Mcp Qdrant

Gives Claude read-only access to your Qdrant vector database. You can list collections, get collection info, browse points, count records, and run similarity searches. This is the tool to reach for when you want Claude to query your vector store without worrying about accidental writes or deletions. The read-only constraint makes it safe for exploratory analysis and debugging sessions where you need to inspect embeddings, check what's actually stored in your collections, or test search queries against real data. Connects over stdio and works with any Qdrant instance you point it at.