{
  "id": "tool:skaffold",
  "_kind": "Tool",
  "_file": "domain/tools/tools-dev-loop.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Skaffold",
    "homepageUrl": "https://skaffold.dev",
    "kind": "orchestrator",
    "description": "Google CLI for continuous Kubernetes development — build, push,\ndeploy, and tail logs in a watch loop.\n"
  },
  "outgoingEdges": [
    {
      "from": "tool:skaffold",
      "to": "language:go",
      "kind": "belongs_to_language"
    },
    {
      "from": "tool:skaffold",
      "to": "skill-area:containerization",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:skaffold",
      "to": "skill-area:local-development",
      "kind": "used_for",
      "attributes": {}
    },
    {
      "from": "tool:skaffold",
      "to": "skill-area:developer-experience",
      "kind": "used_for",
      "attributes": {}
    },
    {
      "from": "tool:skaffold",
      "to": "tool:tilt",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Kubernetes dev loops — Skaffold is CLI-first; Tilt has a UI dashboard"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:containerization",
      "to": "tool:skaffold",
      "kind": "uses_tool"
    },
    {
      "from": "tool:tilt",
      "to": "tool:skaffold",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Kubernetes dev loops — Tilt has a UI dashboard; Skaffold is CLI-first"
      }
    }
  ]
}