op3/sumd.json at main · semcod/op3 · GitHub

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{
  "project_name": "op3 — Layered Operations Tree",
  "description": "SUMD - Structured Unified Markdown Descriptor for AI-aware project refactorization",
  "sections": [
    {
      "name": "contents",
      "type": "unknown",
      "content": "- [Metadata](#metadata)\n- [Architecture](#architecture)\n- [Workflows](#workflows)\n- [Dependencies](#dependencies)\n- [Call Graph](#call-graph)\n- [Refactoring Analysis](#refactoring-analysis)\n- [Intent](#intent)",
      "level": 2
    },
    {
      "name": "metadata",
      "type": "metadata",
      "content": "- **name**: `op3`\n- **version**: `0.2.0`\n- **python_requires**: `>=3.10`\n- **license**: Apache-2.0\n- **ai_model**: `openrouter/qwen/qwen3-coder-next`\n- **ecosystem**: SUMD + DOQL + testql + taskfile\n- **generated_from**: pyproject.toml, app.doql.less, goal.yaml, .env.example, project/(5 analysis files)",
      "level": 2
    },
    {
      "name": "architecture",
      "type": "architecture",
      "content": "```\nSUMD (description) → DOQL/source (code) → taskfile (automation) → testql (verification)\n```",
      "level": 2
    },
    {
      "name": "# doql application declaration (`app.doql.less`)",
      "type": "unknown",
      "content": "```less markpact:doql path=app.doql.less\n// LESS format — define @variables here as needed\n// Generated by sumd for op3\n\napp {\n  name: op3;\n  version: 0.2.0;\n}\n\ninterface[type=\"cli\"] {\n  framework: click;\n}\n\nworkflow[name=\"install\"] {\n  trigger: manual;\n  step-1: run cmd=pip install -e .;\n}\n\nworkflow[name=\"dev\"] {\n  trigger: manual;\n  step-1: run cmd=pip install -e \".[dev]\";\n}\n\nworkflow[name=\"build\"] {\n  trigger: manual;\n  step-1: run cmd=python -m build;\n}\n\nworkflow[name=\"test\"] {\n  trigger: manual;\n  step-1: run cmd=pytest -q;\n}\n\nworkflow[name=\"lint\"] {\n  trigger: manual;\n  step-1: run cmd=ruff check .;\n}\n\nworkflow[name=\"fmt\"] {\n  trigger: manual;\n  step-1: run cmd=ruff format .;\n}\n\nworkflow[name=\"clean\"] {\n  trigger: manual;\n  step-1: run cmd=rm -rf build/ dist/ *.egg-info;\n}\n\nworkflow[name=\"help\"] {\n  trigger: manual;\n  step-1: run cmd=task --list;\n}\n\ndeploy {\n  target: pip;\n}\n\nenvironment[name=\"local\"] {\n  runtime: python;\n}\n```",
      "level": 2
    },
    {
      "name": "workflows",
      "type": "workflows",
      "content": "",
      "level": 2
    },
    {
      "name": "dependencies",
      "type": "dependencies",
      "content": "",
      "level": 2
    },
    {
      "name": "# runtime",
      "type": "unknown",
      "content": "```text markpact:deps python\nfraq>=0.2.15\npydantic>=2.0\npyyaml>=6.0\nclick>=8.0\njmespath>=1.0\nrich>=13.0\n```",
      "level": 2
    },
    {
      "name": "# development",
      "type": "unknown",
      "content": "```text markpact:deps python scope=dev\npytest>=7.0\npytest-cov>=4.0\nruff>=0.4\nmypy>=1.0\ngoal>=2.1.0\ncosts>=0.1.20\npfix>=0.1.60\n```",
      "level": 2
    },
    {
      "name": "call graph",
      "type": "unknown",
      "content": "*19 nodes · 17 edges · 5 modules · CC̄=1.1*",
      "level": 2
    },
    {
      "name": "# hubs (by degree)",
      "type": "unknown",
