document search MCP servers

"document search" matching MCP servers:

• AVS Document Search System

  patw

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  security

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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 6 months ago

  2

  MIT

• FastMCP Document Analyzer

  Tathagat017

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  security

  F

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  A comprehensive document analysis server that performs sentiment analysis, keyword extraction, readability scoring, and text statistics while providing document management capabilities including storage, search, and organization.

  Last updated 7 months ago

• Hermes Search MCP Server

  Cognitive-Stack

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  security

  F

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  quality

  Enables AI systems to perform full-text and semantic search operations over structured/unstructured data in Azure Cognitive Search, with capabilities for document indexing and management through natural language.

  Last updated 10 months ago

  3

  11

  3

• MCP Server for Vertex AI

  ubie-oss

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  security

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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 8 days ago

  34

  Apache 2.0

• MCP Document Parse Tool

  tianfn

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  security

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  Enables parsing and extraction of content from various document formats (PDF, Word, Excel, PowerPoint) into Markdown format using the Niutrans document API.

  Last updated 2 months ago

  1

  5

  MIT

• MCP Document Server

  onoda4480

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  security

  F

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  Efficiently delivers project documentation to AI agents like Claude on-demand, optimizing token usage by loading context only when needed. Supports document retrieval, listing, and keyword search with security features.

  Last updated 2 months ago