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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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    Enables archiving and retrieving GaggiMate espresso shot history, managing bean/grind/dose context periods, monitoring machine state and power sessions, and writing profiles and settings through MCP tools.
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    AGPL 3.0
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    Enables secure remote control of Home Assistant and Life Dashboard/DSH via MCP, supporting entity state queries, whitelisted entity/scene control, lifecycle overview reading, DSH workspace summaries, and follow-up sending.
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    Connect AI assistants to industrial OPC UA systems. Browse nodes, read live data and history, and monitor subscriptions, events and alarms. Runs locally over stdio in read-only mode by default.
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    MIT
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    Enables natural-language control of DG-LAB Coyote V2/V3 hardware from any MCP client, with QR pairing, real-time telemetry, waveform playback, and built-in safety limits.
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    18 npm
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    GPL 3.0
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    Enables AI assistants to monitor and control Bambu Lab 3D printers over a local network via MQTT, including real-time status, AMS filament info, print control, and maintenance tracking. It supports guided setup, safety confirmations, read-only mode, and a built-in printer simulator.
    2
    10 npm
    MIT
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    Connects Claude and other MCP clients to myGEKKO building controllers via the official Query API, enabling natural-language queries and control of smart-home devices. It is read-only by default, with write actions available only through explicit opt-in and safety policies.
    3
    MIT
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    Enables controlling ecobee thermostats from ChatGPT by connecting a user's ecobee account through normal browser sign-in, without an ecobee developer API key. Supports listing thermostats, reading status, setting temperature or HVAC mode, and resuming schedules.
    5
    MIT
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    Enables AI agents to control an ESP32 board's relays, GPIO pins and analog sensors over a small HTTP API on the local network, with no cloud service in the middle.
    5
    MIT
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    Enables control and management of smart home devices across multiple rooms through specialized MCP servers. Supports lights, thermostats, fans, and ovens with room-specific rules and automatic persistence.
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    Enables an AI agent to sign in to a user's own Midea air-conditioner cloud account through a local browser page, discover bound devices, read status and capabilities, and send experimental power, temperature, mode and fan-speed controls with a cloud read-back.
    7
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    Apache 2.0
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    Enables AI assistants in MCP clients to read state and move a calibrated SO-101/SO-ARM101 robot arm through LeRobot, with per-joint safety limits, named poses, joint moves, and gripper controls.
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    MIT
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    An MCP server that exposes a USB-connected Flipper Zero device as tools for controlling infrared devices. It enables listing, parsing, and transmitting IR signals from saved files and built-in universal remotes.
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    Enables AI agents to manage EMQX Cloud through separate Platform and Deployment API connections, covering project and deployment lifecycle, MQTT client, subscription and metric inspection, built-in authentication users and ACL rules, banned lists, retained messages, publishing, and data integration. It is read-only by default, with opt-in flags for write, destructive, and integration operations.
    3
    Apache 2.0
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    Enables AI agents to query MQTT message history stored in SQLite, including topic inventories, last values, historical data, silent devices, and collector connection gaps. Supports publishing messages when write mode is enabled.
    9
    MIT
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    MCP server for OpenClaw that enables AI clients to control smart home devices, manage memory and cron jobs, and orchestrate multiple AI sub-agents.
    37
    52 npm
    Apache 2.0
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    Lets Claude Code see through and control local ONVIF/RTSP IP cameras entirely on your own network: snapshots with cropped region detail, baseline comparison and change detection, short video recordings, pan/tilt movement and preset management. It can also add, rename and remove cameras without hand-editing config, keeping credentials out of the conversation and each camera's media in its own folder.
    20
    3
    MIT
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    Enables interaction with Neptune Apex aquarium controllers through their local REST API, providing read-only monitoring of probes, outlets, power, inputs, and history by default, with opt-in write tools for outlet control, feed cycles, and guarded program edits.
    14
    AGPL 3.0
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    Controls Lyngdorf Audio devices (TDAI, MP, CD series) via TCP with automatic device discovery, comprehensive audio controls including volume, source selection, RoomPerfect, and playback management with built-in safety features.
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    6 npm
    2
    MIT
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    Enables MCP-compatible clients to query and manage LenelS2 S2 NetBox physical access-control systems via the NBAPI, with read-only tools by default and opt-in write/destructive operations.
    51
    66 npm
    MIT
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    MCP server for OpenHAB v5+ that exposes the entire REST API as tools for AI models, enabling complete control over items, things, rules, persistence, and semantic model.
    25
    7
    MIT
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    Enables Claude to query read-only Brivo access-control data—sites, access points, control panels, users, credentials, schedules, cameras, and more—through MCP tools. It exposes all read-only GET endpoints so users can inspect account information and door status in conversation without write or control actions.
    75
    MIT
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    PositionGuard: read-only MCP server for area-level presence. Ask who in your PositionGuard groups is at an area like home, school or the club. Members opt in; anyone who hasn't is reported as unknown, never away. Returns area names and counts, never coordinates or history. Use it with an Assistant key from dev.positionguardai.com, or connect to the hosted connector at https://mcp.positionguardai.c
    1
    MIT
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    Enables MCP clients to sign in with a user's own Philips Hue account and control their lights, rooms, scenes, brightness and colour through Hue's cloud Remote API. It exposes tools for listing and setting lights and rooms, activating scenes, dimming, and making scoped calls to a user's own bridge.
    MIT