      "content": "| Function | CC | in | out | total |\n|----------|----|----|-----|-------|\n| `compute_variance` *(in src.opstree.fleet.scanner)* | 11 ⚠ | 1 | 18 | **19** |\n| `_diff_layer_data` *(in src.opstree.snapshot.diff)* | 1 | 1 | 14 | **15** |\n| `scan_fleet` *(in src.opstree.fleet.scanner)* | 5 | 0 | 12 | **12** |\n| `snapshot_diff` *(in src.opstree.snapshot.diff)* | 4 | 1 | 10 | **11** |\n| `_all_ok` *(in src.opstree.probes.builtin.rpi_diagnostics)* | 7 | 1 | 9 | **10** |\n| `_i2c_chip_missing_rules` *(in src.opstree.probes.builtin.rpi_diagnostics)* | 10 ⚠ | 0 | 8 | **8** |\n| `_backlight_power_off_rules` *(in src.opstree.probes.builtin.rpi_diagnostics)* | 4 | 0 | 7 | **7** |\n| `_backlight_chip_addr` *(in src.opstree.probes.builtin.rpi_diagnostics)* | 2 | 1 | 5 | **6** |\n\n```toon markpact:analysis path=project/calls.toon.yaml\n# code2llm call graph | /home/tom/github/semcod/op3\n# nodes: 19 | edges: 17 | modules: 5\n# CC̄=1.1\n\nHUBS[20]:\n  src.opstree.fleet.scanner.compute_variance\n    CC=11  in:1  out:18  total:19\n  src.opstree.snapshot.diff._diff_layer_data\n    CC=1  in:1  out:14  total:15\n  src.opstree.fleet.scanner.scan_fleet\n    CC=5  in:0  out:12  total:12\n  src.opstree.snapshot.diff.snapshot_diff\n    CC=4  in:1  out:10  total:11\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok\n    CC=7  in:1  out:9  total:10\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules\n    CC=10  in:0  out:8  total:8\n  src.opstree.probes.builtin.rpi_diagnostics._backlight_power_off_rules\n    CC=4  in:0  out:7  total:7\n  src.opstree.probes.builtin.rpi_diagnostics._backlight_chip_addr\n    CC=2  in:1  out:5  total:6\n  src.opstree.fleet.scanner._flatten\n    CC=5  in:2  out:4  total:6\n  src.opstree.drift.detector.DriftDetector.detect\n    CC=2  in:0  out:5  total:5\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok_rule\n    CC=1  in:0  out:4  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._dsi_outputs\n    CC=3  in:2  out:2  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._has_dsi_overlay\n    CC=2  in:1  out:3  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._backlights\n    CC=2  in:3  out:1  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._dsi_connected\n    CC=2  in:1  out:3  total:4\n  src.opstree.probes.registry.ProbeRegistry.all\n    CC=2  in:1  out:2  total:3\n  src.opstree.fleet.scanner._flatten_snapshot\n    CC=2  in:1  out:2  total:3\n  src.opstree.fleet.scanner._layer_of\n    CC=2  in:1  out:2  total:3\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_buses\n    CC=2  in:1  out:1  total:2\n\nMODULES:\n  src.opstree.drift.detector  [1 funcs]\n    detect  CC=2  out:5\n  src.opstree.fleet.scanner  [5 funcs]\n    _flatten  CC=5  out:4\n    _flatten_snapshot  CC=2  out:2\n    _layer_of  CC=2  out:2\n    compute_variance  CC=11  out:18\n    scan_fleet  CC=5  out:12\n  src.opstree.probes.builtin.rpi_diagnostics  [10 funcs]\n    _all_ok  CC=7  out:9\n    _all_ok_rule  CC=1  out:4\n    _backlight_chip_addr  CC=2  out:5\n    _backlight_power_off_rules  CC=4  out:7\n    _backlights  CC=2  out:1\n    _dsi_connected  CC=2  out:3\n    _dsi_outputs  CC=3  out:2\n    _has_dsi_overlay  CC=2  out:3\n    _i2c_buses  CC=2  out:1\n    _i2c_chip_missing_rules  CC=10  out:8\n  src.opstree.probes.registry  [1 funcs]\n    all  CC=2  out:2\n  src.opstree.snapshot.diff  [2 funcs]\n    _diff_layer_data  CC=1  out:14\n    snapshot_diff  CC=4  out:10\n\nEDGES:\n  src.opstree.drift.detector.DriftDetector.detect → src.opstree.snapshot.diff.snapshot_diff\n  src.opstree.probes.builtin.rpi_diagnostics._dsi_connected → src.opstree.probes.builtin.rpi_diagnostics._dsi_outputs\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._dsi_outputs\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._backlights\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._has_dsi_overlay\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._dsi_connected\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.registry.ProbeRegistry.all\n  