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120,763 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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    quality
    C
    maintenance
    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    58 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI agent to operate a spare Android phone through MCP: capture screenshots, inspect UI controls, tap/swipe, input Chinese text, launch apps, and optionally run rooted shell commands or transfer files. It also supports a live web console for remote viewing and control.
    25
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.
    62
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    Local MCP server for A-share stock trading via Tonghuashun, offering account/position queries, buy/sell/cancel orders with risk controls and forced user confirmation; currently simulated with a reserved interface for real broker channels.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Connects MCP-compatible AI assistants to Azgaar's Fantasy Map Generator so they can view, inspect, edit, and export fantasy maps in a live local browser, including borders, states, terrain, layers, and files. It runs locally and offline after installation, supports collaborative manual editing, undo, autosave, and text-only map output for models that cannot see images.
    4
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI agents to execute sandboxed JavaScript code to control external web applications in real-time. It utilizes WebSockets to synchronize script execution with frontend animations, allowing complex UI interactions to be handled in a single agent turn.
    ISC
  • A
    license
    A
    quality
    F
    maintenance
    Dynamic QR code platform for AI agents. Create, customize, and track QR codes without regenerating images. 37 tools covering 11 QR types (URL, vCard, WiFi, event…).
    37
    3
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables controlling CLO3D from any MCP client to inspect projects, create and edit patterns, manage fabrics and colorways, run simulations, and export models through chat.
    104
    2
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to present multiple UI component designs in a browser for visual selection, with AI-powered design generation using MiniMax-M2.1 from natural language prompts or manual HTML input.
    1
    12 npm
    5
    MIT
  • F
    license
    C
    quality
    D
    maintenance
    An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.
    15
    4
    -
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Helps users decide what to eat by randomly selecting meals from a database of 100+ options or a custom list using an interactive spinning wheel widget. It supports cuisine filtering and provides an engaging visual interface to resolve mealtime indecision.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP gateway that connects an owner's existing AI assistant to Estonian business back-office work: company profiles and obligation calendars built from public register data, job playbooks, curated connector catalogue, and server-enforced approvals with receipts. It lets a micro-entrepreneur's chat assistant read deadlines, check counterparties and draft filings while blocking any action that lacks an approval bound to the exact recipient, amount and document.
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables natural-language CAD geometry creation in Autodesk Fusion 360 by connecting an LLM running in WSL via OpenCode to Fusion on the Windows host.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to drive an installed Path of Building (PoE2) through the full pob command set as tools, allowing agents to read and modify builds, run calculations, search trade, and highlight locations in the PoB interface without modifying it.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI clients to incrementally edit native PSCAD 4.6.2 projects, execute simulations, query numerical outputs, and search local official Help through MCP tools.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to programmatically create and manage flowcharts, ERDs, and swimlane diagrams. It provides tools for manipulating diagram structures, performing auto-layouts, and exporting to Mermaid or Markdown formats.
    23 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude on Windows to use local programs, files, and AI models through a localhost-only MCP server, with plugins for transcription, Office/PDF processing, study-card generation, folder watching, and UI automation. It can also generate, test, and enable new plugins on demand.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.
    92
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex to read and modify Microsoft Project plans on Windows through live preview and apply workflows, as well as offline change-set operations when Project is closed. It supports task, resource, dependency, notes, export, and XML-to-MPP creation workflows.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.
    5
    8 npm
    35 PyPI
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    10 MCP servers so agents can work in Korea: Naver Smart Store, Coupang, Cafe24, public data (business status, holidays, addresses), HWP files, KakaoTalk, Popbill e-tax invoices & 알림톡, Toss Payments, Japan→Korea sourcing, tax calendar — with human approval on every write. npm @appmonster/mcp-*.
    5
    6 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Create disposable email inboxes, extract OTP codes in 15 languages, and receive webhooks — all from your AI agent. One call: create inbox → wait for email → get the verification code. Supports 7 domains, email forwarding, and HMAC-signed webhooks with OTP included in payload. Free tier available.
    8
    6 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Manage Job using MCP: Manage Job, Candidates, Resumes, Salaries all within this one MCP tools It can solve problems like: You have 50 resumes to screen. Your AI assistant can reason about candidates, but it can't: Read PDFs/DOCX — The AI can't open binary files Extract structured data — Copy-pasting loses formatting, metrics, and context Compare at scale — No consistent scoring across candida
    24
    87 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Connects to 1C:Enterprise through OData to read business records, preview field-by-field changes, and create or update permitted catalog items and draft documents only after a human explicitly approves each write.
    11
    MIT