AVS Document Search
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.
What is AVS Document Search?
AVS Document Search is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to 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 keywo...
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.
This server falls under the Search & Data Extraction category on MCPgee, the world's largest MCP server directory with 33,000+ servers.
Features
- A vector search system that enables semantic retrieval of do
Use Cases
Maintainer
Works with
Installation
Manual Installation
npx avs-document-search-systemConfiguration
Configuration Details
claude_desktop_config.json
Performance
Response Metrics
Resource Usage
Frequently Asked Questions about AVS Document Search
What is AVS Document Search?
AVS Document Search is a Model Context Protocol (MCP) server that 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. It connects AI assistants to external tools and data sources through a standardized interface.
How do I install AVS Document Search?
Follow the installation instructions on the AVS Document Search GitHub repository. Clone the repo, install dependencies, and add the server config to your AI client.
Which AI clients work with AVS Document Search?
AVS Document Search works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.
Is AVS Document Search free to use?
Yes, AVS Document Search is open source and available under the MIT License license. You can use it freely in both personal and commercial projects.
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Browse More Search & Data Extraction MCP Servers
Explore all search & data extraction servers available in the MCPgee directory. Each server includes setup guides for Claude, Cursor, and VS Code.
Set Up AVS Document Search in Your Editor
Choose your AI client for step-by-step setup instructions.
Quick Config Preview
Add this to your claude_desktop_config.json or .cursor/mcp.json
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