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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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    Enables AI assistants to query and manage a local Engine DJ library on macOS, including searching tracks by BPM, key, genre, or comments, auditing duplicates and missing files, reading cues and beatgrids, and building playlists or fixing tags when write access is enabled.
    9
    82 npm
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    MIT
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    MCP server that connects to your personal YouTube account and exposes your subscription feed, letting you list subscribed channels, recent uploads, and get YouTube watch links for handoff to other MCPs.
    6
    337 npm
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    MIT
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    Unified personal assistant MCP server that connects local files, GitHub repositories, YouTube playlists, Gmail, and Steam data. Enables querying and managing personal data across multiple platforms through natural language via LM Studio integration.
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    Enables secure local management of Yoto cards, devices, and audio uploads through the official Yoto API, using OAuth PKCE authentication with read-only tools enabled by default and opt-in writes.
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    Enables managing your own IMDb account through MCP, including searching titles, rating movies, and viewing or modifying your Watchlist using locally imported browser cookies.
    9
    MIT
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    Enables local QR-code login to NetEase Cloud Music and read-only access to complete liked-song pagination, playlists, search, song details, daily recommendations, and listening history with whole-library recommendation de-duplication.
    MIT
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    A local stdio server that lets a desktop AI client list TVs approved in the companion desktop app, read a paired LG webOS or Roku TV's status, and send single allowlisted remote buttons with required request IDs. It cannot discover, enroll, pair or forget devices, and pairing keys never appear in tool output.
    MIT
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    An intelligent movie and TV series resource search tool based on Model Context Protocol (MCP), supporting multi-source search and link verification.
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    Apache 2.0
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    Enables managing your own YouTube playlists through an MCP-capable agent using existing YouTube browser cookies, without requiring a Google API key, Google Cloud project, or OAuth app. Supports listing, creating, renaming, describing, adding to, removing from, and deleting playlists.
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    MIT
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    Search archived YouTube videos — including deleted, private, or region-blocked content. 1B+ videos indexed since 2005, with AI summaries, subtitles, and transcripts.
    38 npm
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    MIT
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    A powerful MCP server that offers web scraping capabilities unrestricted by robots.txt, supports multiple HTTP methods and custom request Settings.
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    Apache 2.0
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    An MCP server that enables users to search for movie and TV show resources across multiple sources and validate video link playability. It supports both STDIO and SSE transport modes for seamless integration with AI applications.
    34 npm
    5
    MIT
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    Enables searching the Apple iTunes catalog by keyword across music, movies, podcasts, TV shows, apps, ebooks, and more, with support for exact-ID lookup and top charts for podcasts and ebooks.
    625 npm
    1
    MIT
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    Analyzes mood from messages, provides curated Spotify playlists and motivational quotes, and optionally generates voice responses via ElevenLabs. Integrates with Twilio for WhatsApp/SMS webhooks to deliver personalized music recommendations based on emotional sentiment.
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    A lightweight MCP server for reading public YouTube data, offering tools to fetch video transcripts, playlist contents, and video metadata without requiring an API key.
    3
    MIT
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    A service that provides HackerNews content search, retrieval and analysis through the Model Context Protocol, suitable for AI agents and developers.
    5
    1
    Apache 2.0
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    Smart Search MCP is an intelligent search toolkit focused on the technology field, providing 14 enhanced search tools covering mainstream international and domestic technology platforms. It has functions such as intelligent URL generation, input verification, and advanced search techniques, making i
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    Apache 2.0