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AI Slop Code RIsk Monitor

Emily2040/seedance-2.0

Comprehensive production pipeline for quad-modal AI filmmaking with Seedance 2.0

16.6 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Emily2040/seedance-2.0, a Python project with 7,586 GitHub stars. SynthScan examined 108,657 lines of code across 309 source files, recording 2042 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 16.6 (Elevated pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

16.6
Adjusted Signal
16.6
Raw Pattern Score
100%
Time Factor
2026-10-03
Last Push
7.6K
Stars
Python
Language
108.7K
Lines of Code
309
Files
2.0K
Pattern Hits
2026-10-12
Scan Date
0.12
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 49.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 1861 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.1/100 · LOW

Are imports declared and package/API names verified? 101 finding(s).

Agent Over-Engineering Ratio 51.0/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 1749 finding(s).

PR Review Velocity Impact 64.3/100 · HIGH

Which changes need focused human review? 2042 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 35MEDIUM 5LOW 2001

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 2042 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers1665 hits · 1347 pts
SeverityFileLineSnippetContext
LOW⚡tests/test_project_state.py331 def test_earlier_rejected_take_does_not_override_latest_accepted_take(self) -> None:CODE
LOW⚡tests/test_project_state.py341 def test_rejects_self_parenting(self) -> None:CODE
LOW⚡tests/test_project_state.py348 def test_rejects_declared_missing_parent_even_at_first_index(self) -> None:CODE
LOW⚡tests/test_project_state.py355 def test_rejects_empty_parent_id_even_at_first_index(self) -> None:CODE
LOW⚡tests/test_project_state.py362 def test_rejects_whitespace_only_or_non_string_parent_ids(self) -> None:CODE
LOW⚡tests/test_project_state.py373 def test_rejects_non_monotonic_parent_order(self) -> None:CODE
LOW⚡tests/test_project_state.py383 def test_rejects_cycle_longer_than_two_nodes(self) -> None:CODE
LOW⚡tests/test_project_state.py390 def test_preserves_valid_provisional_planned_chain(self) -> None:CODE
LOW⚡tests/test_project_state.py394 def test_rejects_unusable_parent_even_for_a_planned_child(self) -> None:CODE
LOWtests/test_project_state.py74 def run_mutated_reviewed_project(self, project_mutate, review_mutate) -> subprocess.CompletedProcess[str]:CODE
LOWtests/test_project_state.py100 def test_project_state_examples_validate(self) -> None:CODE
LOWtests/test_project_state.py109 def test_later_standalone_contract_requires_parent(self) -> None:CODE
LOWtests/test_project_state.py152 def test_first_standalone_contract_must_not_declare_parent(self) -> None:CODE
LOWtests/test_project_state.py187 def test_standalone_terminal_contract_enforces_observed_endpoint(self) -> None:CODE
LOWtests/test_project_state.py236 def test_standalone_terminal_contract_accepts_status_consistent_endpoint(self) -> None:CODE
LOWtests/test_project_state.py286 def test_rejected_canonical_take_cannot_leave_clip_accepted(self) -> None:CODE
LOWtests/test_project_state.py301 def test_sibling_review_verdict_must_match_take_history(self) -> None:CODE
LOWtests/test_project_state.py313 def test_latest_take_history_entry_requires_its_review_record(self) -> None:CODE
LOWtests/test_project_state.py407 def test_ready_child_requires_an_accepted_parent(self) -> None:CODE
LOWtests/test_project_state.py414 def test_rejects_accepted_parent_without_observed_end_state(self) -> None:CODE
