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      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "graphite",
      "best_score": 100.0
    },
    {
      "id": "tool_kg_language_ruby",
      "label": "Best for Ruby (Precision)",
      "filters": {
        "language": [
          "Ruby"
        ]
      },
      "description": "Ruby codebases with Rails patterns.",
      "best_model": "anthropic_claude-sonnet-4-5-20250929",
      "best_tool": "kg",
      "best_score": 100.0,
      "sort": "precision"
    },
    {
      "id": "tool_gitar-v2_domain_ui",
      "label": "Best for Ui (Recall)",
      "filters": {
        "domain": [
          "UI"
        ]
      },
      "description": "User interface and frontend.",
      "best_model": "anthropic_claude-sonnet-4-5-20250929",
      "best_tool": "gitar-v2",
      "best_score": 91.7,
      "sort": "recall"
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    {
      "id": "tool_sourcery_difficulty_moderate_context_file",
      "label": "Moderate Bugs + File Context (Recall)",
      "filters": {
        "difficulty": [
          "moderate"
        ],
        "context": [
          "file"
        ]
      },
      "description": "Requires careful reading. Requires full file understanding.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "sourcery",
      "best_score": 90.0,
      "sort": "recall"
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    {
      "id": "tool_coderabbit_language_typescript_domain_scheduling",
      "label": "Typescript + Scheduling (Recall)",
      "filters": {
        "language": [
          "TypeScript"
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        "domain": [
          "scheduling"
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      "description": "TypeScript codebases with frontend patterns. Task scheduling.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "coderabbit",
      "best_score": 88.9,
      "sort": "recall"
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    {
      "id": "go_small",
      "label": "Best for Small Go PRs",
      "filters": {
        "language": [
          "Go"
        ],
        "pr_size": [
          "small"
        ]
      },
      "description": "Go codebases with concurrency patterns. Small PRs with 1-2 files, easier to review thoroughly",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 88.2
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    {
      "id": "complexity_complex",
      "label": "Best for Complex Code",
      "filters": {
        "complexity": [
          "complex"
        ]
      },
      "description": "Deep logic and dependencies.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "augment",
      "best_score": 81.1
    },
    {
      "id": "domain_ui",
      "label": "Best for Ui",
      "filters": {
        "domain": [
          "UI"
        ]
      },
      "description": "User interface and frontend.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "bugbot",
      "best_score": 78.3
    },
    {
      "id": "risk_critical",
      "label": "Best for Critical Risk",
      "filters": {
        "risk": [
          "critical"
        ]
      },
      "description": "Critical security or data corruption risk.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-v2",
      "best_score": 75.9
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      "id": "tool_codeant-v2_pr_size_small_change_type_performance",
      "label": "Small PRs + Performance Optimization (Precision)",
      "filters": {
        "pr_size": [
          "small"
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        "change_type": [
          "performance"
        ]
      },
      "description": "Small PRs with 1-2 files, easier to review thoroughly Performance optimization changes",
      "best_model": "anthropic_claude-sonnet-4-5-20250929",
      "best_tool": "codeant-v2",
      "best_score": 75.0,
      "sort": "precision"
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      "id": "tool_gitlab_change_type_bug_fix_context_cross_file",
      "label": "Bug Fixes + Cross-File",
      "filters": {
        "change_type": [
          "bug_fix"
        ],
        "context": [
          "cross_file"
        ]
      },
      "description": "Bug fixes and issue resolution Spans multiple files.",
      "best_model": "openai_gpt-5.2",
      "best_tool": "gitlab",
      "best_score": 74.3
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    {
      "id": "tool_baz_language_java_domain_authentication",
      "label": "Java + Authentication",
      "filters": {
        "language": [
          "Java"
        ],
        "domain": [
          "authentication"
        ]
      },
      "description": "Java codebases with OOP patterns. Auth and access control.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "baz",
      "best_score": 74.1
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    {
      "id": "python_medium",
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      "filters": {
        "language": [
          "Python"
        ],
        "pr_size": [
          "medium"
        ]
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      "description": "Python codebases with dynamic typing. Medium PRs with 3-5 files, typical feature development",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 72.7
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    {
      "id": "domain_concurrency",
      "label": "Best for Concurrency",
      "filters": {
        "domain": [
          "concurrency"
        ]
      },
      "description": "Threading and async operations.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "macroscope",
      "best_score": 69.6
    },
    {
      "id": "tool_claude_change_type_bug_fix",
      "label": "Best for Bug Fixes",
      "filters": {
        "change_type": [
          "bug_fix"
        ]
      },
      "description": "Bug fixes and issue resolution",
      "best_model": "anthropic_claude-sonnet-4-5-20250929",
      "best_tool": "claude",
      "best_score": 68.3
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    {
      "id": "tool_greptile-v4-1_language_ruby_pr_size_medium",
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      "filters": {
        "language": [
          "Ruby"
