MCP · A2A · x402 · agentndx.ai llms.txt MCP endpoint
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Qdrant MCP
Official Qdrant MCP server for storing, retrieving, and searching vector embeddings in the Qdrant vector database.
MCP verified
Transport stdio
Auth api-key
Endpoint mcp-server-qdrant
Install uvx mcp-server-qdrant
01 Store and retrieve agent memories using vector similarity search
02 Build RAG pipelines with semantic document retrieval
03 Manage vector collections and perform filtered searches
qdrant vector-search embeddings semantic-search memory
Machine-readable: /api/servers.json  ·  JSON-LD schema embedded in <head>