LOWtests/test_project_state.py429 def test_preserves_explicit_null_root(self) -> None:CODE
LOWtests/test_project_state.py443 def test_preserves_valid_accepted_chain_with_planned_leaf(self) -> None:CODE
LOWtests/test_project_state.py464 def test_preserves_rejected_leaf_with_accepted_parent(self) -> None:CODE
LOWtests/test_project_state.py497 def test_preserves_disconnected_valid_lineage_components(self) -> None:CODE
LOW⚡tests/test_build_hero.py53 def test_committed_files_match_the_generator(self) -> None:CODE
LOW⚡tests/test_build_hero.py63 def test_themes_share_geometry_and_differ_only_in_colour(self) -> None:CODE
LOW⚡tests/test_build_hero.py71 def test_palettes_are_actually_different(self) -> None:CODE
LOW⚡tests/test_build_hero.py76 def test_second_render_failure_writes_neither_theme(self) -> None:CODE
LOW⚡tests/test_build_hero.py98 def test_no_retired_camera_motifs(self) -> None:CODE
LOW⚡tests/test_build_hero.py103 def test_exactly_one_accent_gesture(self) -> None:CODE
LOW⚡tests/test_build_hero.py111 def test_only_two_hairlines_plus_one_registration_tick(self) -> None:CODE
LOW⚡tests/test_build_hero.py115 def test_no_gradients_blur_or_external_references(self) -> None:CODE
LOW⚡tests/test_build_hero.py122 def test_no_counts_or_version_numbers_are_baked_in(self) -> None:CODE
LOW⚡tests/test_build_hero.py130 def test_accessible_title_and_description(self) -> None:CODE
LOW⚡tests/test_build_hero.py148 def test_no_shipped_asset_names_a_system_serif(self) -> None:CODE
LOW⚡tests/test_build_hero.py155 def test_display_type_is_outlined(self) -> None:CODE
LOW⚡tests/test_build_hero.py160 def test_outline_provenance_is_recorded(self) -> None:CODE
LOW⚡tests/test_build_hero.py168 def test_masthead_builder_versions_are_pinned_and_recorded(self) -> None:CODE
LOW⚡tests/test_build_hero.py283 def test_masthead_builder_refuses_an_unpinned_toolchain(self) -> None:CODE
LOW⚡tests/test_build_hero.py293 def test_masthead_builder_missing_dependency_error_uses_the_locked_install(self) -> None:CODE
LOW⚡tests/test_build_hero.py303 def test_masthead_recovery_is_cwd_independent(self) -> None:CODE
LOWtests/test_build_hero.py206 def test_hero_rejects_tampered_provenance_before_any_svg_write(self) -> None:CODE
LOWtests/test_build_hero.py244 def test_hero_rejects_tampered_lock_bytes_before_any_svg_write(self) -> None:CODE
LOWtests/test_build_hero.py257 def test_hero_rejects_a_rehashed_lock_with_drifted_package_pins(self) -> None:CODE
LOWtests/test_build_hero.py332 def test_verified_installer_never_reuses_a_same_version_environment(self) -> None:CODE
LOWtests/test_build_hero.py402 def test_build_environment_clear_is_marker_guarded_and_isolated(self) -> None:CODE
LOWtests/test_build_hero.py466 def test_build_environment_rejects_protected_ancestors_and_descendants(self) -> None:CODE
LOWtests/test_build_hero.py510 def test_same_version_modules_without_a_wheel_seal_are_rejected(self) -> None:CODE
LOWtests/test_build_hero.py550 def test_in_venv_sitecustomize_cannot_short_circuit_a_check(self) -> None:CODE
LOWtests/test_build_hero.py591 def test_forged_runner_and_self_authored_marker_lack_external_trust(self) -> None:CODE
LOWtests/test_build_hero.py651 def test_windows_venv_runner_source_selects_the_exact_upstream_variant(self) -> None:CODE
LOWtests/test_build_hero.py756 def test_windows_venv_runner_source_refuses_the_wrong_variant(self) -> None:CODE
LOWtests/test_build_hero.py805 def test_windows_venv_runner_source_matches_real_envbuilder(self) -> None:CODE
LOWtests/test_build_hero.py818 def test_external_trust_rejects_runner_config_marker_and_script_tampering(self) -> None:CODE
