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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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9,479 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • mcp-server-rag-web-browserofficial

    apify
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    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
    Last updated -
    69
    183
    Apache 2.0
    • Apple

  • mem0 MCP Server for Project Management

    KunihiroS
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    security
    F
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    A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.
    Last updated -
    6

  • RAG Memory MCP

    ttommyth
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    An advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.
    Last updated -
    20
    28
    • Apple
    • Linux

  • claude-debugs-for-you

    jasonjmcghee
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    security
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    Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
    Last updated -
    427
    MIT License
    • Apple

  • RAG Information Retriever

    ChandrahaasJ
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    security
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    An MCP server that implements Retrieval-Augmented Generation to efficiently retrieve and process important information from various sources, providing accurate and contextually relevant responses.
    Last updated -

  • RAG-MCP Server

    plaban1981
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    A server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.
    Last updated -
    3
    Apache 2.0

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  • RAG MCP server

    proofofsid
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    security
    F
    license
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    quality
    Implements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.
    Last updated -

  • mcp-local-rag

    nkapila6
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    "primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
    Last updated -
    78
    Python
    MIT License
    • Linux
    • Apple

  • RAG Anything MCP Server

    jesse-merhi
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    security
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    An MCP server that provides comprehensive multimodal Retrieval-Augmented Generation (RAG) capabilities for processing and querying document directories, supporting text, images, tables, and equations.
    Last updated -
    5
    MIT License

  • MCP-RAG Server

    felixscherz
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    Connects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).
    Last updated -
    1

  • Yahoo Finance MCP for LLaMA 3.2 3B

    Shak2000
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    Integrates Yahoo Finance API with LLaMA 3.2 3B, allowing users to retrieve real-time stock prices, company information, historical data, and market news while maintaining the model's original capabilities.
    Last updated -
    3

  • Yes or No MCP

    a-polishchuk
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    A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.
    Last updated -
    1
    0

  • Prompt-Optimizer-MCP-for-LLMs

    Mahad-007
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    security
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    A Model Context Protocol (MCP) server that provides intelligent tools for optimizing and scoring LLM prompts using deterministic heuristics.
    Last updated -
    MIT License

  • MCP Docs RAG Server

    kazuph
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    A TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.
    Last updated -
    4
    8
    • Apple
    • Linux

  • MCP Server for Intercom

    raoulbia-ai
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    security
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    An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.
    Last updated -
    4
    7
    Apache 2.0
    • Linux

  • Crawl4AI RAG MCP Server

    coleam00
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    security
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    quality
    Web crawling and RAG implementation that enables AI agents to scrape websites and perform semantic search over the crawled content, storing everything in Supabase for persistent knowledge retrieval.
    Last updated -
    1,685
    MIT License
    • Linux
    • Apple

  • Calibre RAG MCP Server

    ispyridis
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    security
    F
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    quality
    Enables semantic search and contextual conversations with your Calibre ebook library using vector-based RAG technology. Supports project-based organization, multi-format book processing, and OCR capabilities for enhanced content extraction and retrieval.
    Last updated -
    7

  • RAG Database MCP Server

    Human-center
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    security
    F
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    Enables AI assistants to search and query PDF documents through a local RAG system with vector embeddings. Provides semantic document search capabilities while keeping all data stored locally without external dependencies.
    Last updated -
    • Apple
    • Linux

  • DuckDB-RAG-MCP-Sample

    nananaman
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    An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.
    Last updated -
    3
    Apache 2.0
    • Apple

  • Custom MCP Server for Cursor

    Feustey
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    F
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    Connects to Cursor and enables deep web searches via Linkup and RAG capabilities using LlamaIndex.
    Last updated -
    1
    • Apple

  • Crawl4AI RAG MCP Server

    vedantparmar12
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    security
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    Provides AI agents and coding assistants with web crawling and RAG capabilities, allowing them to scrape websites and perform semantic searches on the crawled content.
    Last updated -
    2

  • MCP Server for Splunk

    deslicer
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    security
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    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    Last updated -
    12
    Apache 2.0
    • Apple
    • Linux

  • MCP-RAG Server

    sourangshupal
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    security
    F
    license
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    Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allowing users to ingest documents and perform semantic searches with advanced context handling through Modern Context Processing (MCP).
    Last updated -
    4
    • Linux
    • Apple

  • MCP Server for Google Search

    mcp-for-dev
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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 Server for ElevenLabs

    S-Alzaid
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    security
    F
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    A Model Context Protocol server for ElevenLabs conversational agents that enables them to search the web, get weather information, and perform calculations.
    Last updated -
    595

  • MCP Server For Local

    Dreamboat-Rachel
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    A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.
    Last updated -
    1
    13
    Apache 2.0
    • Linux
    • Apple

  • PsMCP - MCP Server for Photoshop

    Chandrahas455
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    security
    A
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    A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.
    Last updated -
    9
    MIT License

  • apple-rag-mcp

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    Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across all official Apple docs.

  • MCP Server Template for Cursor IDE

    chrisboden
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    A simple template for creating custom tools for Cursor IDE using Model Context Protocol, deployable via Heroku, Docker, or directly within Cursor IDE.
    Last updated -
    2
    3
    MIT License

  • JR East Delay Information MCP Server

    tinjyuu
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    security
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    An MCP server that provides real-time delay information for JR East train lines, accessible via MCP clients like Claude Desktop through the 'getDelays' tool.
    Last updated -
    4
    MIT License

  • Database Tools for Claude AI

    elber-code
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    security
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    license
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    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    Last updated -
    1
    1
    4