sumd.json

{
  "project_name": "redeploy",
  "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- [Quality Pipeline (`pyqual.yaml`)](#quality-pipeline-pyqualyaml)\n- [Dependencies](#dependencies)\n- [Source Map](#source-map)\n- [Call Graph](#call-graph)\n- [Refactoring Analysis](#refactoring-analysis)\n- [Intent](#intent)",
      "level": 2
    },
    {
      "name": "metadata",
      "type": "metadata",
      "content": "- **name**: `redeploy`\n- **version**: `0.2.55`\n- **python_requires**: `>=3.11`\n- **ai_model**: `openrouter/qwen/qwen3-coder-next`\n- **ecosystem**: SUMD + DOQL + testql + taskfile\n- **generated_from**: pyproject.toml, Makefile, app.doql.less, pyqual.yaml, goal.yaml, .env.example, src(16 mod), project/(6 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\napp {\n  name: redeploy;\n  version: 0.2.55;\n}\n\napp {\n  name: redeploy;\n  version: 0.2.55;\n}\n\napp {\n  name: redeploy;\n  version: 0.2.55;\n}\n\n// LESS format — define @variables here as needed\n// Generated by sumd for redeploy\n\napp {\n  name: redeploy;\n  version: 0.2.55;\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": "# source modules",
      "type": "unknown",
      "content": "- `redeploy.audit`\n- `redeploy.cli`\n- `redeploy.data_sync`\n- `redeploy.discovery`\n- `redeploy.fleet`\n- `redeploy.heal`\n- `redeploy.mcp_server`\n- `redeploy.models`\n- `redeploy.observe`\n- `redeploy.parse`\n- `redeploy.patterns`\n- `redeploy.schema`\n- `redeploy.spec_loader`\n- `redeploy.ssh`\n- `redeploy.verify`\n- `redeploy.version`",
      "level": 2
    },
    {
      "name": "workflows",
      "type": "workflows",
      "content": "",
      "level": 2
    },
    {
      "name": "quality pipeline (`pyqual.yaml`)",
      "type": "unknown",
      "content": "```yaml markpact:pyqual path=pyqual.yaml\npipeline:\n  name: redeploy-quality\n\n  metrics:\n    cc_max: 15\n    critical_max: 80\n\n  stages:\n    - name: analyze\n      tool: code2llm-filtered\n\n    - name: validate\n      tool: vallm-filtered\n\n    - name: prefact\n      tool: prefact\n      optional: true\n      when: any_stage_fail\n      timeout: 900\n\n    - name: test\n      tool: pytest\n      timeout: 600\n\n  loop:\n    max_iterations: 3\n    on_fail: report\n    ticket_backends:\n      - markdown\n\n  env:\n    LLM_MODEL: openrouter/qwen/qwen3-coder-next\n```",
      "level": 2
    },
    {
      "name": "dependencies",
      "type": "dependencies",
      "content": "",
      "level": 2
    },
    {
      "name": "# runtime",
      "type": "unknown",
      "content": "```text markpact:deps python\npydantic>=2.0\npyyaml>=6.0\nmarkdown-it-py>=3.0\nclick>=8.0\nloguru>=0.7\nparamiko>=3.0\nhttpx>=0.25\nrich>=13.0\njmespath>=1.0\ngoal>=2.1.0\ncosts>=0.1.20\npfix>=0.1.60\n```",
      "level": 2
    },
    {
      "name": "# development",
      "type": "unknown",
      "content": "```text markpact:deps python scope=dev\npytest>=8.0\nruff>=0.4\ngoal>=2.1.0\ncosts>=0.1.20\npfix>=0.1.60\n```",
      "level": 2
    },
    {
      "name": "source map",
      "type": "unknown",
      "content": "*Top 5 modules by symbol density — signatures for LLM orientation.*",
      "level": 2
    },
    {
      "name": "# `redeploy.models` (`redeploy/models.py`)",
      "type": "unknown",
      "content": "```python\ndef _migrate_legacy_post_deploy(raw)  # CC=5, fan=6\nclass ConflictSeverity:\nclass StepAction:\nclass StepStatus:\nclass DeployStrategy:\nclass PersistedModel:  # Mixin for models that can be persisted to/from YAML files.\n    def to_yaml()  # CC=1\n    def load(cls, path)  # CC=5\nclass ServiceInfo:\nclass PortInfo:\nclass ConflictInfo:\nclass RuntimeInfo:\nclass AppHealthInfo:\nclass DrmOutput:  # One DRM connector (e.g. card1-DSI-2, card2-HDMI-A-1).\nclass BacklightInfo:  # Sysfs backlight device.\nclass I2CBusInfo:\nclass HardwareDiagnostic:  # Problem found during hardware probe.\nclass HardwareInfo:  # Hardware state produced by hardware probe.\n    def has_dsi()  # CC=2\n    def kms_enabled()  # CC=3\n    def dsi_connected()  # CC=3\n    def dsi_physically_connected()  # CC=3\n    def dsi_enabled()  # CC=3\n    def backlight_on()  # CC=3\n    def errors()  # CC=3\n    def warnings()  # CC=3\nclass InfraState:  # Full detected state of infrastructure — output of `detect`.\nclass Hook:  # Generyczny hook w pipeline: faza + akcja (reuse StepAction) \nclass TargetConfig:  # Desired infrastructure state — input to `plan`.\n    def _accept_strategy_aliases(cls, v)  # CC=2\nclass MigrationStep:\nclass InfraSpec:  # Declarative description of one infrastructure state (from OR\nclass MigrationSpec:  # Single YAML file describing full migration: from-state → to-\n    def from_file(cls, path)  # CC=2\n    def resolve_versions(manifest_version)  # CC=5\n    def to_infra_state()  # CC=4\n    def to_target_config()  # CC=2\nclass MigrationPlan:  # Full migration plan — output of `plan`, input to `apply`.\nclass EnvironmentConfig:  # One named environment (prod / dev / rpi5 / staging …) in red\nclass ProjectManifest:  # Per-project redeploy.yaml — replaces repetitive Makefile var\n    def find_and_load(cls, start)  # CC=6\n    def find_css(cls, start)  # CC=4\n    def env(name)  # CC=1\n    def resolve_env(name)  # CC=9\n    def from_dotenv(cls, project_dir)  # CC=12 ⚠\n    def apply_to_spec(spec, env_name)  # CC=19 ⚠\nclass DeployRecord:  # Single deployment event recorded for a device.\nclass KnownDevice:  # Device known to redeploy — persisted in ~/.config/redeploy/d\n    def last_deploy()  # CC=2\n    def is_reachable()  # CC=2\n    def record_deploy(record)  # CC=1\nclass DeviceMap:  # Full, persisted snapshot of a device: identity + InfraState \n    def has_errors()  # CC=2\n    def display_summary()  # CC=7\n    def save(path)  # CC=4\n    def load_for(cls, device_id)  # CC=2\n    def list_saved(cls)  # CC=2\nclass ServicePort:  # A single port mapping for a container service.\nclass VolumeMount:\nclass ServiceSpec:  # Complete specification of a single containerised service.\nclass HardwareRequirements:  # Hardware capabilities required to run the blueprint.\nclass BlueprintSource:  # Where the blueprint was extracted from — audit trail.\nclass DeviceBlueprint:  # Self-contained, portable deployment recipe.\n    def service(name)  # CC=3\n    def save(path)  # CC=4\n    def list_saved(cls)  # CC=2\nclass DeviceRegistry:  # Persistent device registry — stored at ~/.config/redeploy/de\n    def get(device_id)  # CC=3\n    def upsert(device)  # CC=3\n    def remove(device_id)  # CC=3\n    def by_tag(tag)  # CC=3\n    def by_strategy(strategy)  # CC=3\n    def reachable()  # CC=3\n    def default_path(cls)  # CC=1\n    def load(cls, path)  # CC=5\n    def save(path)  # CC=4\n```",
      "level": 2
    },
    {
      "name": "# `redeploy.audit` (`redeploy/audit.py`)",
      "type": "unknown",
      "content": "```python\ndef _extract_port(url)  # CC=5, fan=5\ndef _normalize_path(path)  # CC=3, fan=4\ndef _strip_remote_dir(path)  # CC=5, fan=3\ndef audit_spec(spec_path)  # CC=1, fan=3\nclass AuditCheck:  # Outcome of a single audit probe.\n    def ok()  # CC=1\nclass AuditReport:\n    def add(check)  # CC=1\n    def passed()  # CC=3\n    def failed()  # CC=3\n    def warned()  # CC=3\n    def skipped()  # CC=3\n    def ok()  # CC=1\n    def summary()  # CC=1\n    def to_dict()  # CC=2\nclass _Expect:\n    def extras()  # CC=1\nclass _Extractor:  # Walk a MigrationSpec and emit Expect tuples.\n    def __init__(spec)  # CC=4\n    def collect()  # CC=4\n    def _from_target()  # CC=7\n    def _from_step(raw)  # CC=12 ⚠\n    def _from_command(cmd, sid)  # CC=14 ⚠\nclass _Probe:  # Thin wrapper around SshClient with sensible audit timeouts.\n    def __init__(client)  # CC=4\n    def has_binary(name)  # CC=3\n    def has_path(path)  # CC=3\n    def port_listening(port)  # CC=4\n    def has_image(ref)  # CC=4\n    def has_systemd_unit(unit)  # CC=4\n    def apt_package(name)  # CC=3\n    def disk_free_gib(path)  # CC=3\nclass Auditor:  # Compare a MigrationSpec's expectations against a live target\n    def __init__(spec, spec_path)  # CC=4\n    def run()  # CC=5\n    def _dispatch(exp, report)  # CC=1\n    def _probe_one(exp)  # CC=10 ⚠\n    def _probe_binary(exp)  # CC=4\n    def _probe_directory(exp)  # CC=4\n    def _probe_file(exp)  # CC=4\n    def _probe_local_file(exp)  # CC=3\n    def _probe_port_listening(exp)  # CC=4\n    def _probe_container_image(exp)  # CC=4\n    def _probe_systemd_unit(exp, user)  # CC=4\n    def _probe_apt_package(exp)  # CC=4\n```",
      "level": 2
    },
    {
      "name": "# `redeploy.observe` (`redeploy/observe.py`)",
      "type": "unknown",
      "content": "```python\nclass AuditEntry:  # Single audit log entry — immutable snapshot of one deploymen\n    def __init__(data)  # CC=1\n    def ts()  # CC=1\n    def host()  # CC=1\n    def app()  # CC=1\n    def from_strategy()  # CC=1\n    def to_strategy()  # CC=1\n    def ok()  # CC=1\n    def elapsed_s()  # CC=1\n    def steps_total()  # CC=1\n    def steps_ok()  # CC=1\n    def steps_failed()  # CC=1\n    def pattern()  # CC=1\n    def version()  # CC=1\n    def dry_run()  # CC=1\n    def steps()  # CC=1\n    def error()  # CC=1\n    def to_dict()  # CC=1\n    def __repr__()  # CC=2\nclass DeployAuditLog:  # Persistent audit log — newline-delimited JSON at ``path``.\n    def __init__(path)  # CC=1\n    def record(plan, completed_steps)  # CC=11 ⚠\n    def _append(entry)  # CC=1\n    def load(limit)  # CC=5\n    def tail(n)  # CC=1\n    def filter(host, app, ok, since)  # CC=12 ⚠\n    def clear()  # CC=2\nclass DeployReport:  # Human-readable post-deploy report from an AuditEntry.\n    def __init__(entry)  # CC=1\n    def text()  # CC=8\n    def yaml()  # CC=1\n    def summary_line()  # CC=2\n```",
      "level": 2
    },
    {
      "name": "# `redeploy.fleet` (`redeploy/fleet.py`)",
      "type": "unknown",
      "content": "```python\nclass DeviceArch:\nclass Stage:\nclass DeviceExpectation:  # Declarative assertions about required infrastructure on a de\nclass FleetDevice:  # Generic device descriptor — superset of ``deploy``'s DeviceC\n    def ssh_user()  # CC=2\n    def ssh_ip()  # CC=2\n    def is_local()  # CC=1\n    def is_prod()  # CC=2\n    def has_tag(tag)  # CC=1\n    def has_expectation(exp)  # CC=1\n    def verify_expectations(state)  # CC=25 ⚠\nclass FleetConfig:  # Top-level fleet manifest — list of devices with stage / tag \n    def get_device(device_id)  # CC=3\n    def by_tag(tag)  # CC=3\n    def by_stage(stage)  # CC=3\n    def by_strategy(strategy)  # CC=3\n    def prod_devices()  # CC=1\n    def from_file(cls, path, workspace_root)  # CC=1\nclass Fleet:  # Unified first-class fleet — wraps FleetConfig and/or DeviceR\n    def __init__(devices)  # CC=1\n    def from_file(cls, path)  # CC=1\n    def from_registry(cls, path)  # CC=6\n    def from_config(cls, config)  # CC=1\n    def devices()  # CC=1\n    def get(device_id)  # CC=3\n    def by_tag(tag)  # CC=3\n    def by_stage(stage)  # CC=3\n    def by_strategy(strategy)  # CC=3\n    def prod()  # CC=1\n    def reachable(within_seconds)  # CC=5\n    def merge(other)  # CC=3\n    def __len__()  # CC=1\n    def __iter__()  # CC=1\n    def __repr__()  # CC=1\n```",
      "level": 2
    },
    {
      "name": "# `redeploy.discovery` (`redeploy/discovery.py`)",
      "type": "unknown",
      "content": "```python\ndef _is_raspberry_pi_mac(mac)  # CC=2, fan=1\ndef _scan_known_hosts(ssh_user)  # CC=10, fan=15 ⚠\ndef _scan_arp_cache()  # CC=10, fan=12 ⚠\ndef _scan_mdns(timeout)  # CC=7, fan=10\ndef _ping_sweep(subnet, timeout)  # CC=6, fan=14\ndef _probe_ssh(hosts, users, port, timeout, max_workers)  # CC=1, fan=6\ndef _detect_local_subnet()  # CC=9, fan=11\ndef _merge(hosts)  # CC=11, fan=2 ⚠\ndef discover(subnet, ssh_users, ssh_port, ping, mdns, probe_ssh, timeout)  # CC=14, fan=16 ⚠\ndef update_registry(hosts, registry, save)  # CC=17, fan=7 ⚠\ndef _run(cmd, timeout)  # CC=2, fan=1\ndef _is_ip(s)  # CC=1, fan=2\ndef _collect_ssh_keys()  # CC=14, fan=11 ⚠\ndef _tcp_reachable(ip, port, timeout)  # CC=2, fan=1\ndef _try_ssh_credentials(ip, users, keys, port, timeout)  # CC=14, fan=12 ⚠\ndef _detect_strategy_remote(host, key, port, timeout)  # CC=3, fan=5\ndef _build_probe_command()  # CC=1, fan=0\ndef _build_ssh_command(host, port, timeout, key_opts, probe_cmd)  # CC=1, fan=1\ndef _run_ssh_probe(cmd, timeout)  # CC=3, fan=1\ndef _parse_probe_output(out)  # CC=16, fan=6 ⚠\ndef _infer_strategy(info, services)  # CC=8, fan=2\ndef _parse_probe_input(ip_or_host, users)  # CC=4, fan=1\ndef _detect_app_from_services(services, app_hint)  # CC=5, fan=1\ndef _update_existing_device(existing, result, ssh_user, ssh_key, ip, host_str, port, now)  # CC=5, fan=0\ndef _create_new_device(result, ssh_user, ssh_key, ip, host_str, port, now)  # CC=2, fan=1\ndef auto_probe(ip_or_host, users, port, timeout, app_hint, save)  # CC=7, fan=19\nclass DiscoveredHost:\nclass ProbeResult:  # Full autonomous probe result for a single host.\n```",