        ],
        "pr_size": [
          "medium"
        ]
      },
      "description": "Ruby codebases with Rails patterns. Medium PRs with 3-5 files, typical feature development",
      "best_model": "openai_gpt-5.2",
      "best_tool": "greptile-v4-1",
      "best_score": 66.7
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    {
      "id": "high_recall",
      "label": "Highest Recall",
      "filters": {},
      "sort": "recall",
      "description": "Tools ranked by recall - catches more issues, may have more noise",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "copilot-v2",
      "best_score": 66.5
    },
    {
      "id": "tool_kodus-v2_language_ruby_change_type_feature",
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      "filters": {
        "language": [
          "Ruby"
        ],
        "change_type": [
          "feature"
        ]
      },
      "description": "Ruby codebases with Rails patterns. New feature implementation",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "kodus-v2",
      "best_score": 61.2
    },
    {
      "id": "difficulty_moderate",
      "label": "Best for Moderate Bugs",
      "filters": {
        "difficulty": [
          "moderate"
        ]
      },
      "description": "Requires careful reading.",
      "best_model": "anthropic_claude-sonnet-4-5-20250929",
      "best_tool": "devin",
      "best_score": 57.9
    },
    {
      "id": "tool_gemini-v2_language_ruby_difficulty_subtle",
      "label": "Ruby + Subtle Bugs",
      "filters": {
        "language": [
          "Ruby"
        ],
        "difficulty": [
          "subtle"
        ]
      },
      "description": "Ruby codebases with Rails patterns. Non-obvious, needs domain knowledge.",
      "best_model": "openai_gpt-5.2",
      "best_tool": "gemini-v2",
      "best_score": 56.4
    },
    {
      "id": "language_go",
      "label": "Best for Go",
      "filters": {
        "language": [
          "Go"
        ]
      },
      "description": "Go codebases with concurrency patterns.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 84.2
    },
    {
      "id": "change_type_performance",
      "label": "Best for Performance Optimization",
      "filters": {
        "change_type": [
          "performance"
        ]
      },
      "description": "Performance optimization changes",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 82.9
    },
    {
      "id": "complex_subtle",
      "label": "Complex & Subtle",
      "filters": {
        "complexity": [
          "complex"
        ],
        "difficulty": [
          "subtle",
          "very_subtle"
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      "description": "Deep logic and dependencies. Non-obvious, needs domain knowledge.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "augment",
      "best_score": 81.1
    },
    {
      "id": "pr_size_small",
      "label": "Best for Small PRs",
      "filters": {
        "pr_size": [
          "small"
        ]
      },
      "description": "Small PRs with 1-2 files, easier to review thoroughly",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 79.6
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    {
      "id": "domain_caching",
      "label": "Best for Caching",
      "filters": {
        "domain": [
          "caching"
        ]
      },
      "description": "Cache and memoization.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "augment",
      "best_score": 78.6
    },
    {
      "id": "pr_size_large",
      "label": "Best for Large PRs",
      "filters": {
        "pr_size": [
          "large"
        ]
      },
      "description": "Large PRs with 6+ files, complex changes requiring careful review",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "augment",
      "best_score": 74.5
    },
    {
      "id": "change_type_bug_fix",
      "label": "Best for Bug Fixes",
      "filters": {
        "change_type": [
          "bug_fix"
        ]
      },
      "description": "Bug fixes and issue resolution",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "augment",
      "best_score": 73.2
    },
    {
      "id": "language_python",
      "label": "Best for Python",
      "filters": {
        "language": [
          "Python"
        ]
      },
      "description": "Python codebases with dynamic typing.",
      "best_model": "openai_gpt-5.2",
      "best_tool": "cubic-v2",
      "best_score": 72.5
    },
    {
      "id": "high_risk_auth",
      "label": "High Risk Auth",
      "filters": {
        "risk": [
          "high",
          "critical"
        ],
        "domain": [
          "authentication"
        ]
      },
      "description": "Significant impact, potential data loss. Auth and access control.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 71.9
    },
    {
      "id": "context_file",
      "label": "Best for File Context",
      "filters": {
        "context": [
          "file"
        ]
      },
      "description": "Requires full file understanding.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 71.6
    },
    {
      "id": "risk_high",
      "label": "Best for High Risk",
      "filters": {
        "risk": [
          "high"
        ]
      },
      "description": "Significant impact, potential data loss.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 71.3
    },
    {
      "id": "language_java",
      "label": "Best for Java",
      "filters": {
        "language": [
          "Java"
        ]
      },
      "description": "Java codebases with OOP patterns.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 70.8
    },
    {
      "id": "domain_authentication",
      "label": "Best for Authentication",
      "filters": {
        "domain": [
          "authentication"
        ]
      },
      "description": "Auth and access control.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 69.2
    },
    {
      "id": "ruby_medium",
      "label": "Best for Medium Ruby PRs",
      "filters": {
        "language": [
          "Ruby"
        ],
        "pr_size": [
          "medium"
        ]
      },
      "description": "Ruby codebases with Rails patterns. Medium PRs with 3-5 files, typical feature development",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 68.8
    },
    {
      "id": "java_medium",