LOWtests/test_build_hero.py897 def test_pip_bootstrap_verifies_initialized_runner_and_config_before_execution(self) -> None:CODE
LOWtests/test_build_hero.py991 def test_documented_isolated_startup_ignores_hostile_parent_sitecustomize(self) -> None:CODE
LOWtests/test_build_hero.py1029 def test_build_hero_public_command_is_isolated_and_ignores_hostile_startup(self) -> None:CODE
LOWtests/test_build_hero.py1064 def test_site_packages_seal_changes_when_same_version_module_bytes_change(self) -> None:CODE
LOWtests/test_build_hero.py1081 def test_installed_modules_must_match_the_locked_wheel_bytes(self) -> None:CODE
LOWtests/test_build_hero.py1107 def test_verified_installer_can_refuse_every_package_index(self) -> None:CODE
1605 more matches not shown…
Empty Error Handlers32 hits · 160 pts
SeverityFileLineSnippetContext
HIGHtests/test_install_atomic.py759except OSError:CODE
HIGHtests/test_install_atomic.py755except OSError:CODE
HIGHscripts/vocab_schema_check.py532except (ValueError, AssertionError):CODE
HIGHscripts/strict_json.py561except OSError:CODE
HIGHscripts/eval_run.py3905except OSError:CODE
HIGHscripts/eval_run.py3919except OSError:CODE
HIGHscripts/eval_run.py450except (UnicodeError, ValueError):CODE
HIGHscripts/eval_run.py3420except ValueError:CODE
HIGHscripts/eval_run.py531except Exception:CODE
HIGHscripts/eval_run.py4567except OSError:CODE
HIGHscripts/eval_run.py4589except OSError:CODE
HIGHscripts/eval_run.py4598except OSError:CODE
HIGHscripts/eval_run.py519except Exception:CODE
HIGHscripts/prompt_lint.py1136except (ValueError, TypeError):CODE
HIGHscripts/prompt_lint.py879except (ValueError, TypeError):CODE
HIGHscripts/extract_last_frame.py466except OSError:CODE
HIGHscripts/extract_last_frame.py471except OSError:CODE
HIGHscripts/extract_last_frame.py956except (OSError, UnboundLocalError):CODE
HIGHscripts/extract_last_frame.py3054except ProcessLookupError:CODE
HIGHscripts/extract_last_frame.py1025except OSError:CODE
HIGHscripts/extract_last_frame.py1268except OSError:CODE
HIGHscripts/extract_last_frame.py1501except OSError:CODE
HIGHscripts/extract_last_frame.py1750except OSError:CODE
HIGHscripts/extract_last_frame.py1787except OSError:CODE
HIGHscripts/extract_last_frame.py1797except OSError:CODE
HIGHscripts/extract_last_frame.py1809except OSError:CODE
HIGHscripts/extract_last_frame.py1814except OSError:CODE
HIGHscripts/extract_last_frame.py2502except OSError:CODE
HIGHscripts/extract_last_frame.py2509except OSError:CODE
HIGHscripts/extract_last_frame.py1619except OSError:CODE
HIGHscripts/extract_last_frame.py1624except OSError:CODE
HIGHscripts/extract_last_frame.py2816except OSError:CODE
Deep Nesting174 hits · 107 pts
SeverityFileLineSnippetContext
LOWtests/test_build_hero.py206CODE
LOWtests/test_build_hero.py293CODE
LOWtests/test_build_hero.py466CODE
LOWtests/test_build_hero.py818CODE
LOWtests/test_media_deadline.py45CODE
LOWtests/test_media_deadline.py76CODE
LOWtests/test_eval_transport.py67CODE
LOWtests/test_front_page_clips.py41CODE
LOWtests/test_eval_run_discovery.py35CODE
LOWtests/test_eval_run_discovery.py272CODE
LOWtests/test_eval_run_discovery.py308CODE
LOWtests/test_eval_run_discovery.py1213CODE
LOWtests/test_eval_run_discovery.py1241CODE
LOWtests/test_schema_check.py693CODE
LOWtests/test_portable_routing.py615CODE
LOWtests/test_strict_json_inputs.py145CODE
LOWtests/test_strict_json_inputs.py177CODE
LOWtests/test_strict_json_inputs.py253CODE
LOWtests/test_strict_json_inputs.py311CODE
LOWtests/test_strict_json_inputs.py377CODE