src.opstree.probes.builtin.rpi_diagnostics._backlight_power_off_rules → src.opstree.probes.builtin.rpi_diagnostics._backlights\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules → src.opstree.probes.builtin.rpi_diagnostics._backlights\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules → src.opstree.probes.builtin.rpi_diagnostics._backlight_chip_addr\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules → src.opstree.probes.builtin.rpi_diagnostics._i2c_buses\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok_rule → src.opstree.probes.builtin.rpi_diagnostics._all_ok\n  src.opstree.fleet.scanner._flatten_snapshot → src.opstree.fleet.scanner._flatten\n  src.opstree.fleet.scanner.compute_variance → src.opstree.fleet.scanner._flatten_snapshot\n  src.opstree.fleet.scanner.compute_variance → src.opstree.fleet.scanner._layer_of\n  src.opstree.fleet.scanner.scan_fleet → src.opstree.fleet.scanner.compute_variance\n  src.opstree.snapshot.diff.snapshot_diff → src.opstree.snapshot.diff._diff_layer_data\n```",
      "level": 2
    },
    {
      "name": "refactoring analysis",
      "type": "unknown",
      "content": "*Pre-refactoring snapshot — use this section to identify targets. Generated from `project/` toon files.*",
      "level": 2
    },
    {
      "name": "# call graph & complexity (`project/calls.toon.yaml`)",
      "type": "unknown",
      "content": "```toon markpact:analysis path=project/calls.toon.yaml\n# code2llm call graph | /home/tom/github/semcod/op3\n# nodes: 19 | edges: 17 | modules: 5\n# CC̄=1.1\n\nHUBS[20]:\n  src.opstree.fleet.scanner.compute_variance\n    CC=11  in:1  out:18  total:19\n  src.opstree.snapshot.diff._diff_layer_data\n    CC=1  in:1  out:14  total:15\n  src.opstree.fleet.scanner.scan_fleet\n    CC=5  in:0  out:12  total:12\n  src.opstree.snapshot.diff.snapshot_diff\n    CC=4  in:1  out:10  total:11\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok\n    CC=7  in:1  out:9  total:10\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules\n    CC=10  in:0  out:8  total:8\n  src.opstree.probes.builtin.rpi_diagnostics._backlight_power_off_rules\n    CC=4  in:0  out:7  total:7\n  src.opstree.probes.builtin.rpi_diagnostics._backlight_chip_addr\n    CC=2  in:1  out:5  total:6\n  src.opstree.fleet.scanner._flatten\n    CC=5  in:2  out:4  total:6\n  src.opstree.drift.detector.DriftDetector.detect\n    CC=2  in:0  out:5  total:5\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok_rule\n    CC=1  in:0  out:4  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._dsi_outputs\n    CC=3  in:2  out:2  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._has_dsi_overlay\n    CC=2  in:1  out:3  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._backlights\n    CC=2  in:3  out:1  total:4\n  src.opstree.probes.builtin.rpi_diagnostics._dsi_connected\n    CC=2  in:1  out:3  total:4\n  src.opstree.probes.registry.ProbeRegistry.all\n    CC=2  in:1  out:2  total:3\n  src.opstree.fleet.scanner._flatten_snapshot\n    CC=2  in:1  out:2  total:3\n  src.opstree.fleet.scanner._layer_of\n    CC=2  in:1  out:2  total:3\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_buses\n    CC=2  in:1  out:1  total:2\n\nMODULES:\n  src.opstree.drift.detector  [1 funcs]\n    detect  CC=2  out:5\n  src.opstree.fleet.scanner  [5 funcs]\n    _flatten  CC=5  out:4\n    _flatten_snapshot  CC=2  out:2\n    _layer_of  CC=2  out:2\n    compute_variance  CC=11  out:18\n    scan_fleet  CC=5  out:12\n  src.opstree.probes.builtin.rpi_diagnostics  [10 funcs]\n    _all_ok  CC=7  