      "level": 2
    },
    {
      "name": "call graph",
      "type": "unknown",
      "content": "*366 nodes · 337 edges · 97 modules · CC̄=1.7*",
      "level": 2
    },
    {
      "name": "# hubs (by degree)",
      "type": "unknown",
      "content": "| Function | CC | in | out | total |\n|----------|----|----|-----|-------|\n| `_parse_service` *(in redeploy.iac.docker_compose.DockerComposeParser)* | 37 ⚠ | 0 | 61 | **61** |\n| `snapshot_to_hardware_info` *(in redeploy.integrations.op3_bridge)* | 10 ⚠ | 2 | 49 | **51** |\n| `list` *(in redeploy.steps.StepLibrary)* | 1 | 48 | 2 | **50** |\n| `exec_cmd` *(in redeploy.cli.commands.exec_)* | 9 | 0 | 40 | **40** |\n| `_bump_single` *(in redeploy.cli.commands.version.helpers)* | 25 ⚠ | 4 | 35 | **39** |\n| `plugin_cmd` *(in redeploy.cli.commands.plugin)* | 13 ⚠ | 0 | 38 | **38** |\n| `version_list` *(in redeploy.cli.commands.version.commands)* | 13 ⚠ | 0 | 38 | **38** |\n| `_parse_k8s_yaml` *(in redeploy.iac.config_hints.ConfigHintsParser)* | 26 ⚠ | 0 | 38 | **38** |\n\n```toon markpact:analysis path=project/calls.toon.yaml\n# code2llm call graph | /home/tom/github/maskservice/redeploy\n# nodes: 366 | edges: 337 | modules: 97\n# CC̄=1.7\n\nHUBS[20]:\n  redeploy.iac.docker_compose.DockerComposeParser._parse_service\n    CC=37  in:0  out:61  total:61\n  redeploy.integrations.op3_bridge.snapshot_to_hardware_info\n    CC=10  in:2  out:49  total:51\n  redeploy.steps.StepLibrary.list\n    CC=1  in:48  out:2  total:50\n  redeploy.cli.commands.exec_.exec_cmd\n    CC=9  in:0  out:40  total:40\n  redeploy.cli.commands.version.helpers._bump_single\n    CC=25  in:4  out:35  total:39\n  redeploy.cli.commands.plugin.plugin_cmd\n    CC=13  in:0  out:38  total:38\n  redeploy.cli.commands.version.commands.version_list\n    CC=13  in:0  out:38  total:38\n  redeploy.iac.config_hints.ConfigHintsParser._parse_k8s_yaml\n    CC=26  in:0  out:38  total:38\n  redeploy.cli.commands.prompt_cmd.prompt_cmd\n    CC=15  in:0  out:37  total:37\n  redeploy.discovery.auto_probe\n    CC=7  in:4  out:33  total:37\n  redeploy.heal.runner.HealRunner._heal_step\n    CC=13  in:0  out:35  total:35\n  redeploy.blueprint.sources.compose._merge_compose\n    CC=21  in:1  out:33  total:34\n  redeploy.iac.parsers.compose.DockerComposeParser._parse_service\n    CC=21  in:0  out:33  total:33\n  redeploy.plugins.builtin.hardware_diagnostic._analyze_hardware\n    CC=14  in:1  out:32  total:33\n  redeploy.cli.commands.target.target\n    CC=10  in:1  out:31  total:32\n  redeploy.dsl_python.runner.PythonMigrationRunner.run_file\n    CC=15  in:0  out:30  total:30\n  redeploy.detect.detector.Detector.run\n    CC=9  in:0  out:30  total:30\n  examples.redeploy_iac_parsers.helm_kustomize.HelmTemplatesParser.parse\n    CC=17  in:0  out:27  total:27\n  redeploy.schema._discover_specs\n    CC=14  in:1  out:26  total:27\n  redeploy.apply.state_apply.HardwareStateHandler.apply\n    CC=18  in:0  out:27  total:27\n\nMODULES:\n  DOQL-INTEGRATION  [1 funcs]\n    print  CC=0  out:0\n  SUMD  [1 funcs]\n    run_container_build  CC=0  out:0\n  docs.markpact-implementation-plan  [1 funcs]\n    load_migration_spec  CC=0  out:0\n  examples.redeploy_iac_parsers.gitops_ci  [2 funcs]\n    can_parse  CC=11  out:9\n    _is_gitops_command  CC=2  out:2\n  examples.redeploy_iac_parsers.helm_kustomize  [1 funcs]\n    parse  CC=17  out:27\n  redeploy.apply.executor  [3 funcs]\n    __init__  CC=14  out:8\n    _execute_step  CC=4  out:27\n    _rollback  CC=1  out:1\n  redeploy.apply.handlers  [11 funcs]\n    _all_containers_healthy  CC=5  out:2\n    _parse_container_statuses  CC=6  out:8\n    _resolve_command_ref  CC=7  out:11\n    run_docker_build  CC=1  out:1\n    run_docker_health_wait  CC=10  out:11\n    run_ensure_autostart_entry  CC=16  out:21\n    run_ensure_config_line  CC=7  out:9\n    run_inline_script  CC=6  out:7\n    run_podman_build  CC=1  out:1\n    run_raspi_config  CC=5  out:6\n  redeploy.apply.rollback  [1 funcs]\n    rollback_steps  CC=8  out:8\n  redeploy.apply.state  [6 funcs]\n    reset  CC=1  out:2\n    save  CC=5  out:11\n    _now_iso  CC=1  out:2\n    _slug  CC=5  out:3\n    default_state_path  CC=2  out:2\n    state_key  CC=1  out:7\n  redeploy.apply.state_apply  [4 funcs]\n    apply  CC=18  out:27\n    _update_kanshi  CC=9  out:17\n    apply_state  CC=2  out:4\n    detect_handler  CC=3  out:1\n  redeploy.audit  [4 funcs]\n    _from_target  CC=7  out:9\n    _extract_port  CC=5  out:6\n    _normalize_path  CC=3  out:5\n    audit_spec  CC=1  out:3\n  redeploy.blueprint.extractor  [1 funcs]\n    extract_blueprint  CC=22  out:23\n  redeploy.blueprint.generators.docker_compose  [2 funcs]\n    _build_service  CC=20  out:8\n    generate_twin  CC=11  out:3\n  redeploy.blueprint.sources.compose  [6 funcs]\n    _merge_compose  CC=21  out:33\n    _parse_compose_env  CC=7  out:8\n    _parse_compose_healthcheck  CC=6  out:6\n    _parse_compose_ports  CC=7  out:21\n    _parse_compose_volumes  CC=8  out:13\n    merge_compose_files  CC=2  out:1\n  redeploy.blueprint.sources.hardware  [1 funcs]\n    build_hw_requirements  CC=13  out:15\n  redeploy.blueprint.sources.infra  [1 funcs]\n    infer_app_url  CC=8  out:1\n  redeploy.cli  [3 funcs]\n    _resolve_device  CC=5  out:12\n    _setup_logging  CC=2  out:2\n    cli  CC=1  out:5\n  redeploy.cli.commands.blueprint  [2 funcs]\n    _execute_query_blueprint  CC=1  out:1\n    show  CC=3  out:17\n  redeploy.cli.commands.bump_fix  [9 funcs]\n    _bump_patch  CC=2  out:7\n    _bump_version_file  CC=1  out:5\n    _detect_version  CC=2  out:3\n    _find_spec  CC=15  out:22\n    _find_version_file  CC=3  out:2\n    _prompt_choose_spec  CC=5  out:9\n    _update_migration_header  CC=2  out:7\n    _update_quadlet_service_version  CC=6  out:9\n    bump_cmd  CC=6  out:23\n  redeploy.cli.commands.device_map  [2 funcs]\n    _execute_query_device_map  CC=1  out:1\n    _render  CC=3  out:3\n  redeploy.cli.commands.device_map_renderers  [7 funcs]\n    _build_drm_table  CC=9  out:8\n    _build_header_panel  CC=4  out:3\n    _build_issues_table  CC=3  out:12\n    _build_services_table  CC=7  out:9\n    render_json  CC=1  out:3\n    render_rich  CC=22  out:22\n    render_yaml  CC=1  out:2\n  redeploy.cli.commands.diagnose  [1 funcs]\n    diagnose  CC=5  out:19\n  redeploy.cli.commands.exec_  [3 funcs]\n    _extract_all_scripts  CC=3  out:7\n    _extract_script_for_ref  CC=4  out:3\n    exec_cmd  CC=9  out:40\n  redeploy.cli.commands.export  [4 funcs]\n    _export_to_css  CC=2  out:2\n    _find_export_source  CC=9  out:10\n    _load_manifest_from_css  CC=1  out:1\n    export_cmd  CC=7  out:23\n  redeploy.cli.commands.hardware  [3 funcs]\n    _apply_fix  CC=8  out:18\n    _execute_query  CC=1  out:2\n    _probe_hardware  CC=4  out:6\n  redeploy.cli.commands.import_  [4 funcs]\n    _copy_plugin_template  CC=3  out:12\n    _examples_plugin_dir  CC=1  out:2\n    _plugin_templates  CC=1  out:0\n    _print_plugin_templates  CC=2  out:4\n  redeploy.cli.commands.inspect  [2 funcs]\n    _find_css_path  CC=4  out:4\n    inspect  CC=4  out:22\n  redeploy.cli.commands.mcp_cmd  [1 funcs]\n    mcp_cmd  CC=1  out:6\n  redeploy.cli.commands.plan_apply  [1 funcs]\n    _apply_manifest_to_spec  CC=8  out:9\n  redeploy.cli.commands.plugin  [1 funcs]\n    plugin_cmd  CC=13  out:38\n  redeploy.cli.commands.prompt_cmd  [1 funcs]\n    prompt_cmd  CC=15  out:37\n  redeploy.cli.commands.state  [4 funcs]\n    _get_state_path  CC=5  out:5\n    _list_checkpoints  CC=7  out:17\n    _show_checkpoint  CC=4  out:11\n    state_cmd  CC=4  out:16\n  redeploy.cli.commands.target  [1 funcs]\n    target  CC=10  out:31\n  redeploy.cli.commands.version.commands  [2 funcs]\n    version_list  CC=13  out:38\n    version_verify  CC=7  out:18\n  redeploy.cli.commands.version.helpers  [10 funcs]\n    _build_package_version_manifest  CC=2  out:5\n    _bump_single  CC=25  out:35\n    _load_live_version_diff  CC=3  out:4\n    _load_spec_version_diff  CC=8  out:13\n    _print_source_drift_status  CC=7  out:6\n    _print_verify_result  CC=6  out:5\n    _resolve_monorepo_targets  CC=8  out:11\n    _resolve_package_release_changelog_config  CC=5  out:2\n    _resolve_package_release_git_config  CC=5  out:5\n    _run_version_diff_for_manifest  CC=7  out:11\n  redeploy.cli.commands.version.monorepo  [5 funcs]\n    _create_version_set_git  CC=6  out:3\n    _create_version_set_taggers  CC=2  out:2\n    _finalize_monorepo_version_set  CC=11  out:8\n    _print_monorepo_set_dry_run  CC=3  out:5\n    _set_monorepo_version  CC=8  out:13\n  redeploy.cli.commands.version.release  [5 funcs]\n    _create_release_tags  CC=3  out:5\n    _format_release_tag  CC=1  out:1\n    _resolve_package_release_changelog_config  CC=5  out:2\n    _update_monorepo_release_changelogs  CC=5  out:12\n    _update_release_changelog  CC=7  out:7\n  redeploy.cli.commands.version.scanner  [17 funcs]\n    _classify_version_scan_source_confidence  CC=3  out:0\n    _default_keep_scanned_source  CC=2  out:0\n    _derive_scanned_package_name  CC=4  out:5\n    _detect_source_version  CC=2  out:1\n    _detect_version_sources_in_dir  CC=13  out:17\n    _format_version_scan_source_status  CC=2  out:2\n    _is_scannable_version_path  CC=2  out:1\n    _iter_version_scan_groups  CC=4  out:1\n    _print_version_scan_group  CC=3  out:4\n    _print_version_scan_review  CC=6  out:5\n  redeploy.cli.commands.workflow  [2 funcs]\n    _execute_workflow  CC=6  out:8\n    workflow_cmd  CC=10  out:21\n  redeploy.cli.core  [5 funcs]\n    find_manifest_path  CC=3  out:5\n    load_spec_or_exit  CC=2  out:3\n    load_spec_with_manifest  CC=5  out:8\n    resolve_device  CC=5  out:12\n    run_detect_workflow  CC=4  out:8\n  redeploy.cli.display  [18 funcs]\n    _format_workflow_header  CC=2  out:1\n    _get_plugin_hint  CC=5  out:1\n    _get_status_color  CC=3  out:0\n    _print_alternatives  CC=5  out:2\n    _print_host_header  CC=1  out:1\n    _print_services_table  CC=9  out:14\n    _print_spec_metadata  CC=4  out:6\n    _print_template_match  CC=5  out:7\n    _print_workflow_step  CC=4  out:4\n    generate_workflow_output_css  CC=8  out:9\n  redeploy.cli.query  [1 funcs]\n    execute_query  CC=5  out:9\n  redeploy.config_apply.applier  [3 funcs]\n    _normalize_hardware  CC=4  out:2\n    apply_config_dict  CC=1  out:2\n    apply_config_file  CC=4  out:6\n  redeploy.config_apply.loader  [1 funcs]\n    load_config_file  CC=3  out:4\n  redeploy.detect.detector  [2 funcs]\n    probe_hardware  CC=2  out:4\n    run  CC=9  out:30\n  redeploy.detect.hardware  [2 funcs]\n    _wrap_remote_probe  CC=1  out:2\n    probe_hardware  CC=4  out:10\n  redeploy.detect.hardware_rules  [3 funcs]\n    _hw_info_to_dict  CC=2  out:2\n    _op3_diag_to_hw_diag  CC=1  out:5\n    analyze  CC=3  out:4\n  redeploy.detect.probes  [4 funcs]\n    detect_conflicts  CC=13  out:12\n    probe_iptables_dnat  CC=7  out:5\n    probe_ports  CC=6  out:11\n    probe_runtime  CC=5  out:16\n  redeploy.detect.templates  [4 funcs]\n    detect  CC=2  out:3\n    _build_templates  CC=1  out:1\n    _load_templates_from_yaml  CC=9  out:22\n    build_context  CC=2  out:1\n  redeploy.detect.workflow  [2 funcs]\n    _collect_hosts  CC=18  out:14\n    _probe_ssh  CC=3  out:3\n  redeploy.discovery  [21 funcs]\n    _build_probe_command  CC=1  out:0\n    _build_ssh_command  CC=1  out:1\n    _collect_ssh_keys  CC=14  out:18\n    _detect_local_subnet  CC=9  out:11\n    _detect_strategy_remote  CC=3  out:5\n    _infer_strategy  CC=8  out:5\n    _is_ip  CC=1  out:2\n    _merge  CC=11  out:2\n    _parse_probe_input  CC=4  out:1\n    _parse_probe_output  CC=16  out:20\n  redeploy.dsl.loader  [9 funcs]\n    _build_from_nodes  CC=1  out:4\n    _build_manifest  CC=25  out:23\n    _build_templates  CC=14  out:24\n    _build_workflows  CC=8  out:16\n    _condition_key  CC=4  out:5\n    load_css  CC=1  out:4\n    load_css_text  CC=2  out:4\n    manifest_to_css  CC=14  out:17\n    templates_to_css  CC=6  out:13\n  redeploy.dsl.parser  [3 funcs]\n    __repr__  CC=2  out:4\n    parse  CC=6  out:23\n    _strip_comments  CC=1  out:3\n  redeploy.dsl_python.decorators  [3 funcs]\n    begin  CC=1  out:3\n    end  CC=3  out:1\n    migration  CC=1  out:8\n  redeploy.dsl_python.docker_steps  [1 funcs]\n    wait_healthy  CC=7  out:14\n  redeploy.dsl_python.runner  [3 funcs]\n    list_migrations  CC=5  out:13\n    run_file  CC=15  out:30\n    main  CC=5  out:13\n  redeploy.dsl_python.steps  [4 funcs]\n    ssh  CC=4  out:4\n    ssh_available  CC=5  out:9\n    