{"id":"mcp-server-qdrant","name":"Qdrant MCP Server","af_score":78.8,"security_score":75.0,"reliability_score":null,"what_it_does":"Official Qdrant MCP server that gives LLM agents a semantic memory layer: agents can store information with `qdrant-store` and retrieve semantically similar content with `qdrant-find`, backed by Qdrant vector database and FastEmbed embeddings.","best_when":"You need an agent to accumulate and semantically recall knowledge across sessions, and you already run (or are willing to run) Qdrant locally or in Qdrant Cloud.","avoid_when":"Your retrieval needs are primarily keyword-based or structured, or you want a zero-infrastructure managed memory solution without operating a vector database.","last_evaluated":"2026-03-01T09:50:05.904094+00:00"}