cap.
    MIT