ChrisGVE/workspace-qdrant-mcp

Overview

A project-scoped Qdrant MCP server that manages workspace collections with a scratchbook feature. It is a Python port of claude-qdrant-mcp, using FastEmbed for embeddings and providing project-aware collection management.

Best for

Best for
Developers needing a lightweight, project-scoped Qdrant MCP server for workspace-specific vector storage

Use cases

• Manage vector collections scoped to specific projects or workspaces
• Store and retrieve embeddings with a scratchbook for quick notes
• Integrate Qdrant vector search into MCP-compatible tools

Notes

A project-scoped Qdrant MCP server that manages workspace collections with a scratchbook feature. It is a Python port of claude-qdrant-mcp, using FastEmbed for embeddings and providing project-aware collection management.

1 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.

Use cases

• Manage vector collections scoped to specific projects or workspaces
• Store and retrieve embeddings with a scratchbook for quick notes
• Integrate Qdrant vector search into MCP-compatible tools

Pros

• Project-aware collection management keeps data organized
• Scratchbook feature enables quick ad-hoc storage
• Leverages FastEmbed for efficient embedding generation

Cons

• Very early stage with only 1 star and limited community adoption
• Python port may lag behind the original Rust-based claude-qdrant-mcp
• Dependency on FastEmbed may limit embedding model choices

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.