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

  • Open Search MCP

    flyanima
    A
    license
    C
    quality
    C
    maintenance
    A comprehensive Model Context Protocol server providing 33 specialized research and search tools for Claude Desktop, enabling powerful search capabilities across academic, technical, and general domains.
    Last updated
    40
    3
    MIT

  • Todo for AI MCP Server

    todo-for-ai
    A
    license
    -
    quality
    C
    maintenance
    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    Last updated
    39
    Apache 2.0

  • Vector Memory MCP

    Xsaven
    A
    license
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    quality
    C
    maintenance
    A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.
    Last updated
    MIT

  • Open MCP

    metacode0602
    A
    license
    -
    quality
    C
    maintenance
    An open-source Model Context Protocol application management platform that allows users to create applications from GitHub repositories with automatic information extraction and database integration.
    Last updated
    3
    2
    MIT

  • MCP Vector Memory

    vertexhub-ai
    A
    license
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    quality
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    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.
    Last updated

  • keycloak-source-mcp

    vujasinovic
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that enables AI assistants to navigate, search, and analyze local Keycloak source code to support developer customizations like SPIs and authenticators. It provides tools for searching classes, generating boilerplate code, detecting breaking changes between versions, and tracing dependencies.
    Last updated
    8
    MIT

  • Docs Vector MCP

    MeteorGeminy
    F
    license
    -
    quality
    C
    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.
    Last updated
  • Baidu Vector Database MCP Server by baidu

    Baidu Vector Database MCPofficial

    baidu
    A
    license
    B
    quality
    C
    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.
    Last updated
    14
    3
    Apache 2.0

  • GEO Analysis for AI SEO

    houtini-ai
    A
    license
    B
    quality
    -
    maintenance
    GEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.
    Last updated
    2
    17
    17

  • MCP Source Relation Server

    owayo
    A
    license
    C
    quality
    C
    maintenance
    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    Last updated
    1
    1
    MIT

  • Google AI Search MCP

    shariqriazz
    A
    license
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    quality
    C
    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.
    Last updated
    5
    2
    MIT

  • Database MCP

    thekaranpargaie
    A
    license
    -
    quality
    C
    maintenance
    Provides a natural language interface for querying and managing PostgreSQL, MySQL, MariaDB, MSSQL, and SQLite databases using the Model Context Protocol. Users can explore database schemas and visualize query results through an integrated web dashboard.
    Last updated
    88
    MIT