version_check  CC=7  out:10\n    wait  CC=2  out:2\n  redeploy.fleet  [4 funcs]\n    __init__  CC=1  out:1\n    from_registry  CC=6  out:5\n    get  CC=3  out:1\n    merge  CC=3  out:3\n  redeploy.hardware.config_txt  [2 funcs]\n    ensure_line  CC=14  out:20\n    ensure_lines  CC=4  out:4\n  redeploy.hardware.fixes  [6 funcs]\n    _detect_port  CC=6  out:0\n    _step  CC=1  out:1\n    fix_dsi_not_enabled  CC=6  out:20\n    fix_enable_i2c  CC=1  out:1\n    fix_enable_spi  CC=1  out:1\n    generate_fix_plan  CC=7  out:3\n  redeploy.hardware.kiosk.autostart  [1 funcs]\n    ensure_autostart_entry  CC=6  out:6\n  redeploy.hardware.kiosk.browsers  [1 funcs]\n    build_launch_cmd  CC=5  out:3\n  redeploy.hardware.panels  [1 funcs]\n    infer_from_hardware  CC=1  out:0\n  redeploy.hardware.raspi_config  [1 funcs]\n    build_raspi_config_command  CC=3  out:2\n  redeploy.heal  [12 funcs]\n    observe  CC=5  out:4\n    _ask_and_apply_fix  CC=7  out:15\n    _collect_diag_with_hint  CC=2  out:2\n    _record_repair  CC=1  out:2\n    _reload_migration  CC=1  out:4\n    run  CC=8  out:19\n    _ssh  CC=3  out:2\n    apply_fix_to_spec  CC=6  out:15\n    ask_llm  CC=8  out:8\n    collect_diagnostics  CC=2  out:4\n  redeploy.heal.hint_provider  [2 funcs]\n    _ssh  CC=3  out:2\n    collect_diagnostics  CC=2  out:4\n  redeploy.heal.loop_detector  [1 funcs]\n    observe  CC=5  out:4\n  redeploy.heal.runner  [3 funcs]\n    _heal_step  CC=13  out:35\n    _reload_migration  CC=1  out:4\n    run  CC=7  out:15\n  redeploy.iac.config_hints  [1 funcs]\n    _parse_k8s_yaml  CC=26  out:38\n  redeploy.iac.docker_compose  [3 funcs]\n    _load_merged  CC=6  out:9\n    _parse_service  CC=37  out:61\n    _env_dict  CC=7  out:6\n  redeploy.iac.parsers.compose  [2 funcs]\n    _parse_depends_on  CC=5  out:6\n    _parse_service  CC=21  out:33\n  redeploy.integrations.op3_bridge  [3 funcs]\n    snapshot_to_device_map  CC=7  out:10\n    snapshot_to_hardware_info  CC=10  out:49\n    snapshot_to_infra_state  CC=3  out:2\n  redeploy.markpact.compiler  [6 funcs]\n    _deep_merge  CC=5  out:4\n    _extract_steps  CC=9  out:20\n    _load_block_payload  CC=8  out:7\n    _normalize_config_payload  CC=11  out:18\n    compile_markpact_document  CC=2  out:4\n    compile_markpact_document_to_data  CC=6  out:8\n  redeploy.markpact.parser  [9 funcs]\n    _check_heading  CC=5  out:5\n    _handle_fence_line  CC=7  out:7\n    _normalize_section_id  CC=1  out:3\n    _parse_markpact_fence_info  CC=14  out:10\n    extract_script_by_ref  CC=12  out:11\n    extract_script_from_markdown  CC=10  out:10\n    parse_markpact_file  CC=1  out:3\n    parse_markpact_file_with_refs  CC=6  out:6\n    parse_markpact_text  CC=7  out:8\n  redeploy.mcp_server  [12 funcs]\n    _redeploy_bin  CC=5  out:4\n    _run  CC=4  out:4\n    bump_version  CC=3  out:4\n    diagnose  CC=1  out:2\n    fix_spec  CC=4  out:5\n    get_workspace  CC=1  out:3\n    list_specs  CC=1  out:6\n    nlp_command  CC=2  out:2\n    plan_spec  CC=1  out:2\n    run_spec  CC=5  out:5\n  redeploy.models  [5 funcs]\n    from_file  CC=2  out:5\n    to_target_config  CC=2  out:2\n    find_and_load  CC=6  out:9\n    find_css  CC=4  out:4\n    _migrate_legacy_post_deploy  CC=5  out:20\n  redeploy.observe  [1 funcs]\n    record  CC=11  out:20\n  redeploy.parse  [7 funcs]\n    _apply_git_line  CC=3  out:3\n    _apply_health_line  CC=2  out:1\n    _apply_network_line  CC=3  out:2\n    _apply_system_line  CC=8  out:10\n    _parse_section_line  CC=7  out:6\n    parse_container_line  CC=3  out:3\n    parse_diagnostics  CC=5  out:4\n  redeploy.patterns  [6 funcs]\n    expand  CC=2  out:14\n    expand  CC=5  out:13\n    expand  CC=1  out:8\n    _step  CC=1  out:1\n    get_pattern  CC=1  out:1\n    list_patterns  CC=1  out:2\n  redeploy.plan.planner  [1 funcs]\n    _plan_pattern  CC=10  out:17\n  redeploy.plugins  [5 funcs]\n    _ensure_builtins  CC=2  out:1\n    names  CC=1  out:2\n    _load_builtin_plugins  CC=6  out:7\n    load_user_plugins  CC=3  out:4\n    register_plugin  CC=1  out:1\n  redeploy.plugins.builtin.browser_reload  [1 funcs]\n    browser_reload  CC=16  out:26\n  redeploy.plugins.builtin.hardware_diagnostic  [11 funcs]\n    _analyze_hardware  CC=14  out:32\n    _check_gpio  CC=2  out:2\n    _detect_platform  CC=10  out:6\n    _get_audio_devices  CC=3  out:5\n    _get_cpu_info  CC=5  out:10\n    _get_memory_mb  CC=3  out:5\n    _get_network_interfaces  CC=5  out:6\n    _get_storage_gb  CC=6  out:11\n    _get_usb_devices  CC=4  out:5\n    _run_command  CC=2  out:3\n  redeploy.plugins.builtin.notify  [6 funcs]\n    _fmt  CC=1  out:3\n    _http_post  CC=5  out:10\n    _notify_slack  CC=3  out:7\n    _notify_webhook  CC=6  out:16\n    _resolve_env  CC=1  out:1\n    notify  CC=4  out:5\n  redeploy.plugins.builtin.process_control  [2 funcs]\n    _find_pid_on_port  CC=11  out:14\n    process_control  CC=9  out:19\n  redeploy.plugins.builtin.systemd_reload  [1 funcs]\n    systemd_reload  CC=12  out:23\n  redeploy.schema  [5 funcs]\n    _discover_specs  CC=14  out:26\n    _git_branch  CC=3  out:2\n    _iac_info  CC=2  out:0\n    _read_version  CC=3  out:4\n    build_schema  CC=2  out:7\n  redeploy.spec_loader  [1 funcs]\n    load_migration_spec  CC=4  out:8\n  redeploy.steps  [2 funcs]\n    all  CC=2  out:2\n    list  CC=1  out:2\n  redeploy.version  [1 funcs]\n    read_remote_version  CC=4  out:3\n  redeploy.version.bump  [6 funcs]\n    _calculate_bump  CC=8  out:10\n    bump_all_packages  CC=3  out:5\n    bump_package  CC=9  out:13\n    bump_version  CC=6  out:9\n    bump_version_with_git  CC=13  out:14\n    verify_sources  CC=4  out:7\n  redeploy.version.changelog  [2 funcs]\n    _categorize_commits  CC=3  out:3\n    get_commits_since_tag  CC=5  out:3\n  redeploy.version.commits  [3 funcs]\n    analyze_commits  CC=18  out:25\n    format_analysis_report  CC=2  out:3\n    parse_conventional  CC=4  out:6\n  redeploy.version.diff  [2 funcs]\n    diff_manifest_vs_live  CC=2  out:2\n    diff_manifest_vs_spec  CC=4  out:7\n  redeploy.version.manifest  [1 funcs]\n    list_packages  CC=2  out:2\n  redeploy.version.sources  [1 funcs]\n    get_adapter  CC=2  out:1\n  redeploy.version.transaction  [1 funcs]\n    _stage_one  CC=6  out:7\n\nEDGES:\n  redeploy.schema.build_schema → redeploy.schema._read_version\n  redeploy.schema.build_schema → redeploy.schema._git_branch\n  redeploy.schema.build_schema → redeploy.schema._discover_specs\n  redeploy.schema.build_schema → redeploy.schema._iac_info\n  redeploy.observe.DeployAuditLog.record → redeploy.steps.StepLibrary.list\n  redeploy.heal.collect_diagnostics → redeploy.heal._ssh\n  redeploy.heal.HealLoopDetector.observe → redeploy.steps.StepLibrary.all\n  redeploy.heal.HealRunner._reload_migration → docs.markpact-implementation-plan.load_migration_spec\n  redeploy.heal.HealRunner._collect_diag_with_hint → redeploy.heal.collect_diagnostics\n  redeploy.heal.HealRunner._ask_and_apply_fix → redeploy.heal.ask_llm\n  redeploy.heal.HealRunner._ask_and_apply_fix → redeploy.heal.apply_fix_to_spec\n  redeploy.heal.HealRunner._record_repair → redeploy.heal.write_repair_log\n  redeploy.heal.HealRunner.run → redeploy.heal.write_repair_log\n  redeploy.heal.HealRunner.run → redeploy.heal.parse_failed_step\n  redeploy.parse.parse_diagnostics → redeploy.parse._parse_section_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_system_line\n  redeploy.parse._parse_section_line → redeploy.parse.parse_container_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_git_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_health_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_network_line\n  redeploy.fleet.Fleet.__init__ → redeploy.steps.StepLibrary.list\n  redeploy.fleet.Fleet.from_registry → redeploy.steps.StepLibrary.list\n  redeploy.fleet.Fleet.merge → redeploy.steps.StepLibrary.list\n  redeploy.models._migrate_legacy_post_deploy → redeploy.steps.StepLibrary.list\n  redeploy.models.MigrationSpec.from_file → redeploy.models._migrate_legacy_post_deploy\n  redeploy.models.MigrationSpec.to_target_config → redeploy.steps.StepLibrary.list\n  redeploy.models.ProjectManifest.find_and_load → redeploy.steps.StepLibrary.list\n  redeploy.models.ProjectManifest.find_and_load → redeploy.dsl.loader.load_css\n  redeploy.models.ProjectManifest.find_css → redeploy.steps.StepLibrary.list\n  redeploy.spec_loader.load_migration_spec → redeploy.markpact.compiler.compile_markpact_document\n  redeploy.spec_loader.load_migration_spec → redeploy.markpact.parser.parse_markpact_file\n  redeploy.patterns.BlueGreenPattern.expand → redeploy.patterns._step\n  redeploy.patterns.CanaryPattern.expand → redeploy.patterns._step\n  redeploy.patterns.RollbackOnFailurePattern.expand → redeploy.patterns._step\n  redeploy.patterns.list_patterns → redeploy.steps.StepLibrary.list\n  redeploy.discovery._scan_arp_cache → redeploy.discovery._run\n  redeploy.discovery._scan_mdns → redeploy.discovery._run\n  redeploy.discovery._scan_mdns → redeploy.discovery._is_ip\n  redeploy.discovery._ping_sweep → redeploy.steps.StepLibrary.list\n  redeploy.discovery._probe_ssh → redeploy.steps.StepLibrary.list\n  redeploy.discovery._detect_local_subnet → redeploy.discovery._run\n  redeploy.discovery._merge → redeploy.steps.StepLibrary.list\n  redeploy.discovery.discover → redeploy.discovery._merge\n  redeploy.discovery.discover → redeploy.discovery._scan_known_hosts\n  redeploy.discovery.discover → redeploy.discovery._scan_arp_cache\n  redeploy.discovery.discover → redeploy.discovery._probe_ssh\n  redeploy.discovery._try_ssh_credentials → redeploy.discovery._tcp_reachable\n  redeploy.discovery._detect_strategy_remote → redeploy.discovery._build_probe_command\n  redeploy.discovery._detect_strategy_remote → redeploy.discovery._build_ssh_command\n  redeploy.discovery._detect_strategy_remote → redeploy.discovery._run_ssh_probe\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/maskservice/redeploy\n# nodes: 366 | edges: 337 | modules: 97\n# CC̄=1.7\n\nHUBS[20]:\n  redeploy.iac.docker_compose.DockerComposeParser._parse_service\n    CC=37  in:0  out:61  total:61\n  redeploy.integrations.op3_bridge.snapshot_to_hardware_info\n    CC=10  in:2  out:49  total:51\n  redeploy.steps.StepLibrary.list\n    CC=1  in:48  out:2  total:50\n  redeploy.cli.commands.exec_.exec_cmd\n    CC=9  in:0  out:40  total:40\n  redeploy.cli.commands.version.helpers._bump_single\n    CC=25  in:4  out:35  total:39\n  redeploy.cli.commands.plugin.plugin_cmd\n    CC=13  in:0  out:38  total:38\n  redeploy.cli.commands.version.commands.version_list\n    CC=13  in:0  out:38  total:38\n  redeploy.iac.config_hints.ConfigHintsParser._parse_k8s_yaml\n    CC=26  in:0  out:38  total:38\n  redeploy.cli.commands.prompt_cmd.prompt_cmd\n    CC=15  in:0  out:37  total:37\n  redeploy.discovery.auto_probe\n    CC=7  in:4  out:33  total:37\n  redeploy.heal.runner.HealRunner._heal_step\n    CC=13  in:0  out:35  total:35\n  redeploy.blueprint.sources.compose._merge_compose\n    CC=21  in:1  out:33  total:34\n  redeploy.iac.parsers.compose.DockerComposeParser._parse_service\n    CC=21  in:0  out:33  total:33\n  redeploy.plugins.builtin.hardware_diagnostic._analyze_hardware\n    CC=14  in:1  out:32  total:33\n  redeploy.cli.commands.target.target\n    CC=10  in:1  out:31  total:32\n  redeploy.dsl_python.runner.PythonMigrationRunner.run_file\n    CC=15  in:0  out:30  total:30\n  redeploy.detect.detector.Detector.run\n    CC=9  in:0  out:30  total:30\n  examples.redeploy_iac_parsers.helm_kustomize.HelmTemplatesParser.parse\n    CC=17  in:0  out:27  total:27\n  redeploy.schema._discover_specs\n    CC=14  in:1  out:26  total:27\n  redeploy.apply.state_apply.HardwareStateHandler.apply\n    CC=18  in:0  out:27  total:27\n\nMODULES:\n  DOQL-INTEGRATION  [1 funcs]\n    print  CC=0  out:0\n  SUMD  [1 funcs]\n    run_container_build  CC=0  out:0\n  docs.markpact-implementation-plan  [1 funcs]\n    load_migration_spec  CC=0  out:0\n  examples.redeploy_iac_parsers.gitops_ci  [2 funcs]\n    can_parse  CC=11  out:9\n    _is_gitops_command  CC=2  out:2\n  examples.redeploy_iac_parsers.helm_kustomize  [1 funcs]\n    parse  CC=17  out:27\n  redeploy.apply.executor  [3 funcs]\n    __init__  CC=14  out:8\n    _execute_step  CC=4  out:27\n    _rollback  CC=1  out:1\n  redeploy.apply.handlers  [11 funcs]\n    _all_containers_healthy  CC=5  out:2\n    _parse_container_statuses  CC=6  out:8\n    _resolve_command_ref  CC=7  out:11\n    run_docker_build  CC=1  out:1\n    run_docker_health_wait  CC=10  out:11\n    run_ensure_autostart_entry  CC=16  out:21\n    run_ensure_config_line  CC=7  out:9\n    run_inline_script  CC=6  out:7\n    run_podman_build  CC=1  out:1\n    run_raspi_config  CC=5  out:6\n  redeploy.apply.rollback  [1 funcs]\n    rollback_steps  CC=8  