out:9\n    _all_ok_rule  CC=1  out:4\n    _backlight_chip_addr  CC=2  out:5\n    _backlight_power_off_rules  CC=4  out:7\n    _backlights  CC=2  out:1\n    _dsi_connected  CC=2  out:3\n    _dsi_outputs  CC=3  out:2\n    _has_dsi_overlay  CC=2  out:3\n    _i2c_buses  CC=2  out:1\n    _i2c_chip_missing_rules  CC=10  out:8\n  src.opstree.probes.registry  [1 funcs]\n    all  CC=2  out:2\n  src.opstree.snapshot.diff  [2 funcs]\n    _diff_layer_data  CC=1  out:14\n    snapshot_diff  CC=4  out:10\n\nEDGES:\n  src.opstree.drift.detector.DriftDetector.detect → src.opstree.snapshot.diff.snapshot_diff\n  src.opstree.probes.builtin.rpi_diagnostics._dsi_connected → src.opstree.probes.builtin.rpi_diagnostics._dsi_outputs\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._dsi_outputs\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._backlights\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._has_dsi_overlay\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.builtin.rpi_diagnostics._dsi_connected\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok → src.opstree.probes.registry.ProbeRegistry.all\n  src.opstree.probes.builtin.rpi_diagnostics._backlight_power_off_rules → src.opstree.probes.builtin.rpi_diagnostics._backlights\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules → src.opstree.probes.builtin.rpi_diagnostics._backlights\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules → src.opstree.probes.builtin.rpi_diagnostics._backlight_chip_addr\n  src.opstree.probes.builtin.rpi_diagnostics._i2c_chip_missing_rules → src.opstree.probes.builtin.rpi_diagnostics._i2c_buses\n  src.opstree.probes.builtin.rpi_diagnostics._all_ok_rule → src.opstree.probes.builtin.rpi_diagnostics._all_ok\n  src.opstree.fleet.scanner._flatten_snapshot → src.opstree.fleet.scanner._flatten\n  src.opstree.fleet.scanner.compute_variance → src.opstree.fleet.scanner._flatten_snapshot\n  src.opstree.fleet.scanner.compute_variance → src.opstree.fleet.scanner._layer_of\n  src.opstree.fleet.scanner.scan_fleet → src.opstree.fleet.scanner.compute_variance\n  src.opstree.snapshot.diff.snapshot_diff → src.opstree.snapshot.diff._diff_layer_data\n```",
      "level": 2
    },
    {
      "name": "# code analysis (`project/analysis.toon.yaml`)",
      "type": "unknown",
      "content": "```toon markpact:analysis path=project/analysis.toon.yaml\n# code2llm | 70f 9947L | python:44,yaml:12,md:10,toml:1,shell:1,txt:1,json:1 | 2026-04-21\n# CC̄=1.1 | critical:5/432 | dups:0 | cycles:1\n\nHEALTH[5]:\n  🟡 CC    _list_containers CC=18 (limit:15)\n  🟡 CC    _probe_wlr_randr CC=17 (limit:15)\n  🟡 CC    render CC=16 (limit:15)\n  🟡 CC    render CC=22 (limit:15)\n  🟡 CC    scan CC=16 (limit:15)\n\nREFACTOR[2]:\n  1. split 5 high-CC methods  (CC>15)\n  2. break 1 circular dependencies\n\nPIPELINES[101]:\n  [1] Src [detect]: detect → snapshot_diff → _diff_layer_data\n      PURITY: 100% pure\n  [2] Src [_summarize_changes]: _summarize_changes\n      PURITY: 100% pure\n  [3] Src [to_dict]: to_dict\n      PURITY: 100% pure\n  [4] Src [__post_init__]: __post_init__\n      PURITY: 100% pure\n  [5] Src [evaluate]: evaluate\n      PURITY: 100% pure\n\nLAYERS:\n  src/                            CC̄=3.7    ←in:0  →out:0\n  │ !! rpi_diagnostics            528L  0C   12m  CC=10     ←0\n  │ !! physical_rpi               401L  2C   22m  CC=17     ←0\n  │ scanner                    222L  0C    6m  CC=11     ←0\n  │ !! less                       192L  1C    3m  CC=22     ←0\n  │ builtin                    179L  14C    0m  CC=0.0    ←0\n  │ !! runtime_container          173L  1C    6m  CC=18     ←0\n  │ rules                      149L  3C    6m  CC=7      ←0\n  │ os_linux                   142L  2C   12m  CC=7      ←0\n  │ compat                     119L  1C    1m  CC=1      ←0\n  │ !! migration_yaml             108L  1C    2m  CC=16     ←0\n  │ endpoint_http              107L  1C    5m  CC=6      ←0\n  │ business_health             98L  1C    5m  CC=6      ←0\n  │ context                     97L  5C    4m  CC=2      ←0\n  │ service_containers          93L  1C    5m  CC=4      ←0\n  │ tree                        88L  2C    6m  CC=11     ←0\n  │ diff                        88L  1C    2m  CC=4      ←1\n  │ registry                    80L  1C    7m  CC=2      ←1\n  │ detector                    78L  2C    2m  CC=4      ←0\n  │ model                       77L  2C    1m  CC=1      ←0\n  │ !! scan                        69L  0C    1m  CC=16     ←0\n  │ snapshot_yaml               58L  1C    2m  CC=5      ←0\n  │ model                       55L  3C    4m  CC=1      ←2\n  │ linear                      54L  1C    3m  CC=6      ←0\n  │ convert                     53L  0C    1m  CC=11     ←0\n  │ base                        44L  3C    4m  CC=2      ←0\n  │ __init__                    44L  0C    0m  CC=0.0    ←0\n  │ drift                       40L  0C    1m  CC=5      ←0\n  │ __init__                    40L  0C    0m  CC=0.0    ←0\n  │ registry                    35L  1C    5m  CC=1      ←0\n  │ __init__                    24L  0C    0m  CC=0.0    ←0\n  │ main                        23L  0C    1m  CC=1      ←0\n  │ __init__                    22L  0C    0m  CC=0.0    ←0\n  │ __init__                    12L  0C    0m  CC=0.0    ←0\n  │ _version                     8L  0C    0m  CC=0.0    ←0\n  │ __init__                     8L  0C    0m  CC=0.0    ←0\n  │ __init__                     8L  0C    0m  CC=0.0    ←0\n  │ __init__                     8L  0C    0m  CC=0.0    ←0\n  │ __init__                     6L  0C    0m  CC=0.0    ←0\n  │ __init__                     6L  0C    0m  CC=0.0    ←0\n  │ __init__                     5L  0C    0m  CC=0.0    ←0\n  │ __init__                     1L  0C    0m  CC=0.0    ←0\n  │ __init__                     1L  0C    0m  CC=0.0    ←0\n  │ __init__                     1L  0C    0m  CC=0.0    ←0\n  │ __init__                     1L  0C    0m  CC=0.0    ←0\n  │\n  ./                              CC̄=0.0    ←in:0  →out:0\n  │ !! SUMD.md                    668L  0C  150m  CC=0.0    ←0\n  │ !! SUMR.md                    586L  0C    0m  CC=0.0    ←0\n  │ !! goal.yaml                  512L  0C    0m  CC=0.0    ←0\n  │ op3_poc.md                 363L  0C    0m  CC=0.0    ←0\n  │ CHANGELOG.md               245L  0C    0m  CC=0.0    ←0\n  │ README.md                  127L  0C    1m  CC=0.0    ←0\n  │ sumd.json                  102L  0C    0m  CC=0.0    ←0\n  │ pyproject.toml              69L  0C    0m  CC=0.0    ←0\n  │ project.sh                  36L  0C    0m  CC=0.0    ←0\n  │\n  docs/                           CC̄=0.0    ←in:0  →out:0\n  │ !! README.md                  556L  0C    1m  CC=0.0    ←0\n  │ API.md                     431L  0C    1m  CC=0.0    ←0\n  │\n  project/                        CC̄=0.0    ←in:0  →out:0\n  │ !! calls.yaml                 589L  0C    0m  CC=0.0    ←0\n  │ !! context.md                 570L  0C    0m  CC=0.0    ←0\n  │ map.toon.yaml              376L  0C  150m  CC=0.0    ←0\n  │ README.md                  339L  0C    0m  CC=0.0    ←0\n  │ integration-roadmap.md     158L  0C    0m  CC=0.0    ←0\n  │ analysis.toon.yaml         113L  0C    0m  CC=0.0    ←0\n  │ calls.toon.yaml             88L  0C    0m  