      "label": "Best for Medium Java PRs",
      "filters": {
        "language": [
          "Java"
        ],
        "pr_size": [
          "medium"
        ]
      },
      "description": "Java codebases with OOP patterns. Medium PRs with 3-5 files, typical feature development",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 68.6
    },
    {
      "id": "domain_scheduling",
      "label": "Best for Scheduling",
      "filters": {
        "domain": [
          "scheduling"
        ]
      },
      "description": "Task scheduling.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 68.3
    },
    {
      "id": "language_typescript",
      "label": "Best for Typescript",
      "filters": {
        "language": [
          "TypeScript"
        ]
      },
      "description": "TypeScript codebases with frontend patterns.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "augment",
      "best_score": 68.2
    },
    {
      "id": "context_cross_file",
      "label": "Best for Cross-File",
      "filters": {
        "context": [
          "cross_file"
        ]
      },
      "description": "Spans multiple files.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 67.5
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    {
      "id": "pr_size_medium",
      "label": "Best for Medium PRs",
      "filters": {
        "pr_size": [
          "medium"
        ]
      },
      "description": "Medium PRs with 3-5 files, typical feature development",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 67.1
    },
    {
      "id": "concern_reliability",
      "label": "Best for Reliability",
      "filters": {
        "concern": [
          "reliability"
        ]
      },
      "description": "Error handling and system stability",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-v2",
      "best_score": 66.7
    },
    {
      "id": "difficulty_subtle",
      "label": "Best for Subtle Bugs",
      "filters": {
        "difficulty": [
          "subtle"
        ]
      },
      "description": "Non-obvious, needs domain knowledge.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 66.4
    },
    {
      "id": "concern_correctness",
      "label": "Best for Correctness",
      "filters": {
        "concern": [
          "correctness"
        ]
      },
      "description": "Logical correctness and expected behavior",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 66.4
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      "id": "high_f1",
      "label": "Highest Score",
      "filters": {},
      "sort": "f1",
      "description": "Tools ranked by F-beta score (default F2, recall-weighted)",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 65.8
    },
    {
      "id": "concern_security",
      "label": "Best for Security",
      "filters": {
        "concern": [
          "security"
        ]
      },
      "description": "Security vulnerabilities and attack vectors",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 65.2
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    {
      "id": "security_critical",
      "label": "Security Critical",
      "filters": {
        "concern": [
          "security"
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        "risk": [
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          "critical"
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      "description": "Security vulnerabilities and attack vectors Significant impact, potential data loss.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 65.2
    },
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      "id": "language_ruby",
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      "filters": {
        "language": [
          "Ruby"
        ]
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      "description": "Ruby codebases with Rails patterns.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 63.8
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      "label": "Best for Moderate Code",
      "filters": {
        "complexity": [
          "moderate"
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      "description": "Some abstraction.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 63.4
    },
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      "label": "Best for Features",
      "filters": {
        "change_type": [
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      "description": "New feature implementation",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "qodo-extended-v2",
      "best_score": 62.9
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      "id": "risk_medium",
      "label": "Best for Medium Risk",
      "filters": {
        "risk": [
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        ]
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      "description": "Moderate user impact.",
      "best_model": "anthropic_claude-opus-4-5-20251101",
      "best_tool": "cubic-v2",
      "best_score": 59.5
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    "gemini": "Gemini",
    "claude": "Claude Code",
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    "bugbot": "Cursor Bugbot",
    "coderabbit": "CodeRabbit",
    "propel": "Propel",
    "copilot": "GitHub Copilot",
    "baz": "Baz",
    "greptile": "Greptile",
    "kg": "KG",
    "entelligence": "Entelligence",
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    "mesa": "Mesa",
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    "greptile-v4-1": "Greptile v4",
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    "qodo-extended-v2": "Qodo Extended",
    "macroscope": "Macroscope",
    "gitar-v2": "Gitar"
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    "baz": "#f97316",
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    "kg": "#a855f7",
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    "cubic-dev": "#d946ef",
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        "perf",
        "security",
        "test_gap"
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    },
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        "style",
        "test_gap"
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    }
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}