out:8\n  redeploy.apply.state  [6 funcs]\n    reset  CC=1  out:2\n    save  CC=5  out:11\n    _now_iso  CC=1  out:2\n    _slug  CC=5  out:3\n    default_state_path  CC=2  out:2\n    state_key  CC=1  out:7\n  redeploy.apply.state_apply  [4 funcs]\n    apply  CC=18  out:27\n    _update_kanshi  CC=9  out:17\n    apply_state  CC=2  out:4\n    detect_handler  CC=3  out:1\n  redeploy.audit  [4 funcs]\n    _from_target  CC=7  out:9\n    _extract_port  CC=5  out:6\n    _normalize_path  CC=3  out:5\n    audit_spec  CC=1  out:3\n  redeploy.blueprint.extractor  [1 funcs]\n    extract_blueprint  CC=22  out:23\n  redeploy.blueprint.generators.docker_compose  [2 funcs]\n    _build_service  CC=20  out:8\n    generate_twin  CC=11  out:3\n  redeploy.blueprint.sources.compose  [6 funcs]\n    _merge_compose  CC=21  out:33\n    _parse_compose_env  CC=7  out:8\n    _parse_compose_healthcheck  CC=6  out:6\n    _parse_compose_ports  CC=7  out:21\n    _parse_compose_volumes  CC=8  out:13\n    merge_compose_files  CC=2  out:1\n  redeploy.blueprint.sources.hardware  [1 funcs]\n    build_hw_requirements  CC=13  out:15\n  redeploy.blueprint.sources.infra  [1 funcs]\n    infer_app_url  CC=8  out:1\n  redeploy.cli  [3 funcs]\n    _resolve_device  CC=5  out:12\n    _setup_logging  CC=2  out:2\n    cli  CC=1  out:5\n  redeploy.cli.commands.blueprint  [2 funcs]\n    _execute_query_blueprint  CC=1  out:1\n    show  CC=3  out:17\n  redeploy.cli.commands.bump_fix  [9 funcs]\n    _bump_patch  CC=2  out:7\n    _bump_version_file  CC=1  out:5\n    _detect_version  CC=2  out:3\n    _find_spec  CC=15  out:22\n    _find_version_file  CC=3  out:2\n    _prompt_choose_spec  CC=5  out:9\n    _update_migration_header  CC=2  out:7\n    _update_quadlet_service_version  CC=6  out:9\n    bump_cmd  CC=6  out:23\n  redeploy.cli.commands.device_map  [2 funcs]\n    _execute_query_device_map  CC=1  out:1\n    _render  CC=3  out:3\n  redeploy.cli.commands.device_map_renderers  [7 funcs]\n    _build_drm_table  CC=9  out:8\n    _build_header_panel  CC=4  out:3\n    _build_issues_table  CC=3  out:12\n    _build_services_table  CC=7  out:9\n    render_json  CC=1  out:3\n    render_rich  CC=22  out:22\n    render_yaml  CC=1  out:2\n  redeploy.cli.commands.diagnose  [1 funcs]\n    diagnose  CC=5  out:19\n  redeploy.cli.commands.exec_  [3 funcs]\n    _extract_all_scripts  CC=3  out:7\n    _extract_script_for_ref  CC=4  out:3\n    exec_cmd  CC=9  out:40\n  redeploy.cli.commands.export  [4 funcs]\n    _export_to_css  CC=2  out:2\n    _find_export_source  CC=9  out:10\n    _load_manifest_from_css  CC=1  out:1\n    export_cmd  CC=7  out:23\n  redeploy.cli.commands.hardware  [3 funcs]\n    _apply_fix  CC=8  out:18\n    _execute_query  CC=1  out:2\n    _probe_hardware  CC=4  out:6\n  redeploy.cli.commands.import_  [4 funcs]\n    _copy_plugin_template  CC=3  out:12\n    _examples_plugin_dir  CC=1  out:2\n    _plugin_templates  CC=1  out:0\n    _print_plugin_templates  CC=2  out:4\n  redeploy.cli.commands.inspect  [2 funcs]\n    _find_css_path  CC=4  out:4\n    inspect  CC=4  out:22\n  redeploy.cli.commands.mcp_cmd  [1 funcs]\n    mcp_cmd  CC=1  out:6\n  redeploy.cli.commands.plan_apply  [1 funcs]\n    _apply_manifest_to_spec  CC=8  out:9\n  redeploy.cli.commands.plugin  [1 funcs]\n    plugin_cmd  CC=13  out:38\n  redeploy.cli.commands.prompt_cmd  [1 funcs]\n    prompt_cmd  CC=15  out:37\n  redeploy.cli.commands.state  [4 funcs]\n    _get_state_path  CC=5  out:5\n    _list_checkpoints  CC=7  out:17\n    _show_checkpoint  CC=4  out:11\n    state_cmd  CC=4  out:16\n  redeploy.cli.commands.target  [1 funcs]\n    target  CC=10  out:31\n  redeploy.cli.commands.version.commands  [2 funcs]\n    version_list  CC=13  out:38\n    version_verify  CC=7  out:18\n  redeploy.cli.commands.version.helpers  [10 funcs]\n    _build_package_version_manifest  CC=2  out:5\n    _bump_single  CC=25  out:35\n    _load_live_version_diff  CC=3  out:4\n    _load_spec_version_diff  CC=8  out:13\n    _print_source_drift_status  CC=7  out:6\n    _print_verify_result  CC=6  out:5\n    _resolve_monorepo_targets  CC=8  out:11\n    _resolve_package_release_changelog_config  CC=5  out:2\n    _resolve_package_release_git_config  CC=5  out:5\n    _run_version_diff_for_manifest  CC=7  out:11\n  redeploy.cli.commands.version.monorepo  [5 funcs]\n    _create_version_set_git  CC=6  out:3\n    _create_version_set_taggers  CC=2  out:2\n    _finalize_monorepo_version_set  CC=11  out:8\n    _print_monorepo_set_dry_run  CC=3  out:5\n    _set_monorepo_version  CC=8  out:13\n  redeploy.cli.commands.version.release  [5 funcs]\n    _create_release_tags  CC=3  out:5\n    _format_release_tag  CC=1  out:1\n    _resolve_package_release_changelog_config  CC=5  out:2\n    _update_monorepo_release_changelogs  CC=5  out:12\n    _update_release_changelog  CC=7  out:7\n  redeploy.cli.commands.version.scanner  [17 funcs]\n    _classify_version_scan_source_confidence  CC=3  out:0\n    _default_keep_scanned_source  CC=2  out:0\n    _derive_scanned_package_name  CC=4  out:5\n    _detect_source_version  CC=2  out:1\n    _detect_version_sources_in_dir  CC=13  out:17\n    _format_version_scan_source_status  CC=2  out:2\n    _is_scannable_version_path  CC=2  out:1\n    _iter_version_scan_groups  CC=4  out:1\n    _print_version_scan_group  CC=3  out:4\n    _print_version_scan_review  CC=6  out:5\n  redeploy.cli.commands.workflow  [2 funcs]\n    _execute_workflow  CC=6  out:8\n    workflow_cmd  CC=10  out:21\n  redeploy.cli.core  [5 funcs]\n    find_manifest_path  CC=3  out:5\n    load_spec_or_exit  CC=2  out:3\n    load_spec_with_manifest  CC=5  out:8\n    resolve_device  CC=5  out:12\n    run_detect_workflow  CC=4  out:8\n  redeploy.cli.display  [18 funcs]\n    _format_workflow_header  CC=2  out:1\n    _get_plugin_hint  CC=5  out:1\n    _get_status_color  CC=3  out:0\n    _print_alternatives  CC=5  out:2\n    _print_host_header  CC=1  out:1\n    _print_services_table  CC=9  out:14\n    _print_spec_metadata  CC=4  out:6\n    _print_template_match  CC=5  out:7\n    _print_workflow_step  CC=4  out:4\n    generate_workflow_output_css  CC=8  out:9\n  redeploy.cli.query  [1 funcs]\n    execute_query  CC=5  out:9\n  redeploy.config_apply.applier  [3 funcs]\n    _normalize_hardware  CC=4  out:2\n    apply_config_dict  CC=1  out:2\n    apply_config_file  CC=4  out:6\n  redeploy.config_apply.loader  [1 funcs]\n    load_config_file  CC=3  out:4\n  redeploy.detect.detector  [2 funcs]\n    probe_hardware  CC=2  out:4\n    run  CC=9  out:30\n  redeploy.detect.hardware  [2 funcs]\n    _wrap_remote_probe  CC=1  out:2\n    probe_hardware  CC=4  out:10\n  redeploy.detect.hardware_rules  [3 funcs]\n    _hw_info_to_dict  CC=2  out:2\n    _op3_diag_to_hw_diag  CC=1  out:5\n    analyze  CC=3  out:4\n  redeploy.detect.probes  [4 funcs]\n    detect_conflicts  CC=13  out:12\n    probe_iptables_dnat  CC=7  out:5\n    probe_ports  CC=6  out:11\n    probe_runtime  CC=5  out:16\n  redeploy.detect.templates  [4 funcs]\n    detect  CC=2  out:3\n    _build_templates  CC=1  out:1\n    _load_templates_from_yaml  CC=9  out:22\n    build_context  CC=2  out:1\n  redeploy.detect.workflow  [2 funcs]\n    _collect_hosts  CC=18  out:14\n    _probe_ssh  CC=3  out:3\n  redeploy.discovery  [21 funcs]\n    _build_probe_command  CC=1  out:0\n    _build_ssh_command  CC=1  out:1\n    _collect_ssh_keys  CC=14  out:18\n    _detect_local_subnet  CC=9  out:11\n    _detect_strategy_remote  CC=3  out:5\n    _infer_strategy  CC=8  out:5\n    _is_ip  CC=1  out:2\n    _merge  CC=11  out:2\n    _parse_probe_input  CC=4  out:1\n    _parse_probe_output  CC=16  out:20\n  redeploy.dsl.loader  [9 funcs]\n    _build_from_nodes  CC=1  out:4\n    _build_manifest  CC=25  out:23\n    _build_templates  CC=14  out:24\n    _build_workflows  CC=8  out:16\n    _condition_key  CC=4  out:5\n    load_css  CC=1  out:4\n    load_css_text  CC=2  out:4\n    manifest_to_css  CC=14  out:17\n    templates_to_css  CC=6  out:13\n  redeploy.dsl.parser  [3 funcs]\n    __repr__  CC=2  out:4\n    parse  CC=6  out:23\n    _strip_comments  CC=1  out:3\n  redeploy.dsl_python.decorators  [3 funcs]\n    begin  CC=1  out:3\n    end  CC=3  out:1\n    migration  CC=1  out:8\n  redeploy.dsl_python.docker_steps  [1 funcs]\n    wait_healthy  CC=7  out:14\n  redeploy.dsl_python.runner  [3 funcs]\n    list_migrations  CC=5  out:13\n    run_file  CC=15  out:30\n    main  CC=5  out:13\n  redeploy.dsl_python.steps  [4 funcs]\n    ssh  CC=4  out:4\n    ssh_available  CC=5  out:9\n    version_check  CC=7  out:10\n    wait  CC=2  out:2\n  redeploy.fleet  [4 funcs]\n    __init__  CC=1  out:1\n    from_registry  CC=6  out:5\n    get  CC=3  out:1\n    merge  CC=3  out:3\n  redeploy.hardware.config_txt  [2 funcs]\n    ensure_line  CC=14  out:20\n    ensure_lines  CC=4  out:4\n  redeploy.hardware.fixes  [6 funcs]\n    _detect_port  CC=6  out:0\n    _step  CC=1  out:1\n    fix_dsi_not_enabled  CC=6  out:20\n    fix_enable_i2c  CC=1  out:1\n    fix_enable_spi  CC=1  out:1\n    generate_fix_plan  CC=7  out:3\n  redeploy.hardware.kiosk.autostart  [1 funcs]\n    ensure_autostart_entry  CC=6  out:6\n  redeploy.hardware.kiosk.browsers  [1 funcs]\n    build_launch_cmd  CC=5  out:3\n  redeploy.hardware.panels  [1 funcs]\n    infer_from_hardware  CC=1  out:0\n  redeploy.hardware.raspi_config  [1 funcs]\n    build_raspi_config_command  CC=3  out:2\n  redeploy.heal  [12 funcs]\n    observe  CC=5  out:4\n    _ask_and_apply_fix  CC=7  out:15\n    _collect_diag_with_hint  CC=2  out:2\n    _record_repair  CC=1  out:2\n    _reload_migration  CC=1  out:4\n    run  CC=8  out:19\n    _ssh  CC=3  out:2\n    apply_fix_to_spec  CC=6  out:15\n    ask_llm  CC=8  out:8\n    collect_diagnostics  CC=2  out:4\n  redeploy.heal.hint_provider  [2 funcs]\n    _ssh  CC=3  out:2\n    collect_diagnostics  CC=2  out:4\n  redeploy.heal.loop_detector  [1 funcs]\n    observe  CC=5  out:4\n  redeploy.heal.runner  [3 funcs]\n    _heal_step  CC=13  out:35\n    _reload_migration  CC=1  out:4\n    run  CC=7  out:15\n  redeploy.iac.config_hints  [1 funcs]\n    _parse_k8s_yaml  CC=26  out:38\n  redeploy.iac.docker_compose  [3 funcs]\n    _load_merged  CC=6  out:9\n    _parse_service  CC=37  out:61\n    _env_dict  CC=7  out:6\n  redeploy.iac.parsers.compose  [2 funcs]\n    _parse_depends_on  CC=5  out:6\n    _parse_service  CC=21  out:33\n  redeploy.integrations.op3_bridge  [3 funcs]\n    snapshot_to_device_map  CC=7  out:10\n    snapshot_to_hardware_info  CC=10  out:49\n    snapshot_to_infra_state  CC=3  out:2\n  redeploy.markpact.compiler  [6 funcs]\n    _deep_merge  CC=5  out:4\n    _extract_steps  CC=9  out:20\n    _load_block_payload  CC=8  out:7\n    _normalize_config_payload  CC=11  out:18\n    compile_markpact_document  CC=2  out:4\n    compile_markpact_document_to_data  CC=6  out:8\n  redeploy.markpact.parser  [9 funcs]\n    _check_heading  CC=5  out:5\n    _handle_fence_line  CC=7  out:7\n    _normalize_section_id  CC=1  out:3\n    _parse_markpact_fence_info  CC=14  out:10\n    extract_script_by_ref  CC=12  out:11\n    extract_script_from_markdown  CC=10  out:10\n    parse_markpact_file  CC=1  out:3\n    parse_markpact_file_with_refs  CC=6  out:6\n    parse_markpact_text  CC=7  out:8\n  redeploy.mcp_server  [12 funcs]\n    _redeploy_bin  CC=5  out:4\n    _run  CC=4  out:4\n    bump_version  CC=3  out:4\n    diagnose  CC=1  out:2\n    fix_spec  CC=4  out:5\n    get_workspace  CC=1  out:3\n    list_specs  CC=1  out:6\n    nlp_command  CC=2  out:2\n    plan_spec  CC=1  out:2\n    run_spec  CC=5  out:5\n  redeploy.models  [5 funcs]\n    from_file  CC=2  out:5\n    to_target_config  CC=2  out:2\n    find_and_load  CC=6  out:9\n    find_css  CC=4  out:4\n    _migrate_legacy_post_deploy  CC=5  out:20\n  redeploy.observe  [1 funcs]\n    record  CC=11  out:20\n  redeploy.parse  [7 funcs]\n    _apply_git_line  CC=3  out:3\n    _apply_health_line  CC=2  out:1\n    _apply_network_line  CC=3  out:2\n    _apply_system_line  CC=8  out:10\n    _parse_section_line  CC=7  out:6\n    parse_container_line  CC=3  out:3\n    parse_diagnostics  CC=5  out:4\n  redeploy.patterns  [6 funcs]\n    expand  CC=2  out:14\n    expand  CC=5  out:13\n    expand  CC=1  out:8\n    _step  CC=1  out:1\n    get_pattern  CC=1  out:1\n    list_patterns  CC=1  out:2\n  redeploy.plan.planner  [1 funcs]\n    _plan_pattern  CC=10  out:17\n  redeploy.plugins  [5 funcs]\n    _ensure_builtins  CC=2  out:1\n    names  CC=1  out:2\n    _load_builtin_plugins  CC=6  out:7\n    load_user_plugins  CC=3  out:4\n    register_plugin  CC=1  out:1\n  redeploy.plugins.builtin.browser_reload  [1 funcs]\n    browser_reload  CC=16  out:26\n  redeploy.plugins.builtin.hardware_diagnostic  [11 funcs]\n    _analyze_hardware  CC=14  out:32\n    _check_gpio  CC=2  out:2\n    _detect_platform  CC=10  out:6\n    _get_audio_devices  CC=3  out:5\n    _get_cpu_info  CC=5  out:10\n    _get_memory_mb  CC=3  out:5\n    _get_network_interfaces  CC=5  out:6\n    _get_storage_gb  CC=6  out:11\n    _get_usb_devices  CC=4  out:5\n    _run_command  CC=2  out:3\n  redeploy.plugins.builtin.notify  [6 funcs]\n    _fmt  CC=1  out:3\n    _http_post  CC=5  out:10\n    _notify_slack  CC=3  out:7\n    _notify_webhook  CC=6  out:16\n    _resolve_env  CC=1  out:1\n    notify  CC=4  out:5\n  redeploy.plugins.builtin.process_control  [2 funcs]\n    _find_pid_on_port  CC=11  out:14\n    process_control  CC=9  out:19\n  redeploy.plugins.builtin.systemd_reload  [1 funcs]\n    systemd_reload  CC=12  out:23\n  redeploy.schema  [5 funcs]\n    _discover_specs  CC=14  out:26\n    _git_branch  CC=3  out:2\n    _iac_info  CC=2  out:0\n    _read_version  CC=3  out:4\n    build_schema  CC=2  out:7\n  redeploy.spec_loader  [1 funcs]\n    load_migration_spec  CC=4  out:8\n  redeploy.steps  [2 funcs]\n    all  CC=2  out:2\n    list  CC=1  out:2\n  redeploy.version  [1 funcs]\n    read_remote_version  CC=4  out:3\n  redeploy.version.bump  [6 funcs]\n    _calculate_bump  CC=8  out:10\n    bump_all_packages  CC=3  out:5\n    bump_package  CC=9  out:13\n    bump_version  CC=6  out:9\n    bump_version_with_git  CC=13  out:14\n    verify_sources  CC=4  out:7\n  redeploy.version.changelog  [2 funcs]\n    _categorize_commits  CC=3  out:3\n    get_commits_since_tag  CC=5  out:3\n  redeploy.version.commits  [3 funcs]\n    analyze_commits  CC=18  out:25\n    format_analysis_report  CC=2  out:3\n    parse_conventional  CC=4  out:6\n  redeploy.version.diff  [2 funcs]\n    diff_manifest_vs_live  CC=2  out:2\n    diff_manifest_vs_spec  CC=4  out:7\n  redeploy.version.manifest  [1 funcs]\n    list_packages  CC=2  out:2\n  redeploy.version.sources  [1 funcs]\n    get_adapter  CC=2  out:1\n  redeploy.version.transaction  [1 funcs]\n    _stage_one  CC=6  out:7\n\nEDGES:\n  redeploy.schema.build_schema → redeploy.schema._read_version\n  redeploy.schema.build_schema → redeploy.schema._git_branch\n  redeploy.schema.build_schema → redeploy.schema._discover_specs\n  redeploy.schema.build_schema → redeploy.schema._iac_info\n  redeploy.observe.DeployAuditLog.record → redeploy.steps.StepLibrary.list\n  redeploy.heal.collect_diagnostics → redeploy.heal._ssh\n  redeploy.heal.HealLoopDetector.observe → redeploy.steps.StepLibrary.all\n  redeploy.heal.HealRunner._reload_migration → docs.markpact-implementation-plan.load_migration_spec\n  redeploy.heal.HealRunner._collect_diag_with_hint → redeploy.heal.collect_diagnostics\n  redeploy.heal.HealRunner._ask_and_apply_fix → redeploy.heal.ask_llm\n  redeploy.heal.HealRunner._ask_and_apply_fix → redeploy.heal.apply_fix_to_spec\n  redeploy.heal.HealRunner._record_repair → redeploy.heal.write_repair_log\n  redeploy.heal.HealRunner.run → redeploy.heal.write_repair_log\n  redeploy.heal.HealRunner.run → redeploy.heal.parse_failed_step\n  redeploy.parse.parse_diagnostics → redeploy.parse._parse_section_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_system_line\n  redeploy.parse._parse_section_line → redeploy.parse.parse_container_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_git_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_health_line\n  redeploy.parse._parse_section_line → redeploy.parse._apply_network_line\n  redeploy.fleet.Fleet.__init__ → redeploy.steps.StepLibrary.list\n  redeploy.fleet.Fleet.from_registry → redeploy.steps.StepLibrary.list\n  redeploy.fleet.Fleet.merge → redeploy.steps.StepLibrary.list\n  redeploy.models._migrate_legacy_post_deploy → redeploy.steps.StepLibrary.list\n  redeploy.models.MigrationSpec.from_file → redeploy.models._migrate_legacy_post_deploy\n  redeploy.models.MigrationSpec.to_target_config → redeploy.steps.StepLibrary.list\n  redeploy.models.ProjectManifest.find_and_load → redeploy.steps.StepLibrary.list\n  redeploy.models.ProjectManifest.find_and_load → redeploy.dsl.loader.load_css\n  redeploy.models.ProjectManifest.find_css → redeploy.steps.StepLibrary.list\n  redeploy.spec_loader.load_migration_spec → redeploy.markpact.compiler.compile_markpact_document\n  redeploy.spec_loader.load_migration_spec → redeploy.markpact.parser.parse_markpact_file\n  redeploy.patterns.BlueGreenPattern.expand → redeploy.patterns._step\n  redeploy.patterns.CanaryPattern.expand → redeploy.patterns._step\n  redeploy.patterns.RollbackOnFailurePattern.expand → redeploy.patterns._step\n  redeploy.patterns.list_patterns → redeploy.steps.StepLibrary.list\n  redeploy.discovery._scan_arp_cache → redeploy.discovery._run\n  redeploy.discovery._scan_mdns → redeploy.discovery._run\n  redeploy.discovery._scan_mdns → redeploy.discovery._is_ip\n  redeploy.discovery._ping_sweep → redeploy.steps.StepLibrary.list\n  redeploy.discovery._probe_ssh → redeploy.steps.StepLibrary.list\n  redeploy.discovery._detect_local_subnet → redeploy.discovery._run\n  redeploy.discovery._merge → redeploy.steps.StepLibrary.list\n  redeploy.discovery.discover → redeploy.discovery._merge\n  redeploy.discovery.discover → redeploy.discovery._scan_known_hosts\n  redeploy.discovery.discover → redeploy.discovery._scan_arp_cache\n  redeploy.discovery.discover → redeploy.discovery._probe_ssh\n  redeploy.discovery._try_ssh_credentials → redeploy.discovery._tcp_reachable\n  redeploy.discovery._detect_strategy_remote → redeploy.discovery._build_probe_command\n  redeploy.discovery._detect_strategy_remote → redeploy.discovery._build_ssh_command\n  redeploy.discovery._detect_strategy_remote → redeploy.discovery._run_ssh_probe\n```",
      "level": 2
    },
    {
      "name": "# code analysis (`project/analysis.toon.yaml`)",
      "type": "unknown",
      "content": "```toon markpact:analysis path=project/analysis.toon.yaml\n# code2llm | 324f 57926L | python:158,yaml:106,md:52,shell:2,toml:1,yml:1,txt:1,json:1 | 2026-04-21\n# CC̄=1.7 | critical:40/2633 | dups:0 | cycles:0\n\nHEALTH[20]:\n  🔴 GOD   redeploy/models.py = 1096L, 34 classes, 30m, max CC=19\n  🔴 GOD   redeploy/audit.py = 609L, 6 classes, 32m, max CC=14\n  🔴 GOD   SUMR.md = 2865L, 51 classes, 140m, max CC=0.0\n  🔴 GOD   SUMD.md = 2849L, 51 classes, 839m, max CC=0.0\n  🟡 CC    verify_expectations CC=25 (limit:15)\n  🟡 CC    apply_to_spec CC=19 (limit:15)\n  🟡 CC    update_registry CC=17 (limit:15)\n  🟡 CC    _parse_probe_output CC=16 (limit:15)\n  🟡 CC    _collect_hosts CC=18 (limit:15)\n  🟡 CC    devices CC=22 (limit:15)\n  🟡 CC    render_rich CC=22 (limit:15)\n  🟡 CC    _find_spec CC=15 (limit:15)\n  🟡 CC    fix_cmd CC=17 (limit:15)\n  🟡 CC    _print_blueprint CC=20 (limit:15)\n  🟡 CC    probe CC=26 (limit:15)\n  🟡 CC    import_cmd CC=21 (limit:15)\n  🟡 CC    _print_import_spec CC=15 (limit:15)\n  🟡 CC    _spec_to_migration_yaml CC=22 (limit:15)\n  🟡 CC    device_map_cmd CC=20 (limit:15)\n  🟡 CC    prompt_cmd CC=15 (limit:15)\n\nREFACTOR[5]:\n  1. split redeploy/models.py  (god module)\n  2. split redeploy/audit.py  (god module)\n  3. split SUMR.md  (god module)\n  4. split SUMD.md  (god module)\n  5. split 16 high-CC methods  (CC>15)\n\nPIPELINES[467]:\n  [1] Src [to_dict]: to_dict\n      PURITY: 100% pure\n  [2] Src [record]: record → list\n      PURITY: 100% pure\n  [3] Src [_append]: _append\n      PURITY: 100% pure\n  [4] Src [load]: load\n      PURITY: 100% pure\n  [5] Src [tail]: tail\n      PURITY: 100% pure\n\nLAYERS:\n  examples/                       CC̄=6.2    ←in:0  →out:0\n  │ migration.md               312L  0C    3m  CC=0.0    ←0\n  │ migration.md               255L  0C    2m  CC=0.0    ←0\n  │ rpi5-waveshare-kiosk.md    196L  0C    0m  CC=0.0    ←0\n  │ migration.md               145L  0C    2m  CC=0.0    ←0\n  │ migration.md               138L  0C    0m  CC=0.0    ←0\n  │ !! gitops_ci                  137L  2C    5m  CC=16     ←0\n  │ argocd_flux                129L  2C    4m  CC=13     ←0\n  │ fleet.yaml                 128L  0C    0m  CC=0.0    ←0\n  │ !! helm_kustomize             113L  2C    5m  CC=17     ←0\n  │ helm_ansible                94L  2C    4m  CC=11     ←0\n  │ migration-rpi5.yaml         85L  0C    0m  CC=0.0    ←0\n  │ README.md                   81L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              72L  0C    0m  CC=0.0    ←0\n  │ README.md                   67L  0C    0m  CC=0.0    ←0\n  │ waveshare-8-inch-dsi.md     64L  0C    0m  CC=0.0    ←0\n  │ README.md                   63L  0C    0m  CC=0.0    ←0\n  │ fleet.yaml                  62L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              62L  0C    0m  CC=0.0    ←0\n  │ README.md                   62L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              61L  0C    0m  CC=0.0    ←0\n  │ official-dsi-7-inch.md      58L  0C    0m  CC=0.0    ←0\n  │ README.md                   55L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              52L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              52L  0C    0m  CC=0.0    ←0\n  │ migration.md                51L  0C    0m  CC=0.0    ←0\n  │ README.md                   49L  0C    0m  CC=0.0    ←0\n  │ README.md                   48L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              46L  0C    0m  CC=0.0    ←0\n  │ enable-i2c-spi.md           45L  0C    0m  CC=0.0    ←0\n  │ README.md                   45L  0C    0m  CC=0.0    ←0\n  │ migration.md                45L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              44L  0C    0m  CC=0.0    ←0\n  │ README.md                   44L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              43L  0C    0m  CC=0.0    ←0\n  │ README.md                   41L  0C    0m  CC=0.0    ←0\n  │ README.md                   41L  0C    0m  CC=0.0    ←0\n  │ README.md                   40L  0C    0m  CC=0.0    ←0\n  │ README.md                   40L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              40L  0C    0m  CC=0.0    ←0\n  │ migration.md                39L  0C    0m  CC=0.0    ←0\n  │ 14-blue-green.yaml          38L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              37L  0C    0m  CC=0.0    ←0\n  │ 15-canary.yaml              36L  0C    0m  CC=0.0    ←0\n  │ README.md                   36L  0C    0m  CC=0.0    ←0\n  │ 16-auto-rollback.yaml       35L  0C    0m  CC=0.0    ←0\n  │ migration.yaml              35L  0C    0m  CC=0.0    ←0\n  │ README.md                   35L  0C    0m  CC=0.0    ←0\n  │ prod.yaml                   34L  0C    0m  CC=0.0    ←0\n  │ 13-kiosk-appliance.yaml     33L  0C    0m  CC=0.0    ←0\n  │ staging.yaml                33L  0C    0m  CC=0.0    ←0\n  │ README.md                   29L  0C    0m  CC=0.0    ←0\n  │ README.md                   29L  0C    0m  CC=0.0    ←0\n  │ README.md                   29L  0C    0m  CC=0.0    ←0\n  │ dev.yaml                    28L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml               11L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                6L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                6L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                6L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                5L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                5L  0C    0m  CC=0.0    ←0\n  │ tls.yml                      4L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                4L  0C    0m  CC=0.0    ←0\n  │ redeploy.yaml                3L  0C    0m  CC=0.0    ←0\n  │\n  redeploy/                       CC̄=5.0    ←in:97  →out:6\n  │ !! models                    1096L  34C   30m  CC=19     ←18\n  │ !! discovery                  789L  2C   26m  CC=17     ←5\n  │ !! planner                    621L  1C   21m  CC=10     ←5\n  │ !! handlers                   616L  0C   20m  CC=16     ←2\n  │ !! audit                      609L  6C   32m  CC=14     ←1\n  │ !! commands                   594L  0C    8m  CC=26     ←0\n  │ !! plan_apply                 505L  0C   11m  CC=13     ←0\n  │ heal                       482L  2C   20m  CC=8      ←1\n  │ hardware                   464L  0C   11m  CC=13     ←0\n  │ !! docker_compose             443L  1C   11m  CC=37     ←0\n  │ templates                  419L  6C   13m  CC=9      ←0\n  │ !! workflow                   418L  3C   12m  CC=18     ←0\n  │ patterns                   407L  4C   11m  CC=5      ←1\n  │ !! loader                     403L  3C   12m  CC=25     ←5\n  │ !! fleet                      396L  6C   23m  CC=25     ←1\n  │ display                    389L  0C   25m  CC=9      ←6\n  │ !! import_                    357L  0C    8m  CC=22     ←0\n  │ executor                   354L  1C   17m  CC=14     ←1\n  │ !! helpers                    349L  0C   10m  CC=25     ←2\n  │ !! bump_fix                   