CC=0.0    ←0\n  │ duplication.toon.yaml       65L  0C    0m  CC=0.0    ←0\n  │ evolution.toon.yaml         64L  0C    0m  CC=0.0    ←0\n  │ project.toon.yaml           56L  0C    0m  CC=0.0    ←0\n  │ prompt.txt                  47L  0C    0m  CC=0.0    ←0\n  │\n  examples/                       CC̄=0.0    ←in:0  →out:0\n  │ snapshot.yaml               42L  0C    0m  CC=0.0    ←0\n  │ snapshot.yaml               41L  0C    0m  CC=0.0    ←0\n  │ snapshot.yaml               41L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              18L  0C    0m  CC=0.0    ←0\n  │\n\nCOUPLING: no cross-package imports detected\n\nEXTERNAL:\n  validation: run `vallm batch .` → validation.toon\n  duplication: run `redup scan .` → duplication.toon\n```",
      "level": 2
    },
    {
      "name": "# duplication (`project/duplication.toon.yaml`)",
      "type": "unknown",
      "content": "```toon markpact:analysis path=project/duplication.toon.yaml\n# redup/duplication | 4 groups | 45f 3803L | 2026-04-21\n\nSUMMARY:\n  files_scanned: 45\n  total_lines:   3803\n  dup_groups:    4\n  dup_fragments: 11\n  saved_lines:   37\n  scan_ms:       4070\n\nHOTSPOTS[5] (files with most duplication):\n  src/opstree/probes/builtin/os_linux.py  dup=20L  groups=2  frags=4  (0.5%)\n  src/opstree/probes/builtin/endpoint_http.py  dup=12L  groups=2  frags=2  (0.3%)\n  src/opstree/probes/builtin/service_containers.py  dup=12L  groups=2  frags=2  (0.3%)\n  src/opstree/probes/builtin/runtime_container.py  dup=10L  groups=1  frags=2  (0.3%)\n  src/opstree/probes/builtin/business_health.py  dup=5L  groups=1  frags=1  (0.1%)\n\nDUPLICATES[4] (ranked by impact):\n  [7def61619c58cc79]   EXAC  _exec  L=5 N=5 saved=20 sim=1.00\n      src/opstree/probes/builtin/business_health.py:53-57  (_exec)\n      src/opstree/probes/builtin/endpoint_http.py:55-59  (_exec)\n      src/opstree/probes/builtin/runtime_container.py:61-65  (_exec)\n      src/opstree/probes/builtin/runtime_container.py:92-96  (_exec)\n      src/opstree/probes/builtin/service_containers.py:43-47  (_exec)\n  [183bda4b6299c725]   EXAC  can_probe  L=7 N=2 saved=7 sim=1.00\n      src/opstree/probes/builtin/os_linux.py:13-19  (can_probe)\n      src/opstree/probes/builtin/os_linux.py:90-96  (can_probe)\n  [b805c0edf8ab951c]   STRU  can_probe  L=7 N=2 saved=7 sim=1.00\n      src/opstree/probes/builtin/endpoint_http.py:20-26  (can_probe)\n      src/opstree/probes/builtin/service_containers.py:13-19  (can_probe)\n  [12b23dacb5666fff]   EXAC  anomalies  L=3 N=2 saved=3 sim=1.00\n      src/opstree/probes/builtin/os_linux.py:80-82  (anomalies)\n      src/opstree/probes/builtin/os_linux.py:140-142  (anomalies)\n\nREFACTOR[4] (ranked by priority):\n  [1] ○ extract_function   → src/opstree/probes/builtin/utils/_exec.py\n      WHY: 5 occurrences of 5-line block across 4 files — saves 20 lines\n      FILES: src/opstree/probes/builtin/business_health.py, src/opstree/probes/builtin/endpoint_http.py, src/opstree/probes/builtin/runtime_container.py, src/opstree/probes/builtin/service_containers.py\n  [2] ○ extract_function   → src/opstree/probes/builtin/utils/can_probe.py\n      WHY: 2 occurrences of 7-line block across 1 files — saves 7 lines\n      FILES: src/opstree/probes/builtin/os_linux.py\n  [3] ○ extract_function   → src/opstree/probes/builtin/utils/can_probe.py\n      WHY: 2 occurrences of 7-line block across 2 files — saves 7 lines\n      FILES: src/opstree/probes/builtin/endpoint_http.py, src/opstree/probes/builtin/service_containers.py\n  [4] ○ extract_function   → src/opstree/probes/builtin/utils/anomalies.py\n      WHY: 2 occurrences