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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 Claude to search and retrieve Magic: The Gathering card details, prices, set information, and random cards from Scryfall's database through natural language.
    4
    2
    MIT
  • A
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    A
    quality
    B
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    Enables local MCP-capable agents to read-only query Zhangchui's already-published Warhammer 40K reports, matchups, army rosters, and statistical definitions over a fixed-route HTTPS public API, without admin accounts, SSH, or database credentials. It exposes six tools for listing and fetching reports, matchups, rosters, and data notes, with release-ID pinning, pagination, and explicit handling of unprepared or unavailable data.
    14
    MIT
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    Search, browse, and analyze One Piece TCG cards with ground-truth data from the community-maintained card database. 4,348 cards across all sets (OP-01 through OP-14, Starter Decks, Event Boosters, and Promos).
    6
    54 npm
    2
    MIT
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    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
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    Provides access to the Internet Game Database (IGDB) API, enabling users to search for video games, retrieve detailed game information including ratings and platforms, and discover trending and anticipated titles.
    6
    4
    5
    MIT
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    Enables AI assistants to read and write RPG Maker MZ projects directly, covering database, maps, events, and system settings with 119 tools.
    4
    128
    169 npm
    27
    MIT
  • F
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    MCP server for GameCalendar database, enabling read and optional write access to game release and blog post data via natural language.
    6
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    Enables AI models to develop and automate RPG Maker MZ projects by creating maps, events, and plugins through natural language commands. It provides comprehensive tools for database management, asset integrity checks, and direct map tile manipulation.
    28
    30 npm
    1
    ISC
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    Connects MCP-capable clients to hosted tabletop campaigns so users can ask plain-language questions about their campaigns, sessions, and codex entries (NPCs, locations, items, lore, religions, groups) and submit notes, recaps, events, and DM-reviewable proposals. Access is scoped per user through database row-level security, so it only ever exposes what the website would show that account, with AI-written content staying non-canon until a DM approves it.
    MIT
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    Enables an AI to maintain persistent campaign and character memory across episodes and quests, including recaps, character-scoped secrets, quests, promises, and episode summaries, using a local story database.
    Apache 2.0
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    Connect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.
    2
    MIT
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    Enables searching the IGDB video-game database, retrieving full game records, listing anticipated upcoming releases by hype, and sending custom Apicalypse queries to IGDB endpoints.
    MIT
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    Synchronizes multiple COC RPG groups from a NapCat QQ account into a private SQLite database, providing isolated MCP apps per group for ChatGPT with read-only QQ access and character sheet management.
    MIT
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    Provides read-only, league-aware fantasy football data to AI clients without requiring an API key or database, covering league overviews, weekly matchups, injuries, trending players, historical rivalries, playoff brackets, drafts, and traded picks. It runs statelessly on Cloudflare Workers, automatically traversing linked prior seasons for multi-year analysis.
    MIT
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    A local MCP server that lets any MCP-compatible AI client manage a standalone World of Warcraft private server, including server control, database operations, NPC/quest/loot management, and more.
    1
    MIT
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    F
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    MCP server for searching Giant Bomb's video game database. It provides a single search tool to query games, characters, and other resources.
    9 npm
    MIT
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    B
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    Enables AI agents to search a video game database by name, genre, or platform, retrieve detailed game records, and list genres/platforms with game counts. It exposes these capabilities as MCP tools for ratings, Metacritic scores, release dates, developers, publishers, ESRB ratings, and playtime.
    299 npm
    MIT
  • A
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    Enables reading and browsing ZERO PARADES: For Dead Spies records—skills, items, characters, thoughts, places and more—over MCP stdio, with term lookup, full-text search over records and dialogue, stable-id record retrieval, paginated entity listing, and prefilled planner link generation in English, Spanish, German, Russian and Chinese.
    MIT
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    Enables AI agents to search a live Digimon database by partial name or list all entries, and retrieve full details for a single creature by name or numeric id, including level, type, attribute, fields, evolution lines, and English description.
    487 npm
    1
    MIT
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    Enables AI-powered Path of Exile 2 character optimization through natural language queries, providing intelligent build recommendations, gear upgrades, and passive tree optimization using the official PoE API and comprehensive game database.
    509 PyPI
    85
    MIT