Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
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Knowledge Management · Search Tools
Avs Docs MCP
patw/avs-docs-mcp
A vector search system for document retrieval using MongoDB Atlas Vector Search and Voyage AI embeddings. Sample data included is for Atlas Vector Search!
Install
Client configuration
{
"mcpServers": {
"Atlas Vector Search Docs": {
"command": "uv",
"args": [
"run",
"--with",
"fastmcp, pymongo, requests",
"fastmcp",
"run",
"<path to>/avs-docs-mcp/avs-mcp.py"
]
}
}
}- Author
- @patw
- Category
- Knowledge Management, Search Tools
- License
- MIT
- Updated
- Oct 6, 2026
About Avs Docs MCP
A vector search system for document retrieval using MongoDB Atlas Vector Search and Voyage AI embeddings.
Sample data included is for Atlas Vector Search!
Features
Ingests and chunks markdown documents with hierarchical headers
Generates embeddings using Voyage AI's contextual embeddings API
Stores documents and embeddings in MongoDB with parent-child relationships
Provides a FastMCP server for semantic document search
Supports configurable vector dimensions and chunking strategies
search_documents_vector(query: str, limit: int = 5)
search_documents_lexicaly(query: str, limit: int = 1)
get_parent_document(parent_id: str)
Details on this page are taken from the project's README. Open README
Supported clients
Clients mentioned in this server's README:
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