{
  "id": "tool:ruff",
  "_kind": "Tool",
  "_file": "domain/tools/ruff.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Ruff",
    "homepageUrl": "https://github.com/astral-sh/ruff",
    "kind": "linter",
    "language": "language:python",
    "description": "Extremely fast Python linter and formatter, written in Rust.\n"
  },
  "outgoingEdges": [
    {
      "from": "tool:ruff",
      "to": "language:python",
      "kind": "belongs_to_language"
    },
    {
      "from": "tool:ruff",
      "to": "skill-area:code-quality",
      "kind": "used_for",
      "attributes": {}
    },
    {
      "from": "tool:ruff",
      "to": "tool:black",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Python formatters — Ruff is Rust-based and includes linting; Black is pure Python"
      }
    },
    {
      "from": "tool:ruff",
      "to": "tool:flake8",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Python linters — Ruff replaces Flake8 with faster Rust implementation"
      }
    },
    {
      "from": "tool:ruff",
      "to": "tool:mypy",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Python code quality — Ruff is a linter/formatter; mypy is a type checker"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "specialization:backend-python-django",
      "to": "tool:ruff",
      "kind": "uses_tool"
    },
    {
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      "to": "tool:ruff",
      "kind": "uses_tool"
    },
    {
      "from": "tool:black",
      "to": "tool:ruff",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Python formatters — Black is pure Python; Ruff is Rust-based and includes linting"
      }
    },
    {
      "from": "tool:flake8",
      "to": "tool:ruff",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "Python linters — Flake8 is pure Python; Ruff is a faster Rust-based replacement"
      }
    },
    {
      "from": "tool:mypy",
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      "kind": "alternative_to",
      "attributes": {
        "comparison": "Python code quality — mypy is a type checker; Ruff is a linter/formatter"
      }
    }
  ]
}