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

  • Similarity Search MCP Server

    nexus-mcp-infra
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables stateless similarity search over pre-computed vector corpora using NMI and cosine fusion with entropy-calibrated weighting. Provides tools for ranking, scoring, outlier detection, and alpha calibration for AI agents.

  • blueocean-vector

    thammarongg
    A
    license
    B
    quality
    B
    maintenance
    A shared, persistent MCP memory server for coding agents that enables storing and retrieving project decisions and context across different tools like Claude Code, Codex, and Cursor using semantic vector search.
    8
    MIT

  • MCP Vector Memory

    vertexhub-ai
    A
    license
    Not graded
    quality
    Not graded
    maintenance
    Provides AI coding agents with persistent, long-term memory through local semantic search and SQLite storage. It enables agents to save and retrieve architectural decisions or project context across different conversation sessions without requiring cloud services.

  • Docs Vector MCP

    MeteorGeminy
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to semantically search GitHub repository documentation by automatically fetching, vectorizing, and indexing content into an Upstash Vector database. It provides a standard MCP interface for agents to retrieve relevant documentation snippets through natural language queries.
  • 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

  • source-rag-mcp

    hanhy06
    F
    license
    B
    quality
    B
    maintenance
    MCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and lightweight RAG.
    11

  • Google AI Search MCP

    shariqriazz
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.
    65
    6
    MIT

  • Vector Memory MCP Server

    aeriondyseti
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides local vector-based semantic memory storage for AI assistants to persist context and decisions across sessions using local embeddings and LanceDB. It enables private semantic search and session handoff capabilities to maintain long-term project context.
    252
    5
    MIT

  • mcp-data-source

    Crankhead
    F
    license
    Not graded
    quality
    C
    maintenance
    Multi-datasource MCP server that connects AI assistants to 6 database types (MySQL, PostgreSQL, ClickHouse, MongoDB, SQLite, Huawei DWS) with dynamic configuration, encrypted credential storage, and schema discovery.

  • @dudqls816/database-mcp

    gong-yeongbin
    A
    license
    A
    quality
    B
    maintenance
    MCP server for Microsoft SQL Server that lets LLMs explore schema and execute read-only SELECT queries, with optional stored procedure execution when explicitly enabled.
    3
    350
    MIT

  • Higress AI-Search MCP Server

    cr7258
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.
    1
    5
    Apache 2.0
  • 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

  • MCP Database Server

    lukhim
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude to query and manage databases (SQLite, SQL Server, PostgreSQL, MySQL) through natural language, supporting read/write operations and schema management.
    853
    MIT

  • Database MCP Server

    ZeaoZhang
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides universal database operations for AI assistants through MCP, supporting 40+ databases including PostgreSQL, MySQL, MongoDB, Redis, and SQLite with built-in introspection tools for schema exploration.
    29
    MIT

  • open-brain-mcp

    uwek
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server for storing and retrieving thoughts, notes, and ideas with semantic vector search, enabling integration with Claude Desktop and other MCP clients.
    MIT