LOWtests/test_strict_json_inputs.py495CODE
LOWtests/test_strict_json_inputs.py524CODE
LOWtests/test_strict_json_inputs.py628CODE
LOWtests/test_continuity_chain.py1978CODE
LOWtests/test_continuity_chain.py3109CODE
LOWtests/test_continuity_chain.py3588CODE
LOWtests/test_eval_run.py153CODE
LOWtests/test_eval_run.py311CODE
LOWtests/test_eval_run.py477CODE
LOWtests/test_eval_run.py519CODE
LOWtests/test_eval_run.py807CODE
LOWtests/test_eval_run.py1172CODE
LOWtests/test_install_scopes.py35CODE
LOWtests/test_install_scopes.py67CODE
LOWtests/test_release_docs_consistency.py80CODE
LOWtests/test_authoring_state.py158CODE
LOWtests/test_authoring_state.py1985CODE
LOWtests/test_eval_run_integrity.py35CODE
LOWtests/test_eval_run_integrity.py390CODE
LOWtests/test_eval_run_integrity.py690CODE
LOWtests/test_eval_run_integrity.py762CODE
LOWtests/test_eval_run_integrity.py805CODE
LOWtests/test_eval_run_integrity.py1178CODE
LOWtests/test_eval_run_integrity.py1264CODE
LOWtests/test_eval_run_integrity.py1547CODE
LOWtests/test_eval_run_integrity.py1670CODE
LOWtests/test_eval_run_integrity.py2206CODE
LOWtests/test_eval_run_integrity.py2229CODE
LOWtests/test_install_atomic.py231CODE
LOWtests/test_install_atomic.py630CODE
LOWtests/test_install_atomic.py726CODE
LOWtests/test_install_atomic.py1917CODE
LOWtests/test_install_atomic.py2428CODE
LOWtests/test_install_atomic.py2701CODE
LOWtests/test_install_atomic.py3109CODE
LOWtests/test_integrated_directors_read_routing.py61CODE
LOWtests/test_eval_execution_budget.py96CODE
LOWtests/test_multilingual_native_review.py435CODE
LOWtests/test_take_reconciliation.py597CODE
LOWtests/test_install_payload.py409CODE
114 more matches not shown…
Unused Imports97 hits · 76 pts
SeverityFileLineSnippetContext
LOWtests/test_project_state.py1CODE
LOWtests/test_build_hero.py10CODE
LOWtests/test_prompt_architecture_stress.py10CODE
LOWtests/test_media_deadline.py2CODE
LOWtests/test_extract_last_frame.py9CODE
LOWtests/test_eval_transport.py3CODE
LOWtests/test_validation_contract.py3CODE
LOWtests/test_validation_contract.py7CODE
LOWtests/test_directors_read_contract.py1CODE
LOWtests/test_generation_run_check.py1CODE
LOWtests/test_strict_cli_contract.py8CODE
LOWtests/test_privileged_ci_workflow.py1CODE
LOWtests/test_prompt_package_examples.py3CODE
LOWtests/test_moderation_prescreen.py9CODE
LOWtests/test_moderation_prescreen.py11CODE
LOWtests/test_front_page_clips.py8CODE
LOWtests/test_eval_run_discovery.py3CODE
LOWtests/test_schema_check.py10CODE
LOWtests/test_localized_readmes.py10CODE
LOWtests/test_portable_routing.py3CODE
LOWtests/test_python_support_contract.py3CODE
LOWtests/test_strict_json_inputs.py2CODE
LOWtests/test_continuity_chain.py1CODE
LOWtests/test_continuity_chain.py10CODE
LOWtests/test_eval_run.py1CODE
LOWtests/test_shot_table_check.py3CODE
LOWtests/test_atlas_seedance_generate.py1CODE
LOWtests/test_release_docs_consistency.py8CODE
LOWtests/test_authoring_state.py1CODE
LOWtests/test_eval_run_integrity.py3CODE
LOWtests/test_install_atomic.py3CODE
LOWtests/test_integrated_directors_read_routing.py3CODE
LOWtests/test_sequence_eval.py1CODE
LOWtests/test_eval_execution_budget.py2CODE
LOWtests/test_source_registry_freshness.py11CODE
LOWtests/test_multilingual_native_review.py1CODE
LOWtests/test_prompt_lint.py1CODE
LOWtests/test_take_reconciliation.py1CODE
LOWtests/test_install_payload.py9CODE
LOWtests/test_client_install_guidance.py3CODE
LOWtests/test_time_structure_contract.py9CODE
LOWtests/test_validate_skills_bytecode.py9CODE
LOWtests/test_runtime_payload.py3CODE
LOWtests/test_extract_frame_output_policy.py3CODE
