Workspace Qdrant

概要

Workspace Qdrant is a project-scoped Qdrant server designed to provide intelligent vector database operations, enhancing AI assistants like Claude Desktop and Claude Code. As a Python port inspired by claude-qdrant-mcp, it offers advanced project detection, hybrid search, and flexible collection management. This tool seamlessly integrates contextual information into your workspace, allowing for project-aware collections, scratchbook functionality, and efficient retrieval of information through the Model Context Protocol.

主な機能

• Automatic Project Detection and dedicated Scratchbook functionality
• Project-scoped and Global Collection Management for contextual data
• 0 GitHub stars
• Hybrid Search combining semantic and keyword matching with Reciprocal Rank Fusion (RRF)
• Configurable Embedding Model options for performance and quality trade-offs
• Interactive Setup Wizard and comprehensive CLI tools for diagnostics, health monitoring, and document ingestion

ユースケース

• Storing and retrieving project-specific notes, code snippets, and documentation for AI context
• Performing semantic and keyword searches across personal project and global knowledge bases
• Integrating a contextual vector database with Claude Desktop and Claude Code for enhanced AI interactions