II.
Tool JSON
Structured · livetool:weaviate
Weaviate json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "tool:weaviate",
"_kind": "Tool",
"_file": "domain/tools/memory-systems.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Weaviate",
"homepageUrl": "https://weaviate.io",
"kind": "other",
"description": "AI-native vector search engine that combines vector, keyword, and\nhybrid search with built-in vectorization modules for text, images,\nand multi-modal data. Supports GraphQL and REST APIs, multi-tenancy,\nfiltering, and horizontal scaling. Weaviate's generative search\nmodules can pipe retrieved context directly into LLM prompts,\nmaking it a production-grade backend for RAG architectures.\n"
},
"outgoingEdges": [
{
"from": "tool:weaviate",
"to": "language:go",
"kind": "belongs_to_language"
},
{
"from": "tool:weaviate",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "skill-area:search-indexing",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "skill-area:knowledge-fabric-design",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "skill-area:rag-pipeline-engineering",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "topic:hybrid-retrieval",
"kind": "relates_to_topic",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "topic:dense-retrieval",
"kind": "relates_to_topic",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "topic:embedding-pipeline",
"kind": "relates_to_topic",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "tool:chromadb",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — Weaviate is production-grade; Chroma is lightweight"
}
},
{
"from": "tool:weaviate",
"to": "tool:pinecone",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — Weaviate is self-hosted; Pinecone is managed SaaS"
}
},
{
"from": "tool:weaviate",
"to": "tool:qdrant",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — both self-hosted, Weaviate has built-in vectorization"
}
},
{
"from": "tool:weaviate",
"to": "tool:milvus",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — both production-grade, Milvus focuses on scale"
}
}
],
"incomingEdges": [
{
"from": "knowledge-fabric-impl:weaviate-fabric",
"to": "tool:weaviate",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "skill-area:knowledge-fabric-design",
"to": "tool:weaviate",
"kind": "uses_tool"
},
{
"from": "skill-area:rag-pipeline-engineering",
"to": "tool:weaviate",
"kind": "uses_tool"
},
{
"from": "skill-area:embedding-optimization",
"to": "tool:weaviate",
"kind": "uses_tool"
},
{
"from": "stack-part:vector-database",
"to": "tool:weaviate",
"kind": "implemented_by",
"attributes": {}
},
{
"from": "tool:chromadb",
"to": "tool:weaviate",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — Chroma is lightweight; Weaviate is production-grade"
}
},
{
"from": "tool:pinecone",
"to": "tool:weaviate",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — Pinecone is managed SaaS; Weaviate is self-hosted"
}
},
{
"from": "tool:qdrant",
"to": "tool:weaviate",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — both self-hosted, Qdrant is Rust-based"
}
},
{
"from": "tool:milvus",
"to": "tool:weaviate",
"kind": "alternative_to",
"attributes": {
"comparison": "Vector databases — both production-grade, Milvus focuses on scale"
}
},
{
"from": "tool-server:mcp-weaviate",
"to": "tool:weaviate",
"kind": "integrates_with",
"attributes": {}
}
]
}