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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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9,507 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Conversation Search MCP Server

    cordlesssteve
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    Enables comprehensive search and analysis of Claude Code conversation history using full-text search, optional semantic vector search, and conversation management tools. Provides fast SQLite-based indexing with role-based filtering, project organization, and hybrid search capabilities combining keyword and semantic matching.
    Last updated -

  • MCP Vector Sync

    qtoexdj
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    quality
    A multi-tenant service that automatically monitors Supabase database changes, generates OpenAI embeddings, and maintains synchronized vector search capabilities for each tenant's projects.
    Last updated -

  • AVS Document Search System

    patw
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    security
    A
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    quality
    A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.
    Last updated -
    2
    MIT License

  • Azure AI Search MCP Server

    farzad528
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    Integrates Claude Desktop with Azure AI Search, allowing users to query search indexes using keyword, vector, or hybrid search methods.
    Last updated -
    52
    • Apple

  • Local Vector Store MCP Server

    Paddione
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    security
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    Enables document search and retrieval using TF-IDF vector similarity across HTML and PDF files. Provides ingest, query, and vector store management capabilities through both HTTP API and MCP stdio interfaces.
    Last updated -

  • MCP Embedding Search

    spences10
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    A Model Context Protocol server that searches transcript segments in a Turso database using vector similarity, allowing users to find relevant content by asking questions without generating new embeddings.
    Last updated -
    2

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  • MCP Code Analysis Server

    johannhartmann
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    security
    A
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    quality
    An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.
    Last updated -
    5
    MIT License

  • Memory Box MCP Server

    amotivv
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    license
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    quality
    Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.
    Last updated -
    12
    7
    MIT License
    • Apple

  • mcp-tavily-search

    y7ut
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    Use Tavily Search to search for news pages or images.
    Last updated -
    MIT License

  • Memory Engineering MCP

    romiluz13
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    Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.
    Last updated -
    52
    11
    MIT License

  • MCP DuckDuckGo Search Server

    spences10
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    Enables integration with DuckDuckGo search capabilities for LLMs, supporting comprehensive web search, regional filtering, result types, and safe browsing with caching and customizable search parameters.
    Last updated -
    21
    3
    MIT License

  • MCP Tavily Search Server

    spences10
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    security
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    license
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    Integrates Tavily's search API with LLMs to provide advanced web search capabilities, including intelligent result summaries, domain filtering for quality control, and configurable search parameters.
    Last updated -
    75
    8
    MIT License
    • Linux

  • MCP Gemini Google Search

    yukukotani
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    quality
    Provides Google Search functionality for AI models using Gemini's built-in Grounding with Google Search feature, returning real-time web search results with source citations.
    Last updated -
    1
    254
    66
    Apache 2.0

  • Everything Search MCP Server

    Alihkhawaher
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    Provides integration with Everything Search Engine allowing powerful file search capabilities through the Model Context Protocol with advanced search options like regex, case sensitivity, and sorting.
    Last updated -
    1
    7

  • MCP Web Search Tool

    gabrimatic
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    A Model Context Protocol server that provides real-time web search capabilities to AI assistants through pluggable search providers, currently integrated with the Brave Search API.
    Last updated -
    13
    MIT License

  • Google Search Console API MCP Server

    ag2-mcp-servers
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    An MCP Server that provides access to Google's Search Console API, allowing users to interact with website search performance data and manage search presence through natural language.
    Last updated -

  • tavily-search-mcp-server

    apappascs
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    quality
    An MCP server implementation that integrates the Tavily Search API, providing optimized search capabilities for LLMs.
    Last updated -
    2
    MIT License
    • Apple

  • Google Search MCP Server

    meaigood001
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    quality
    Enables Google search functionality through the Google Custom Search API with enterprise-grade security authentication. Supports streamable HTTP transport protocol for real-time search operations with configurable result limits.
    Last updated -
    MIT License

  • DuckDuckGo Web Search MCP Server

    kouui
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    Allows you to search the web using DuckDuckGo and optionally fetch and summarize content from search results.
    Last updated -
    2
    3

  • Search MCP Server

    fengin
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    quality
    The Search MCP Server enables seamless integration of network and local search capabilities in tools like Claude Desktop and Cursor, utilizing the Brave Search API for high-concurrency and asynchronous requests.
    Last updated -
    1
    72
    MIT License
    • Linux

  • 4o-mini-search-mcp

    rebers
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    security
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    An MCP server that enables AI models to search the web using OpenAI's 4o-mini Search model, allowing access to up-to-date information for just a few cents per search.
    Last updated -
    0
    2
    • Apple
    • Linux

  • Brave Search MCP Server

    windsornguyen
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    security
    F
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    quality
    Enables web searching and local business discovery through the Brave Search API. Provides both general web search with pagination and filtering controls, plus local business search with automatic fallback to web results.
    Last updated -

  • Seroost Search MCP Server

    Parado-xy
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    security
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    quality
    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    Last updated -

  • MCP Server for Google Search

    mcp-for-dev
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    security
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    A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.
    Last updated -
    2
    7
    1
    • Apple

  • mcp-everything-search

    mamertofabian
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    security
    A
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    quality
    This server provides: * Fast file search capabilities using Everything SDK * Windows-specific implementation * Complements existing filesystem servers with specialized search functionality
    Last updated -
    242
    MIT License

  • Brave Search MCP Server

    isaacgounton
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    security
    F
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    A Model Context Protocol server that integrates with Brave Search API to provide real-time search capabilities through Server-Sent Events (SSE).
    Last updated -
    282

  • Web Search MCP Server

    vishalkg
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    quality
    Enables web search across multiple search engines (DuckDuckGo, Bing, Startpage) with parallel execution and result deduplication. Also provides web page content extraction capabilities.
    Last updated -
    1
    • Apple
    • Linux

  • Brave Search MCP Server

    arben-adm
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    security
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    license
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    quality
    Facilitates integration of Brave Search functionalities with AI assistants through the Model Context Protocol, enabling web and local searches using the Brave Search API.
    Last updated -
    13
    MIT License

  • Serper Search MCP Server

    NightTrek
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    F
    license
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    quality
    Enables integration of Google search functionality into MCP-enabled applications using the Serper API, providing rich search results, configurable parameters, and efficient response handling.
    Last updated -
    41
    • Apple