348L  0C   12m  CC=17     ←0\n  │ !! blueprint                  333L  0C    8m  CC=20     ←0\n  │ mcp_server                 314L  0C   14m  CC=5      ←2\n  │ observe                    313L  3C   14m  CC=12     ←0\n  │ schema                     309L  0C    6m  CC=14     ←2\n  │ ssh                        301L  4C   17m  CC=7      ←0\n  │ !! device_map                 299L  0C    5m  CC=20     ←0\n  │ steps                      294L  0C    7m  CC=7      ←0\n  │ !! config_hints               289L  1C   15m  CC=26     ←0\n  │ !! compose                    287L  1C   13m  CC=21     ←0\n  │ bump                       284L  0C    6m  CC=13     ←3\n  │ hardware_diagnostic        282L  1C   11m  CC=14     ←0\n  │ parser                     280L  1C    9m  CC=14     ←3\n  │ probes                     277L  0C    9m  CC=13     ←1\n  │ builtins                   275L  0C    1m  CC=1      ←0\n  │ base                       275L  7C   13m  CC=7      ←1\n  │ !! prompt_cmd                 264L  0C    4m  CC=15     ←0\n  │ scanner                    262L  0C   18m  CC=13     ←1\n  │ parser                     261L  2C    8m  CC=8      ←0\n  │ exec_                      251L  0C    6m  CC=10     ←0\n  │ op3_bridge                 250L  0C    5m  CC=10     ←3\n  │ !! devices                    226L  0C    4m  CC=22     ←0\n  │ runner                     224L  1C    5m  CC=13     ←0\n  │ !! state_apply                222L  4C    9m  CC=18     ←2\n  │ !! commits                    218L  2C    3m  CC=18     ←2\n  │ templates.yaml             215L  0C    0m  CC=0.0    ←0\n  │ docker_steps               211L  2C    6m  CC=7      ←0\n  │ !! runner                     205L  1C    5m  CC=15     ←0\n  │ changelog                  204L  1C   15m  CC=7      ←1\n  │ hint_provider              203L  0C    5m  CC=8      ←0\n  │ fixes                      203L  0C    6m  CC=7      ←1\n  │ parse                      190L  0C   10m  CC=12     ←0\n  │ !! docker_compose             190L  0C    2m  CC=20     ←1\n  │ compiler                   182L  1C    6m  CC=11     ←2\n  │ __init__                   180L  2C   10m  CC=7      ←8\n  │ core                       179L  0C    7m  CC=10     ←6\n  │ !! migration                  179L  0C    1m  CC=19     ←1\n  │ !! device_map_renderers       170L  0C    7m  CC=22     ←1\n  │ manifest                   169L  8C   10m  CC=6      ←2\n  │ notify                     168L  0C    7m  CC=6      ←0\n  │ process_control_template.yaml   164L  0C    0m  CC=0.0    ←0\n  │ transaction                162L  2C    6m  CC=12     ←0\n  │ state                      161L  1C   13m  CC=5      ←2\n  │ release                    153L  0C    6m  CC=7      ←2\n  │ __init__                   153L  0C    0m  CC=0.0    ←0\n  │ __init__                   148L  0C    4m  CC=8      ←1\n  │ !! compose                    146L  0C    6m  CC=21     ←1\n  │ !! probe                      144L  0C    1m  CC=26     ←0\n  │ git_integration            142L  2C   13m  CC=4      ←0\n  │ !! extractor                  140L  0C    1m  CC=22     ←1\n  │ monorepo                   139L  0C    5m  CC=11     ←1\n  │ detect                     137L  0C    1m  CC=11     ←0\n  │ decorators                 137L  4C    8m  CC=3      ←0\n  │ export                     126L  0C    6m  CC=9      ←0\n  │ !! audit                      126L  0C    1m  CC=18     ←0\n  │ process_control            123L  0C    3m  CC=11     ←0\n  │ __init__                   122L  0C    3m  CC=5      ←0\n  │ !! browser_reload             120L  0C    3m  CC=16     ←0\n  │ state                      118L  0C    4m  CC=7      ←0\n  │ diff                       118L  1C    3m  CC=8      ←1\n  │ init                       111L  0C    1m  CC=10     ←0\n  │ !! push                       110L  0C    1m  CC=15     ←0\n  │ progress                   107L  1C   11m  CC=2      ←0\n  │ registry                   107L  0C    4m  CC=14     ←1\n  │ git_transaction            105L  2C    5m  CC=9      ←0\n  │ detector                   104L  1C    4m  CC=9      ←2\n  │ patterns                   104L  0C    1m  CC=8      ←0\n  │ toml_                      104L  1C    3m  CC=10     ←0\n  │ systemd_reload              98L  0C    2m  CC=12     ←0\n  │ target                      97L  0C    1m  CC=10     ←1\n  │ yaml_                       94L  1C    3m  CC=10     ←0\n  │ verify                      92L  1C    7m  CC=8      ←0\n  │ json_                       90L  1C    3m  CC=9      ←0\n  │ config_txt                  88L  1C    2m  CC=14     ←1\n  │ workflow                    87L  0C    3m  CC=10     ←0\n  │ decider                     85L  2C    2m  CC=7      ←1\n  │ autostart                   84L  1C    3m  CC=6      ←1\n  │ hardware                    83L  0C    2m  CC=4      ←0\n  │ compositors                 80L  1C    1m  CC=2      ←0\n  │ plugin                      79L  0C    1m  CC=13     ←0\n  │ browsers                    78L  1C    1m  CC=5      ←0\n  │ __init__                    77L  0C    0m  CC=0.0    ←0\n  │ __init__                    76L  1C    4m  CC=4      ←37\n  │ inspect                     73L  0C    2m  CC=4      ←0\n  │ applier                     72L  0C    3m  CC=4      ←3\n  │ output_profiles             68L  1C    2m  CC=5      ←0\n  │ regex                       65L  1C    2m  CC=5      ←0\n  │ __init__                    65L  1C    5m  CC=2      ←3\n  │ loop_detector               61L  2C    4m  CC=5      ←0\n  │ __init__                    59L  0C    0m  CC=0.0    ←0\n  │ hardware_rules              56L  0C    3m  CC=3      ←0\n  │ status                      55L  0C    1m  CC=12     ←0\n  │ mcp_cmd                     54L  0C    1m  CC=1      ←0\n  │ __init__                    52L  0C    0m  CC=0.0    ←0\n  │ log_writer                  51L  0C    1m  CC=6      ←0\n  │ panels                      51L  1C    5m  CC=2      ←2\n  │ base                        49L  1C    5m  CC=3      ←0\n  │ kiosk                       49L  0C    0m  CC=0.0    ←0\n  │ waveshare                   48L  0C    0m  CC=0.0    ←0\n  │ spec_loader                 47L  2C    1m  CC=4      ←0\n  │ diagnose                    47L  0C    1m  CC=5      ←0\n  │ data_sync                   45L  0C    2m  CC=7      ←0\n  │ hardware                    45L  0C    1m  CC=13     ←1\n  │ exceptions                  44L  6C    4m  CC=1      ←0\n  │ rollback                    44L  0C    1m  CC=8      ←1\n  │ __init__                    44L  0C    0m  CC=0.0    ←0\n  │ infra                       43L  0C    2m  CC=8      ←1\n  │ query                       42L  0C    1m  CC=5      ←3\n  │ hyperpixel                  41L  0C    0m  CC=0.0    ←0\n  │ context                     39L  1C    3m  CC=1      ←0\n  │ __init__                    37L  0C    0m  CC=0.0    ←0\n  │ migration                   34L  0C    1m  CC=9      ←1\n  │ diff                        33L  0C    1m  CC=1      ←0\n  │ raspi_config                32L  0C    1m  CC=3      ←1\n  │ __init__                    30L  0C    0m  CC=0.0    ←0\n  │ models                   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SUMR.md                   2865L  51C  140m  CC=0.0    ←0\n  │ !! SUMD.md                   2849L  51C  839m  CC=0.0    ←1\n  │ !! CHANGELOG.md              1133L  0C    1m  CC=0.0    ←0\n  │ !! README.md                 1046L  0C    1m  CC=0.0    ←0\n  │ !! goal.yaml                  512L  0C    0m  CC=0.0    ←0\n  │ REFACTORING.md             399L  6C    9m  CC=0.0    ←0\n  │ TODO.md                    198L  1C   11m  CC=0.0    ←0\n  │ DOQL-INTEGRATION.md        197L  0C    3m  CC=0.0    ←8\n  │ sumd.json                  156L  0C    0m  CC=0.0    ←0\n  │ pyproject.toml              73L  0C    0m  CC=0.0    ←0\n  │ REPAIR_LOG.md               37L  0C    0m  CC=0.0    ←0\n  │ project.sh                  35L  0C    0m  CC=0.0    ←0\n  │ pyqual.yaml                 32L  0C    0m  CC=0.0    ←0\n  │ tree.sh                      1L  0C    0m  CC=0.0    ←0\n  │ Makefile                     0L  0C    0m  CC=0.0    ←0\n  │\n  docs/                           CC̄=0.0    ←in:4  →out:0\n  │ !! README.md                 2543L  0C    1m  CC=0.0    ←0\n  │ dsl-migration.md           478L  0C   13m  CC=0.0    ←0\n  │ fleet.md                   366L  0C    1m  CC=0.0    ←0\n  │ patterns.md                304L  1C    4m  CC=0.0    ←0\n  │ observe.md                 302L  0C    0m  CC=0.0    ←0\n  │ markpact-implementation-plan.md   284L  0C    1m  CC=0.0    ←4\n  │ README.md                  202L  1C    2m  CC=0.0    ←0\n  │ markpact-audit.md           81L  0C    0m  CC=0.0    ←0\n  │ op3-migration.md            44L  0C    0m  CC=0.0    ←0\n  │\n  project/                        CC̄=0.0    ←in:0  →out:0\n  │ !! calls.yaml                6319L  0C    0m  CC=0.0    ←0\n  │ !! map.toon.yaml             1774L  0C  733m  CC=0.0    ←0\n  │ !! context.md                 728L  0C    0m  CC=0.0    ←0\n  │ !! validation.toon.yaml       683L  0C    0m  CC=0.0    ←0\n  │ !! calls.toon.yaml            533L  0C    0m  CC=0.0    ←0\n  │ analysis.toon.yaml         427L  0C    0m  CC=0.0    ←0\n  │ README.md                  339L  0C    0m  CC=0.0    ←0\n  │ README.md                  329L  0C    0m  CC=0.0    ←0\n  │ duplication.toon.yaml      125L  0C    0m  CC=0.0    ←0\n  │ evolution.toon.yaml         82L  0C    0m  CC=0.0    ←0\n  │ project.toon.yaml           62L  0C    0m  CC=0.0    ←0\n  │ context.md                  51L  0C    0m  CC=0.0    ←0\n  │ prompt.txt                  47L  0C    0m  CC=0.0    ←0\n  │ analysis.toon.yaml          16L  0C    0m  CC=0.0    ←0\n  │\n  code2llm_output/                CC̄=0.0    ←in:0  →out:0\n  │ !! context.md                 722L  0C    0m  CC=0.0    ←0\n  │ README.md                  329L  0C    0m  CC=0.0    ←0\n  │ analysis.toon.yaml         161L  0C    0m  CC=0.0    ←0\n  │\n  .redeploy/                      CC̄=0.0    ←in:0  →out:0\n  │ version.yaml                30L  0C    0m  CC=0.0    ←0\n  │ migration-local-92efc860.yaml    12L  0C    0m  CC=0.0    ←0\n  │ migration-local-e4114daa.yaml    11L  0C    0m  CC=0.0    ←0\n  │ 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test-local-ad30ec23.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-a929f336.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-4cea1066.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-cba6eec3.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-5a1d7483.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-e069dd9f.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-36935faf.yaml    10L  0C    0m  CC=0.0    ←0\n  │ test-local-1d287d51.yaml    10L  0C    0m  CC=0.0    ←0\n  │ infra-local-9dd2f59b.yaml     0L  0C    0m  CC=0.0    ←0\n  │\n  scripts/                        CC̄=0.0    ←in:0  →out:0\n  │ quality_gate                48L  0C    0m  CC=0.0    ←0\n  │\n  reports/                        CC̄=0.0    ←in:0  →out:0\n  │ hardware-108.yaml          224L  0C    0m  CC=0.0    ←0\n  │ hardware-109.yaml          200L  0C    0m  CC=0.0    ←0\n  │\n  ── zero ──\n     .redeploy/state/infra-local-9dd2f59b.yaml  0L\n     Makefile                                  0L\n     redeploy/blueprint/generators/__init__.py  0L\n\nCOUPLING:\n                              redeploy.cli             redeploy  redeploy.dsl_python     DOQL-INTEGRATION     redeploy.version       redeploy.apply        redeploy.heal    redeploy.markpact         redeploy.iac        redeploy.plan      redeploy.detect         redeploy.dsl   redeploy.blueprint    redeploy.hardware     redeploy.plugins\n         redeploy.cli                   ──                   52                   ←1                    4                   21                   10                                         3                    2                    5                    2                    7                    3                    2                       !! fan-out\n             redeploy                  ←52                   ──                   ←3                                        ←1                   ←2                   ←9                    2                   ←7                    1                   ←6                    1                   ←2                   ←1                   ←5  hub\n  redeploy.dsl_python                    1                    3                   ──                   21                    1                                                                                                                                                                                                                    !! fan-out\n     DOQL-INTEGRATION                   ←4                                       ←21                   ──                                                                                                                                                                                                                                         hub\n     redeploy.version                  ←21                    1                   ←1                                        ──                                                                                                                                                                                                                    hub\n       redeploy.apply                  ←10                    2                                                                                  ──                                         2                                                                                                                             3                       hub\n        redeploy.heal                                         9                                                                                                       ──                                                              1                                                                                                           !! fan-out\n    redeploy.markpact                   ←3                    3                                                                                  ←2                                        ──                   ←1                                                                                                                                hub\n         redeploy.iac                   ←2                    7                                                                                                                             1                   ──                                                                                                                                !! fan-out\n        redeploy.plan                   ←5                    3                                                                                                       ←1                                                             ──                                                                                                           hub\n      redeploy.detect                   ←2                    6                                                                                                                                                                                           ──                                                                                    \n         redeploy.dsl                   ←7                    1                                                                                                                                                                                                                ──                                                                 hub\n   redeploy.blueprint                   ←3                    2                                                                                                                                                                                                                                     ──                                          \n    redeploy.hardware                   ←2                    1                                                                                  ←3                                                                                                                                                                      ──                       hub\n     redeploy.plugins                                         5                                                                                                                                                                                                                                                                               ──\n  CYCLES: none\n  HUB: redeploy.markpact/ (fan-in=8)\n  HUB: redeploy/ (fan-in=97)\n  HUB: DOQL-INTEGRATION/ (fan-in=25)\n  HUB: redeploy.dsl/ (fan-in=8)\n  HUB: redeploy.version/ (fan-in=22)\n  HUB: redeploy.plan/ (fan-in=7)\n  HUB: redeploy.hardware/ (fan-in=5)\n  HUB: redeploy.apply/ (fan-in=11)\n  SMELL: redeploy.cli/ fan-out=116 → split needed\n  SMELL: redeploy.dsl_python/ fan-out=26 → split needed\n  SMELL: redeploy.iac/ fan-out=8 → split needed\n  SMELL: redeploy.apply/ fan-out=9 → split needed\n  SMELL: redeploy.heal/ fan-out=11 → split needed\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 | 11 groups | 157f 26383L | 2026-04-21\n\nSUMMARY:\n  files_scanned: 157\n  total_lines:   26383\n  dup_groups:    11\n  dup_fragments: 22\n  saved_lines:   190\n  scan_ms:       5440\n\nHOTSPOTS[7] (files with most duplication):\n  redeploy/heal.py  dup=112L  groups=5  frags=5  (0.4%)\n  redeploy/heal/hint_provider.py  dup=109L  groups=4  frags=4  (0.4%)\n  redeploy/cli/commands/version/helpers.py  dup=38L  groups=2  frags=2  (0.1%)\n  redeploy/cli/commands/version/release.py  dup=38L  groups=2  frags=2  (0.1%)\n  redeploy/hardware/fixes.py  dup=26L  groups=1  frags=2  (0.1%)\n  examples/redeploy_iac_parsers/argocd_flux.py  dup=20L  groups=1  frags=2  (0.1%)\n  redeploy/apply/handlers.py  dup=16L  groups=1  frags=2  (0.1%)\n\nDUPLICATES[11] (ranked by impact):\n  [67d15ccee9577f3c] ! EXAC  ask_llm  L=71 N=2 saved=71 sim=1.00\n      redeploy/heal/hint_provider.py:86-156  (ask_llm)\n      redeploy/heal.py:97-167  (ask_llm)\n  [ba06f7b6ebdc9a24]   EXAC  apply_fix_to_spec  L=23 N=2 saved=23 sim=1.00\n      redeploy/heal/hint_provider.py:159-181  (apply_fix_to_spec)\n      redeploy/heal.py:170-192  (apply_fix_to_spec)\n  [bb546964bbb3b9b9]   EXAC  _resolve_package_release_git_config  L=22 N=2 saved=22 sim=1.00\n      redeploy/cli/commands/version/helpers.py:60-81  (_resolve_package_release_git_config)\n      redeploy/cli/commands/version/release.py:114-135  (_resolve_package_release_git_config)\n  [7764f64185066b87]   EXAC  _resolve_package_release_changelog_config  L=16 N=2 saved=16 sim=1.00\n      redeploy/cli/commands/version/helpers.py:84-99  (_resolve_package_release_changelog_config)\n      redeploy/cli/commands/version/release.py:138-153  (_resolve_package_release_changelog_config)\n  [834af96e195aeafb]   STRU  fix_enable_i2c  L=13 N=2 saved=13 sim=1.00\n      redeploy/hardware/fixes.py:137-149  (fix_enable_i2c)\n      redeploy/hardware/fixes.py:152-164  (fix_enable_spi)\n  [6378b1bc4c001c05]   STRU  can_parse  L=10 N=2 saved=10 sim=1.00\n      examples/redeploy_iac_parsers/argocd_flux.py:27-36  (can_parse)\n      examples/redeploy_iac_parsers/argocd_flux.py:81-90  (can_parse)\n  [af902116d9805742]   EXAC  _load_dotenv  L=9 N=2 saved=9 sim=1.00\n      redeploy/cli/commands/bump_fix.py:163-171  (_load_dotenv)\n      redeploy/cli/commands/plan_apply.py:480-489  (_load_dotenv)\n  [fc600e8d2f11c2ec]   EXAC  collect_diagnostics  L=8 N=2 saved=8 sim=1.00\n      redeploy/heal/hint_provider.py:76-83  (collect_diagnostics)\n      redeploy/heal.py:87-94  (collect_diagnostics)\n  [069a3d8b69b2d778]   STRU  run_docker_build  L=8 N=2 saved=8 sim=1.00\n      redeploy/apply/handlers.py:74-81  (run_docker_build)\n      redeploy/apply/handlers.py:84-91  (run_podman_build)\n  [2bcb64b1eb9fa406]   EXAC  _ssh  L=7 N=2 saved=7 sim=1.00\n      redeploy/heal/hint_provider.py:67-73  (_ssh)\n      redeploy/heal.py:78-84  (_ssh)\n  [cd12ee27f7030458]   EXAC  reset  L=3 N=2 saved=3 sim=1.00\n      redeploy/heal/loop_detector.py:55-57  (reset)\n      redeploy/heal.py:271-273  (reset)\n\nREFACTOR[11] (ranked by priority):\n  [1] ◐ extract_module     → redeploy/utils/ask_llm.py\n      WHY: 2 occurrences of 71-line block across 2 files — saves 71 lines\n      FILES: redeploy/heal.py, redeploy/heal/hint_provider.py\n  [2] ○ extract_function   → redeploy/utils/apply_fix_to_spec.py\n      WHY: 2 occurrences of 23-line block across 2 files — saves 23 lines\n      FILES: redeploy/heal.py, redeploy/heal/hint_provider.py\n  [3] ○ extract_function   → redeploy/cli/commands/version/utils/_resolve_package_release_git_config.py\n      WHY: 2 occurrences of 22-line block across 2 files — saves 22 lines\n      FILES: redeploy/cli/commands/version/helpers.py, redeploy/cli/commands/version/release.py\n  [4] ○ extract_function   → redeploy/cli/commands/version/utils/_resolve_package_release_changelog_config.py\n      WHY: 2 occurrences of 16-line block across 2 files — saves 16 lines\n      FILES: redeploy/cli/commands/version/helpers.py, redeploy/cli/commands/version/release.py\n  [5] ○ extract_function   → redeploy/hardware/utils/fix_enable_i2c.py\n      WHY: 2 occurrences of 13-line block across 1 files — saves 13 lines\n      FILES: redeploy/hardware/fixes.py\n  [6] ○ extract_function   → examples/redeploy_iac_parsers/utils/can_parse.py\n      WHY: 2 occurrences of 10-line block across 1 files — saves 10 lines\n      FILES: examples/redeploy_iac_parsers/argocd_flux.py\n  [7] ○ extract_function   → redeploy/cli/commands/utils/_load_dotenv.py\n      WHY: 2 occurrences of 9-line block across 2 files — saves 9 lines\n      FILES: redeploy/cli/commands/bump_fix.py, redeploy/cli/commands/plan_apply.py\n  [8] ○ extract_function   → redeploy/utils/collect_diagnostics.py\n      WHY: 2 occurrences of 8-line block across 2 files — saves 8 lines\n      FILES: redeploy/heal.py, redeploy/heal/hint_provider.py\n  [9] ○ extract_function   → redeploy/apply/utils/run_docker_build.py\n      WHY: 2 occurrences of 8-line block across 1 files — saves 8 lines\n      FILES: redeploy/apply/handlers.py\n  [10] ○ extract_function   → redeploy/utils/_ssh.py\n      WHY: 2 occurrences of 7-line block across 2 files — saves 7 lines\n      FILES: redeploy/heal.py, redeploy/heal/hint_provider.py\n  [11] ○ extract_class      → redeploy/utils/reset.py\n      WHY: 2 occurrences of 3-line block across 2 files — saves 3 lines\n      FILES: redeploy/heal.py, redeploy/heal/loop_detector.py\n\nQUICK_WINS[9] (low risk, high savings — do first):\n  [2] extract_function   saved=23L  → redeploy/utils/apply_fix_to_spec.py\n      FILES: heal.py, hint_provider.py\n  [3] extract_function   saved=22L  → redeploy/cli/commands/version/utils/_resolve_package_release_git_config.py\n      FILES: helpers.py, release.py\n  [4] extract_function   saved=16L  → redeploy/cli/commands/version/utils/_resolve_package_release_changelog_config.py\n      FILES: helpers.py, release.py\n  [5] extract_function   saved=13L  → redeploy/hardware/utils/fix_enable_i2c.py\n      FILES: fixes.py\n  [6] extract_function   saved=10L  → examples/redeploy_iac_parsers/utils/can_parse.py\n      FILES: argocd_flux.py\n  [7] extract_function   saved=9L  → redeploy/cli/commands/utils/_load_dotenv.py\n      FILES: bump_fix.py, plan_apply.py\n  [8] extract_function   saved=8L  → redeploy/utils/collect_diagnostics.py\n      FILES: heal.py, hint_provider.py\n  [9] extract_function   saved=8L  → redeploy/apply/utils/run_docker_build.py\n      FILES: handlers.py\n  [10] extract_function   saved=7L  → redeploy/utils/_ssh.py\n      FILES: heal.py, hint_provider.py\n\nEFFORT_ESTIMATE (total ≈ 7.5h):\n  hard   ask_llm                             saved=71L  ~213min\n  medium apply_fix_to_spec                   saved=23L  ~46min\n  medium _resolve_package_release_git_config saved=22L  ~44min\n  medium _resolve_package_release_changelog_config saved=16L  ~32min\n  easy   fix_enable_i2c                      saved=13L  ~26min\n  easy   can_parse                           saved=10L  ~20min\n  easy   _load_dotenv                        saved=9L  ~18min\n  easy   collect_diagnostics                 saved=8L  ~16min\n  easy   run_docker_build                    saved=8L  ~16min\n  easy   _ssh                                saved=7L  ~14min\n  ... +1 more (~6min)\n\nMETRICS-TARGET:\n  dup_groups:  11 → 0\n  saved_lines: 190 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 | 2608 func | 139f | 2026-04-21\n\nNEXT[10] (ranked by impact):\n  [1] !! SPLIT           redeploy/models.py\n      WHY: 1096L, 34 classes, max CC=19\n      EFFORT: ~4h  IMPACT: 20824\n\n  [2] !! SPLIT           redeploy/discovery.py\n      WHY: 789L, 2 classes, max CC=17\n      EFFORT: ~4h  IMPACT: 13413\n\n  [3] !! SPLIT           redeploy/plan/planner.py\n      WHY: 621L, 1 classes, max CC=10\n      EFFORT: ~4h  IMPACT: 6210\n\n  [4] !! SPLIT-FUNC      DockerComposeParser._parse_service  CC=37  fan=23\n      WHY: CC=37 exceeds 15\n      EFFORT: ~1h  IMPACT: 851\n\n  [5] !! SPLIT-FUNC      version_init  CC=26  fan=26\n      WHY: CC=26 exceeds 15\n      EFFORT: ~1h  IMPACT: 676\n\n  [6] !! SPLIT-FUNC      DockerComposeParser.parse  CC=25  fan=24\n      WHY: CC=25 exceeds 15\n      EFFORT: ~1h  IMPACT: 600\n\n  [7] !  SPLIT-FUNC      device_map_cmd  CC=20  fan=28\n      WHY: CC=20 exceeds 15\n      EFFORT: ~1h  IMPACT: 560\n\n  [8] !! SPLIT-FUNC      probe  CC=26  fan=21\n      WHY: CC=26 exceeds 15\n      EFFORT: ~1h  IMPACT: 546\n\n  [9] !  SPLIT-FUNC      import_cmd  CC=21  fan=26\n      WHY: CC=21 exceeds 15\n      EFFORT: ~1h  IMPACT: 546\n\n  [10] !! SPLIT-FUNC      ConfigHintsParser._parse_k8s_yaml  CC=26  fan=20\n      WHY: CC=26 exceeds 15\n      EFFORT: ~1h  IMPACT: 520\n\n\nRISKS[3]:\n  ⚠ Splitting redeploy/models.py may break 30 import paths\n  ⚠ Splitting redeploy/discovery.py may break 26 import paths\n  ⚠ Splitting redeploy/plan/planner.py may break 21 import paths\n\nMETRICS-TARGET:\n  CC̄:          1.6 → ≤1.1\n  max-CC:      37 → ≤18\n  god-modules: 7 → 0\n  high-CC(≥15): 37 → ≤18\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=1.6 → now CC̄=1.6\n```",
