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https://github.com/chrisgve/workspace-qdrant-mcp

Project-scoped Qdrant MCP server for workspace collections with scratchbook functionality. Python port of claude-qdrant-mcp with FastEmbed and project-aware collection management.
https://github.com/chrisgve/workspace-qdrant-mcp

ai-tools asyncio claude-code claude-desktop cli document-management embeddings fastmcp hybrid-search mcp mcp-server model-context-protocol pydantic python python3 qdrant search semantic-search vector-database workspace

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Project-scoped Qdrant MCP server for workspace collections with scratchbook functionality. Python port of claude-qdrant-mcp with FastEmbed and project-aware collection management.

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