of 3-line block across 1 files — saves 3 lines\n      FILES: src/opstree/probes/builtin/os_linux.py\n\nQUICK_WINS[3] (low risk, high savings — do first):\n  [1] extract_function   saved=20L  → src/opstree/probes/builtin/utils/_exec.py\n      FILES: business_health.py, endpoint_http.py, runtime_container.py +1\n  [2] extract_function   saved=7L  → src/opstree/probes/builtin/utils/can_probe.py\n      FILES: os_linux.py\n  [3] extract_function   saved=7L  → src/opstree/probes/builtin/utils/can_probe.py\n      FILES: endpoint_http.py, service_containers.py\n\nEFFORT_ESTIMATE (total ≈ 1.2h):\n  medium _exec                               saved=20L  ~40min\n  easy   can_probe                           saved=7L  ~14min\n  easy   can_probe                           saved=7L  ~14min\n  easy   anomalies                           saved=3L  ~6min\n\nMETRICS-TARGET:\n  dup_groups:  4 → 0\n  saved_lines: 37 lines recoverable\n```",
      "level": 2
    },
    {
      "name": "# evolution / churn (`project/evolution.toon.yaml`)",
      "type": "unknown",
      "content": "```toon markpact:analysis path=project/evolution.toon.yaml\n# code2llm/evolution | 432 func | 32f | 2026-04-21\n\nNEXT[6] (ranked by impact):\n  [1] !! SPLIT           src/opstree/probes/builtin/rpi_diagnostics.py\n      WHY: 528L, 0 classes, max CC=10\n      EFFORT: ~4h  IMPACT: 5280\n\n  [2] !  SPLIT-FUNC      scan  CC=16  fan=26\n      WHY: CC=16 exceeds 15\n      EFFORT: ~1h  IMPACT: 416\n\n  [3] !  SPLIT-FUNC      LessAdapter.render  CC=22  fan=13\n      WHY: CC=22 exceeds 15\n      EFFORT: ~1h  IMPACT: 286\n\n  [4] !  SPLIT-FUNC      RuntimeContainerProbe._list_containers  CC=18  fan=11\n      WHY: CC=18 exceeds 15\n      EFFORT: ~1h  IMPACT: 198\n\n  [5] !  SPLIT-FUNC      RpiPhysicalDisplayProbe._probe_wlr_randr  CC=17  fan=11\n      WHY: CC=17 exceeds 15\n      EFFORT: ~1h  IMPACT: 187\n\n  [6] !  SPLIT-FUNC      MigrationYamlAdapter.render  CC=16  fan=6\n      WHY: CC=16 exceeds 15\n      EFFORT: ~1h  IMPACT: 96\n\n\nRISKS[1]:\n  ⚠ Splitting src/opstree/probes/builtin/rpi_diagnostics.py may break 12 import paths\n\nMETRICS-TARGET:\n  CC̄:          1.1 → ≤0.8\n  max-CC:      22 → ≤11\n  god-modules: 1 → 0\n  high-CC(≥15): 5 → ≤2\n  hub-types:   0 → ≤0\n\nPATTERNS (language parser shared logic):\n  _extract_declarations() in base.py — unified extraction for:\n    - TypeScript: interfaces, types, classes, functions, arrow funcs\n    - PHP: namespaces, traits, classes, functions, includes\n    - Ruby: modules, classes, methods, requires\n    - C++: classes, structs, functions, #includes\n    - C#: classes, interfaces, methods, usings\n    - Java: classes, interfaces, methods, imports\n    - Go: packages, functions, structs\n    - Rust: modules, functions, traits, use statements\n\n  Shared regex patterns per language:\n    - import: language-specific import/require/using patterns\n    - class: class/struct/trait declarations with inheritance\n    - function: function/method signatures with visibility\n    - brace_tracking: for C-family languages ({ })\n    - end_keyword_tracking: for Ruby (module/class/def...end)\n\n  Benefits:\n    - Consistent extraction logic across all languages\n    - Reduced code duplication (~70% reduction in parser LOC)\n    - Easier maintenance: fix once, apply everywhere\n    - Standardized FunctionInfo/ClassInfo models\n\nHISTORY:\n  prev CC̄=1.2 → now CC̄=1.1\n```",
      "level": 2
    },
    {
      "name": "intent",
      "type": "intent",
      "content": "Layered operations tree — observe, diff, orchestrate infrastructure as data",
      "level": 2
    }
  ]
}