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"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • Open and Async MCP Server by open-and-async

    Open and Async MCP Serverofficial

    open-and-async
    A
    license
    A
    quality
    A
    maintenance
    Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage sync vs async tasks. It also offers reference tools for the Open and Async book's principles and coaching prompts.
    11
    122
    45
    Inno Setup
  • Baidu Vector Database MCP Server by baidu

    Baidu Vector Database MCPofficial

    baidu
    A
    license
    B
    quality
    D
    maintenance
    A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
    14
    3
    Apache 2.0
  • Open Enterprise AI MCP Server by enthrium

    Open Enterprise AI MCP Serverofficial

    enthrium
    F
    license
    Not graded
    quality
    A
    maintenance
    Connects AI coding assistants like Claude Code, Cursor, and Windsurf to enterprise data sources (databases, files, APIs, etc.) via a single binary, with 45+ connector categories and built-in memory tools.
    1
  • Hong Kong Open Data MCP Server by mcp-open-data-hk

    Hong Kong Open Data MCP Serverofficial

    mcp-open-data-hk
    A
    license
    A
    quality
    C
    maintenance
    Enables access to Hong Kong government's official open data portal (DATA.GOV.HK) through natural language queries. Supports searching datasets, browsing categories, and retrieving detailed information about Hong Kong's public data resources.
    8
    6
    MIT
  • adrex-ai by adrex-ai

    adrex-aiofficial

    adrex-ai
    A
    license
    B
    quality
    B
    maintenance
    Open-source MCP server for Google Ads (Meta Ads coming soon) that lets AI assistants manage ad campaigns, reporting, keywords, and targeting in plain English from any MCP client, with safety-first creation of paused campaigns.
    54
    57
    2
    MIT
  • open-edison by Edison-Watch

    open-edisonofficial

    Edison-Watch
    A
    license
    Not graded
    quality
    D
    maintenance
    Deterministic agentic data firewall that secures, monitors, and controls AI agent interactions with data and software via MCP, preventing data leaks.
    287
    GPL 3.0
  • doc-search by SodaShikenn

    doc-searchofficial

    SodaShikenn
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
    MIT
  • cerase-search MCP by cerase-ai

    cerase-search MCPofficial

    cerase-ai
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables web search and deep multi-source research for Cerase agents via LiteLLM proxy, with billing attribution per agent.
    MIT
  • ExecuteAutomation Database Server by executeautomation

    ExecuteAutomation Databaseofficial

    executeautomation
    A
    license
    Not graded
    quality
    F
    maintenance
    A Model Context Protocol server that enables LLMs like Claude to interact with SQLite and SQL Server databases, allowing for schema inspection and SQL query execution.
    853
    379
    MIT
  • FoundryNet Search by FoundryNet

    FoundryNet Searchofficial

    FoundryNet
    F
    license
    Not graded
    quality
    F
    maintenance
    Enables web search and AI-summarized answers via an x402-gated gateway, with options for structured results or enriched summaries, accessible as an MCP server.
  • Brave Search MCP Server by brave

    Brave Search MCP Serverofficial

    brave
    A
    license
    A
    quality
    A
    maintenance
    An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.
    86
    8
    23,155
    1,397
    MIT
  • OptimAI Search MCP by OptimaiNetwork

    OptimAI Search MCPofficial

    OptimaiNetwork
    A
    license
    A
    quality
    D
    maintenance
    Enables Web3-focused web searches via the OptimAI External Search API, providing tools to start, retrieve, list, and cancel searches from any MCP-compatible AI host.
    5
    14
    13
    ISC