iiRecord
Agentic AI Atlas · BentoML
tool:bentomla5c.ai
II.
Tool JSON

tool:bentoml

Structured · live

BentoML json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · domain/tools/stack-part-implementations.yamlCluster · domain
Record JSON
{
  "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"
      }
    }
  ]
}