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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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    Connects MCP clients to a local social engine that reads bounded posts, comments, replies, and feeds into local inboxes, turns source material into drafts and briefs, and publishes exact frozen jobs with recorded provider IDs and receipts across Instagram, Threads, and Substack.
    MIT
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    Enables managing Italian e-invoicing through natural language, covering recurring invoices, document duplication and transformation, bulk SdI sending and emailing, payment reconciliation from bank statements, cash-flow forecasting, forfettario tax estimates, and full CRUD over the whole v2 API.
    123
    86 npm
    1
    MIT
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    A comprehensive collection of 103 tools providing capabilities for text processing, data analysis, web development, and business management in a single server. It is designed for rapid deployment to Vercel and integrates seamlessly with MCP clients like Claude and Cursor to automate diverse workflows.
    181 npm
    MIT
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    Enables integration with Fatture in Cloud to manage Italian electronic invoices through natural conversation, including creating, sending, and tracking invoices and financial data.
    49 PyPI
    25
    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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    Enables AI agents to create temporary email inboxes and wait for OTPs, magic links, or password reset emails via AgentTemp's API, useful for automation and verification workflows.
    17 npm
    MIT
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    Enables interaction with Fidelity Investments brokerage accounts using Playwright browser automation to manage balances, positions, and trades. It supports secure 2FA authentication and session persistence for seamless account management via Claude.
    13
    4
    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.
    5
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    Enables LLM interaction with the Macau University of Science and Technology (M.U.S.T.) campus system, including automated login to Wemust and Moodle, retrieving class schedules, checking assignments and deadlines, downloading course materials, and managing course content.
    7
    3
    MIT
  • F
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    A Model Context Protocol server that enables large language models to access the latest trending news headlines and detailed content across various categories including recommended, domestic, technology, and sports news.
    2
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    A complete todo management system with authentication and billing that enables AI assistants to create, manage, and track todos with user accounts, free tier limits, and database persistence.
    12
    7 npm
    24
    MIT
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    Enables voice control of DeepSeek Harness Web via the Xiaozhi assistant, exposing DSH workspaces, sessions, models, files, and settings as MCP tools over WebSocket.
    386 npm
    1
    MIT
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    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
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    Enables AI assistants to manage VergeCMS blogs through natural language, providing complete CRUD operations for blogs and articles with secure browser-based authentication and automatic token persistence.
    MIT
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    Universal notification infrastructure for AI Agents. Enables Claude, Cursor, and DeepSeek to push real-time alerts to 80+ platforms (Telegram, Discord, Slack, Email) via Apprise.
    MIT