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116,557 servers. Updated
20 Best Vector Database MCP Servers: compared and ranked, November 2026Ranked from 1,822 matching servers on stars, growth, downloads and maintenance. Updated .

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    An MCP server designed to automate Django database setup and management, including PostgreSQL database creation and extension configuration. It enables users to update environment files and execute Django management commands through integrated tools like VS Code Copilot.
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    A
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    Enables AI agents to read KakaoTalk chats from the local macOS database, fetch attachments, and send gated messages with user approval.
    6
    3
    MIT
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    license
    A
    quality
    B
    maintenance
    Enables AI agents to convert a self-contained HTML design into an editable Adobe InDesign (.idml) file, preserving text frames with paragraph styles, native tables, and vector shapes. Accepts raw HTML, a local .html file, or a hosted URL, and returns the converted file along with required fonts and a geometry check.
    2
    150 npm
    MIT
  • F
    license
    A
    quality
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    Enables searching and scraping job postings from supported sites via Playwright, extracting details, registering them to a Notion database with deduplication, and sending tiered collection summaries to Discord.
    4
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    A
    quality
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    A local MCP server that enables reading iMessage conversations and sending new messages through Claude Desktop. It provides secure, read-only access to your Mac's iMessage database and AppleScript-based message sending capabilities.
    6
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables reading a copied notes database and creating or appending notes through supported macOS URL actions, with no screen control, Accessibility permission, API key, or Full Disk Access required when using an accessible copy.
    7
    MIT
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    A
    quality
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    maintenance
    Enables MCP clients to read and manage a local Things 3 database on macOS through Things' supported scripting interface, listing, searching, creating, updating, moving, scheduling, and completing tasks, projects, and areas without any hosted service or network telemetry. Reads are paged and filtered, writes are confirmed by read-back verification, and an optional read-only mode blocks all mutations.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A high-performance MCP server for Apple Mail that uses optimized JavaScript for Automation (JXA) to search and manage emails. It enables users to list accounts, fetch mailboxes, and retrieve today's, unread, or flagged messages with significantly improved speed through batch property fetching.
    7
    210 PyPI
    74
    GPL 3.0
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    A
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    maintenance
    Integrates simulated health data and task management to provide energy-aware scheduling based on calculated readiness scores. It allows users to query health summaries, manage tasks, and generate optimized daily schedules through a local SQLite database.
    5
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    A
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    Enables AI assistants to read and create Fantastical calendar events on macOS using local database access and URL schemes, working entirely offline without API keys or network access.
    16
    7
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables LLMs to manage a todo list application through the Model Context Protocol, connecting directly to a browser-based Postgres database to add, list, complete, and remove todo items with categories, priorities, and due dates.
    4
    3 npm
    1
    MIT
  • F
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    maintenance
    Enables reading, searching, and sending iMessages on macOS by accessing the local messages database and utilizing AppleScript. Users can list conversations, search message history, and send messages to individuals or group chats directly through the Model Context Protocol.
    6
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    license
    A
    quality
    F
    maintenance
    An MCP server for interacting with the Grist API, enabling language models to manage organizations, documents, tables, and records. It supports advanced features like SQL querying, data filtering, and attachment management for comprehensive Grist database interaction.
    54
    55
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI assistants to interact directly with Warden-managed Magento 2 development environments, automating common tasks like project initialization, environment management, database operations, and Magento CLI commands.
    11
    7
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables LLMs to interact with Notion workspaces via the Notion API, supporting page creation, database management, and content retrieval. It features markdown conversion to optimize token usage and enhanced error handling for more reliable workspace interactions.
    19
    21 npm
    1
    MIT
  • A
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    A
    quality
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    maintenance
    Enables AI assistants to browse, search, and manage a Lutris Linux gaming library. It provides tools for modifying game details, organizing categories, and accessing collection statistics directly from the Lutris SQLite database.
    11
    9 npm
    MIT
  • A
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    A
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    MCP server for rekordbox DJ database access. Provides read-only querying of tracks, playlists, and DJ session history from encrypted rekordbox SQLite databases using pyrekordbox.
    25
    126
    Python
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    An MCP server designed to interact with the RifaExpress backend via PostgreSQL database queries and REST API integrations. It enables users to manage core entities like companies, users, and plans while providing tools for database schema inspection and health monitoring.
    8
    -
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    B
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    Enables AI agents to control Adobe Lightroom Classic on macOS for professional photo editing and catalog management. It allows users to inspect photos, apply develop settings, and automate workflows through a secure local bridge without direct catalog database manipulation.
    2
    59
    5
    MIT
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    Enables AI assistants to control any Odoo database via XML-RPC, with features for reading, writing, importing/exporting data, and generating intervention reports.
    32
    MIT
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    B
    quality
    A
    maintenance
    Enables MCP clients on macOS to read local KakaoTalk chats and messages directly from the app's encrypted database, and to send messages through the app's Accessibility interface with explicit confirmation. It works offline against the installed desktop app without contacting Kakao's servers.
    3
    13 npm
    2
    MIT
  • F
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    Enables AI assistants to evaluate business processes for automation by collecting discovery answers, calculating labor costs, scoring automation potential, and saving completed audits to a local SQLite database.
    8
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    Integrates with TOTVS WinThor ERP by querying its Oracle database for routine catalogs and permissions, and enables executing routines through WinThor Anywhere.
    6
    1
    MIT