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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.

5,334 servers. Last updated -

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    A Model Context Protocol server that enables LLMs to perform web searches using Google's Custom Search API through a standardized interface.
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    Enables performing local web searches and extracting structured content from web pages using the Model Context Protocol, featuring customizable result limits and domain filtering.
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    MIT License
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    Provides web accessibility analysis and color blindness simulation using axe-core and Puppeteer, enabling detailed accessibility checks and visual simulations based on WCAG guidelines.
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    An MCP server that integrates real-time web search capabilities into AI assistants using the Exa API, providing both basic and advanced search functionality with formatted markdown results.
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    An MCP protocol server that enables web search functionality using the Tavily API, allowing AI assistants to perform internet searches in real-time.
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    Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.
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    Python
    MIT License
    • Apple

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    An MCP server that enables natural language search capabilities for Spryker packages and code across GitHub repositories, allowing users to find Spryker modules and documentation using conversational queries.
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    JavaScript
    MIT License
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    Built as a Model Context Protocol (MCP) server that provides advanced web search, content extraction, web crawling, and scraping capabilities using the Firecrawl API.
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    An MCP server that integrates the Brave Search API to provide both web and local search capabilities, with features like pagination, filtering, and smart fallbacks.
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    TypeScript
    MIT License
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    Kagi search API integration
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    • Apple
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    A Model Context Protocol compliant server that facilitates comprehensive web research by utilizing Tavily's Search and Crawl APIs to gather and structure data for high-quality markdown document creation.
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    MIT License
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    An MCP server for connecting agentic systems to search systems via searXNG.
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    MIT License
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    An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
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    MIT License
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    Unleashes LLM-powered agents to autonomously execute and debug web apps directly in your code editor, with features like webapp navigation, network traffic capture, and console error collection.
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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).
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    Provides access to Naver Search APIs, allowing AI agents to search across multiple categories (blogs, news, books, images, shopping items, etc.) with structured responses optimized for LLM consumption.
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    A Model Context Protocol server that provides LLMs with access to Valyu's knowledge retrieval and feedback APIs for searching proprietary/web sources and submitting transaction feedback.
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    A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.
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    Apache 2.0
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    Facilitates executing system commands and retrieving web data using the Brave Search API by interpreting user intents via a Large Language Model (LLM).
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    A Model Control Protocol server that provides web search capabilities and similarity search functionality for Claude Desktop, allowing users to perform web searches and extract relevant information from previous search results.
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    A server that allows fetching web page content using Playwright headless browser with AI-powered capabilities for efficient information extraction.
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    An MCP server that retrieves web page content using Playwright headless browser, capable of extracting main content and converting to Markdown format.
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    Integrates Claude Desktop with Azure AI Search, allowing users to query search indexes using keyword, vector, or hybrid search methods.
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    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama
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    MIT License
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    A Model Context Protocol server that enables Claude to perform Google Custom Search operations by connecting to Google's search API.
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    An MCP server for fetching and transforming web content into various formats.
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    MIT License
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    Enables interaction with Datadog's monitoring platform to search logs, search trace spans, and perform trace span aggregation for analysis.
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    MIT License
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    A server that provides QQ Music search functionality through the Modular Control Protocol, allowing users to search for music tracks by keyword and retrieve song information.
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    Provides semantic search capabilities over PyTorch documentation, enabling users to find relevant documentation, APIs, code examples, and error messages through Claude Code integration.
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    An MCP server that connects language models to the LSD database, enabling web data extraction, research capabilities, and custom 'trips' for extending functionality through the internetdata SDK.
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    Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.
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    JavaScript
    MIT License