{
  "id": "tool:qdrant",
  "_kind": "Tool",
  "_file": "domain/tools/memory-systems.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Qdrant",
    "homepageUrl": "https://qdrant.tech",
    "kind": "other",
    "description": "Open-source vector similarity search engine written in Rust with a\nfocus on performance and filtering. Supports payload-based filtering\nalongside vector search, quantization for memory efficiency, and\ndistributed deployment. Provides gRPC and REST APIs with clients\nfor Python, TypeScript, Go, and Rust. A strong choice for self-hosted\nvector search where query latency and resource efficiency matter.\n"
  },
  "outgoingEdges": [
    {
      "from": "tool:qdrant",
      "to": "language:rust",
      "kind": "belongs_to_language"
    },
    {
      "from": "tool:qdrant",
      "to": "skill-area:retrieval-augmented-generation",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "skill-area:search-indexing",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "topic:dense-retrieval",
      "kind": "relates_to_topic",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "topic:embedding-pipeline",
      "kind": "relates_to_topic",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "tool:chromadb",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — Qdrant focuses on performance; Chroma on simplicity"
      }
    },
    {
      "from": "tool:qdrant",
      "to": "tool:weaviate",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — both self-hosted, Qdrant is Rust-based"
      }
    },
    {
      "from": "tool:qdrant",
      "to": "tool:pinecone",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — Qdrant is self-hosted; Pinecone is managed"
      }
    },
    {
      "from": "tool:qdrant",
      "to": "tool:milvus",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — both self-hosted, Qdrant is leaner"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "knowledge-fabric-impl:qdrant-fabric",
      "to": "tool:qdrant",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:qdrant",
      "kind": "uses_tool"
    },
    {
      "from": "stack-part:vector-database",
      "to": "tool:qdrant",
      "kind": "implemented_by",
      "attributes": {}
    },
    {
      "from": "tool:chromadb",
      "to": "tool:qdrant",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — both open-source, Qdrant focuses on performance"
      }
    },
    {
      "from": "tool:weaviate",
      "to": "tool:qdrant",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — both self-hosted, Weaviate has built-in vectorization"
      }
    },
    {
      "from": "tool:pinecone",
      "to": "tool:qdrant",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — Pinecone is managed; Qdrant is self-hosted"
      }
    },
    {
      "from": "tool:milvus",
      "to": "tool:qdrant",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Vector databases — both self-hosted, Milvus is distributed"
      }
    },
    {
      "from": "tool-server:mcp-qdrant",
      "to": "tool:qdrant",
      "kind": "integrates_with",
      "attributes": {}
    }
  ]
}