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The Model Context Protocol (MCP) is an open standard for AI model communication.
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Search & Knowledge servers

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  • mcp-pinecone

    145

    This repository provides a Pinecone Model Context Protocol (MCP) server, enabling Claude Desktop to read and write data to a Pinecone index through semantic search and document operations, facilitating interaction

    Python
  • meilisearch-mcp

    141

    This repository provides a Python-based Model Context Protocol (MCP) server for interacting with Meilisearch, offering features like index management, dynamic connection configuration, and smart search capabilities. This repository provides a

    Python
  • py-mcp-naver

    111

    This repository provides a server implementation for Naver OpenAPI using the Model Context Protocol, offering tools to interact with Naver services like blog, news, and book search. This repository provides

    Python
  • needle-mcp

    81

    This repository provides the Needle MCP Server, enabling document management and Claude-powered searches through Claudie Desktop. It integrates with the Needle ecosystem for advanced document handling and retrieval.

    Python
  • library-mcp

    79

    MCP server for operating on Markdown knowledge bases

    Python
  • mcp-tavily

    70

    The Tavily MCP Server provides AI-powered web search capabilities for LLMs using Tavily's API, enabling sophisticated searches, direct answers, and recent news retrieval with AI-extracted content. The Tavily MCP Server

    Python
  • openai-websearch-mcp

    64

    This repository provides an MCP server for accessing OpenAI's websearch functionality, enabling AI assistants like Claude to search the web for up-to-date information during conversations with users. This repository provides

    Python
  • rijksmuseum-mcp

    57

    This repository hosts the Rijksmuseum MCP Server, enabling AI models to interact with the Rijksmuseum's collection through natural language. It offers tools to search artworks, retrieve details, access high-resolution images,

    JavaScript
  • bing-search-mcp

    55

    This repository provides a Model Context Protocol (MCP) server for integrating the Microsoft Bing Search API, enabling AI assistants to perform web, news, and image searches. This repository provides a

    Python
  • mcp-server-azure-ai-agents

    52

    This repository offers two Model Context Protocol (MCP) server implementations, integrating Claude Desktop with Azure AI Search for document and web content search, enhanced by AI and direct connections.

    Python
  • mcp-server-tmdb

    50

    This repository hosts a TMDB MCP server that integrates with The Movie Database API to offer movie information, search capabilities, and recommendations. It requires Node.js, npm, TypeScript, and a TMDB account.

    JavaScript
  • mcp-google-search

    46

    This repository provides a Model Context Protocol (MCP) server offering web search via Google Custom Search API and webpage content extraction. It allows searching the web and extracting text from webpages.

    JavaScript
  • Serper-search-mcp

    41

    This repository provides a Model Context Protocol server integrating Google search via the Serper API, featuring an AI-powered Deep Research tool for comprehensive information synthesis and configurable search parameters.

    TypeScript
  • mcp-server-rememberizer

    34

    This repository hosts an MCP server for Rememberizer, enabling Large Language Models to search, retrieve, and manage documents and Slack discussions through Rememberizer's API. It offers semantic search tools with

    Python
  • mcp-server-python

    21

    The mcp-server-python repository provides an Inkeep MCP server that leverages your documentation and product content for retrieval-augmented generation (RAG) using the Model Context Protocol. The mcp-server-python repository provides an Inkeep

    Python
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