Qdrant

This tool operates as a Model Context Protocol (MCP) server, offering robust semantic search functionalities. It allows users to perform natural language searches across their document collections, powered by a local Qdrant vector database for complete data privacy and OpenAI's embedding models for automatic text-to-vector conversion. Integrated seamlessly with MCP clients like Claude Code, it simplifies collection and document management while ensuring intelligent request throttling for OpenAI API calls.