II.
Tool JSON
Structured · livetool:bentoml
BentoML json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "tool:bentoml",
"_kind": "Tool",
"_file": "domain/tools/stack-part-implementations.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "BentoML",
"homepageUrl": "https://www.bentoml.com",
"kind": "other",
"description": "Framework for packaging ML models into production-ready microservices\nwith REST/gRPC adapters, batching, and adaptive scaling.\n"
},
"outgoingEdges": [
{
"from": "tool:bentoml",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:bentoml",
"to": "stack-part:model-serving",
"kind": "implements_stack_part",
"attributes": {}
},
{
"from": "tool:bentoml",
"to": "skill-area:model-serving",
"kind": "used_for",
"attributes": {}
},
{
"from": "tool:bentoml",
"to": "tool:mlflow",
"kind": "alternative_to",
"attributes": {
"comparison": "ML tools — BentoML is model serving; MLflow is experiment tracking and model registry"
}
},
{
"from": "tool:bentoml",
"to": "tool:databricks",
"kind": "alternative_to",
"attributes": {
"comparison": "ML platforms — BentoML is model serving; Databricks is a unified platform"
}
}
],
"incomingEdges": [
{
"from": "specialization:ml-inference-serving",
"to": "tool:bentoml",
"kind": "uses_tool"
},
{
"from": "stack-part:model-serving",
"to": "tool:bentoml",
"kind": "implemented_by",
"attributes": {}
},
{
"from": "stack-profile:ml-pipeline-stack",
"to": "tool:bentoml",
"kind": "composed_of"
},
{
"from": "stack-profile:feature-store-mlops",
"to": "tool:bentoml",
"kind": "composed_of"
},
{
"from": "tool:databricks",
"to": "tool:bentoml",
"kind": "alternative_to",
"attributes": {
"comparison": "ML platforms — Databricks is a unified platform; BentoML is model serving"
}
},
{
"from": "tool:mlflow",
"to": "tool:bentoml",
"kind": "alternative_to",
"attributes": {
"comparison": "ML tools — MLflow is experiment tracking and model registry; BentoML is model serving"
}
}
]
}