Open-Source MCP servers

Matching MCP servers:

• 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

  4

  2

• MCP Server for Vertex AI Search

  ubie-oss

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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.

  Last updated -

  31

  Apache 2.0

• Langflow Document Q&A Server

  GongRzhe

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  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated -

  1

  15

  MIT License

• Azure AI Agent Service + Azure AI Search MCP Server

  0lovesakura0

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  Enables Claude Desktop to search private documents using Azure AI Search and perform web searches with Bing, providing AI-enhanced results with source citations through Azure AI Agent Service or direct Azure AI Search integration.

  Last updated -

• AVS Document Search System

  patw

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  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

• XML Documents MCP Server by CDataofficial

  CDataSoftware

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  XML Documents MCP Server by CData

  Last updated -

  1

  MIT License