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Qdrant

Category: Vector Stores

Summary: Open-source vector database designed for production similarity search with fast indexing.

Compatibility


Quick-Start

Compatibility Install Run Notes
Linux, macOS, Docker docker pull qdrant/qdrant:latest docker run -p 6333:6333 qdrant/qdrant Use QDRANT_API_KEY for auth in cloud deployments

Security Profile

Scope Risk Mitigation
Network High Use private networking, TLS and API keys
Storage Medium Encrypt volumes and enforce RBAC when available

Configuration Example

{
  "command": "docker",
  "args": ["run", "-p", "6333:6333", "qdrant/qdrant:latest"],
  "env": {
    "QDRANT_API_KEY": "${QDRANT_API_KEY}"
  }
}

Notes

  • Suggested category: Vector Stores — good for on-prem and cloud deployments.
  • Security rating: High when publicly accessible.

Last updated: 2026-01-28