      "level": 2
    },
    {
      "name": "# validation (`project/validation.toon.yaml`)",
      "type": "unknown",
      "content": "```toon markpact:analysis path=project/validation.toon.yaml\n# vallm batch | 270f | 0✓ 214⚠ 0✗ | 2026-04-21\n\nSUMMARY:\n  scanned: 270  passed: 0 (0.0%)  warnings: 214  errors: 0  unsupported: 0\n\nWARNINGS[214]{path,score}:\n  redeploy/detect/hardware.py,0.68\n    issues[4]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,probe_wlr_randr: CC=17 exceeds limit 15,95\n      complexity.lizard_cc,warning,_analyze: CC=43 exceeds limit 15,223\n      complexity.lizard_length,warning,_analyze: 147 lines exceeds limit 100,223\n  redeploy/blueprint/extractor.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,extract_blueprint: CC=31 exceeds limit 15,32\n      complexity.lizard_cc,warning,_merge_compose: CC=21 exceeds limit 15,141\n  redeploy/blueprint/generators/migration.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,generate_migration: CC=18 exceeds limit 15,17\n      complexity.lizard_length,warning,generate_migration: 122 lines exceeds limit 100,17\n  redeploy/cli/commands/device_map.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,device_map_cmd: CC=19 exceeds limit 15,55\n      complexity.lizard_cc,warning,_render: CC=34 exceeds limit 15,182\n  redeploy/cli/commands/hardware.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,hardware: CC=44 exceeds limit 15,62\n      complexity.lizard_length,warning,hardware: 129 lines exceeds limit 100,62\n  redeploy/cli/commands/import_.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,import_cmd: CC=17 exceeds limit 15,39\n      complexity.lizard_cc,warning,_spec_to_migration_yaml: CC=22 exceeds limit 15,187\n  redeploy/cli/commands/version.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,version_init: CC=25 exceeds limit 15,410\n      complexity.lizard_cc,warning,_bump_single: CC=25 exceeds limit 15,796\n  redeploy/detect/templates.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,build_context: CC=36 exceeds limit 15,87\n      complexity.lizard_length,warning,_build_templates: 155 lines exceeds limit 100,180\n  redeploy/discovery.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,update_registry: CC=17 exceeds limit 15,350\n      complexity.lizard_cc,warning,_parse_probe_output: CC=16 exceeds limit 15,618\n  redeploy/iac/docker_compose.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,parse: CC=25 exceeds limit 15,168\n      complexity.lizard_cc,warning,_parse_service: CC=36 exceeds limit 15,294\n  redeploy/iac/parsers/compose.py,0.71\n    issues[3]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,parse: CC=19 exceeds limit 15,58\n      complexity.lizard_cc,warning,_parse_service: CC=21 exceeds limit 15,116\n  redeploy/blueprint/generators/docker_compose.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,_build_service: CC=20 exceeds limit 15,114\n  redeploy/cli/commands/audit.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,audit: CC=17 exceeds limit 15,28\n  redeploy/cli/commands/blueprint.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,_print_blueprint: CC=16 exceeds limit 15,234\n  redeploy/cli/commands/devices.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,devices: CC=22 exceeds limit 15,19\n  redeploy/cli/commands/probe.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,probe: CC=26 exceeds limit 15,29\n  redeploy/detect/workflow.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,_collect_hosts: CC=18 exceeds limit 15,244\n  redeploy/dsl/loader.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,_build_manifest: CC=25 exceeds limit 15,167\n  redeploy/fleet.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,verify_expectations: CC=25 exceeds limit 15,138\n  redeploy/models.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,apply_to_spec: CC=19 exceeds limit 15,577\n  redeploy/plugins/builtin/browser_reload.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,browser_reload: CC=16 exceeds limit 15,33\n  redeploy/version/commits.py,0.74\n    issues[2]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n      complexity.lizard_cc,warning,analyze_commits: CC=18 exceeds limit 15,78\n  .redeploy/state/test-local-09b68243.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-24cd498c.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-36935faf.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-46c5e2ce.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-50622a24.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-563ceb24.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-56cb0635.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-5a1d7483.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-6279ef2c.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-63f620b6.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-68ae2b20.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-7f5ddd97.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-831fd1ab.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-891787e9.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-9c9d5826.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-a70e54ce.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-a929f336.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-be94eb0c.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-da199855.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-db469906.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-df0d6ff6.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-e1009318.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-e322f022.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-e3a0f31a.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-ea908429.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-eac354f9.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-ec3c5638.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-ed7da478.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/state/test-local-efd3d620.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  .redeploy/version.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  examples/yaml/01-vps-version-bump/migration.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  examples/yaml/01-vps-version-bump/redeploy.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  examples/yaml/02-k3s-to-docker/migration.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. 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Available groups: [\"\"all\"\"]\",\n  redeploy/markpact/models.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/markpact/parser.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/observe.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/parse.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/patterns.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plan/__init__.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plan/planner.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plugins/__init__.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plugins/builtin/__init__.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plugins/builtin/hardware_diagnostic.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plugins/builtin/notify.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plugins/builtin/process_control.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/plugins/builtin/systemd_reload.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/spec_loader.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/ssh.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/steps.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/templates/process_control_template.yaml,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse YAML: Download error: Language 'YAML' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/__init__.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_audit.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_cli.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_data_sync.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_discovery.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_dsl.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_examples.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_executor.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_fleet.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_git_integration.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_iac.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_manifest.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_markpact_compiler.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_markpact_parser.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_models.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_observe.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_parse.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_patterns.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_planner_edge.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_plugins.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_probes.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_public_api.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_resume.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_spec_loader.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_ssh.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_templates.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_verify.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_version.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_version_changelog.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_version_cli.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_version_manifest.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_version_sources.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/tests/test_workflow.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/verify.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/__init__.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/bump.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/changelog.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/diff.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/git_integration.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/git_transaction.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/manifest.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/__init__.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/base.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/json_.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/plain.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/regex.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/toml_.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/sources/yaml_.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  redeploy/version/transaction.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  sumd.json,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse JSON: Download error: Language 'JSON' not available for download. Available groups: [\"\"all\"\"]\",\n  tests/test_iac.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  tests/test_parse.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  tests/test_redeploy.py,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse PYTHON: Download error: Language 'PYTHON' not available for download. Available groups: [\"\"all\"\"]\",\n  tree.sh,0.78\n    issues[1]{rule,severity,message,line}:\n      syntax.unsupported,warning,\"Could not parse BASH: Download error: Language 'BASH' not available for download. Available groups: [\"\"all\"\"]\",\n```",
      "level": 2
    },
    {
      "name": "intent",
      "type": "intent",
      "content": "Infrastructure migration toolkit: detect → plan → apply",
      "level": 2
    }
  ]
}