LOWtests/test_install_long_paths.py3CODE
LOWtests/test_installer_output.py3CODE
LOWtests/test_behavior_contract.py1CODE
LOWtests/test_eval_judge_contracts.py3CODE
LOWtests/test_lineage_consumer_parity.py1CODE
LOWscripts/behavior_contract_check.py2CODE
LOWscripts/install_codex_skill.py2CODE
LOWscripts/vocab_schema_check.py2CODE
LOWscripts/strict_json.py22CODE
LOWscripts/build_clip_posters.py11CODE
LOWscripts/eval_run.py26CODE
LOWscripts/eval_run.py32CODE
LOWscripts/eval_run.py50CODE
LOWscripts/eval_run.py50CODE
LOWscripts/eval_run.py50CODE
LOWscripts/eval_run.py50CODE
37 more matches not shown…
Excessive Try-Catch Wrapping41 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUMscripts/install_codex_skill.py1344def _validate_completed_tag(self) -> None:CODE
LOWscripts/install_codex_skill.py286 except Exception:CODE
LOWscripts/install_codex_skill.py695 except Exception:CODE
LOWscripts/install_codex_skill.py884 except Exception:CODE
LOWscripts/install_codex_skill.py928 except Exception:CODE
LOWscripts/install_codex_skill.py997 except Exception:CODE
LOWscripts/install_codex_skill.py2270 except Exception:CODE
LOWscripts/install_codex_skill.py3032 except Exception:CODE
LOWscripts/install_codex_skill.py3478 except Exception:CODE
LOWscripts/install_codex_skill.py4794 except Exception:CODE
LOWscripts/install_codex_skill.py5141 except Exception:CODE
LOWscripts/install_codex_skill.py5853 except Exception as promotion_error:CODE
LOWscripts/install_codex_skill.py6118 except Exception as stage_error:CODE
LOWscripts/install_codex_skill.py6121 except Exception as recovery_error:CODE
LOW⚡scripts/eval_run.py514 except Exception as exc:CODE
LOW⚡scripts/eval_run.py519 except Exception:CODE
LOW⚡scripts/eval_run.py524 except Exception as exc:CODE
LOW⚡scripts/eval_run.py528 except Exception as exc:CODE
LOW⚡scripts/eval_run.py531 except Exception:CODE
LOW⚡scripts/eval_run.py536 except Exception as exc:CODE
LOWscripts/eval_run.py438 except Exception:CODE
LOWscripts/project_state_check.py198 except Exception as exc:CODE
LOWscripts/project_state_check.py2129 except Exception:CODE
LOWscripts/project_state_check.py2827 except Exception:CODE
LOWscripts/project_state_check.py2868 except Exception as exc:CODE
LOWscripts/project_state_check.py2954 except Exception as exc:CODE
LOWscripts/sequence_eval_check.py83 except Exception as exc:CODE
LOWscripts/generation_run_check.py35 except Exception as exc:CODE
LOWscripts/eval_schema_check.py167 except Exception as exc:CODE
LOWscripts/schema_check.py248 except Exception as exc: # jsonschema raises SchemaErrorCODE
LOWscripts/schema_check.py416 except Exception as exc: # jsonschema raises SchemaErrorCODE
LOWscripts/source_registry_check.py250 except Exception as exc:CODE
LOWscripts/extract_last_frame.py567 except Exception:CODE
LOWscripts/extract_last_frame.py591 except Exception:CODE
LOWscripts/extract_last_frame.py625 except Exception:CODE
LOWscripts/extract_last_frame.py659 except Exception:CODE
LOWscripts/extract_last_frame.py1021 except Exception:CODE
LOWscripts/extract_last_frame.py1283 except Exception:CODE
LOWscripts/extract_last_frame.py1612 except Exception:CODE
LOWscripts/extract_last_frame.py2952 except Exception:CODE
LOWscripts/validate_skills.py731 except Exception as exc:CODE
Cross-Language Confusion3 hits · 22 pts
SeverityFileLineSnippetContext
HIGH⚡tests/test_schema_check.py251 replacement = '"parent_clip_id": null, "parent_clip_id": "laundered"'CODE
HIGH⚡tests/test_lineage_consumer_parity.py145 for raw in ('{"clips":[],"clips":null}', self.raw_with_duplicate_parent_key()):CODE
HIGH⚡tests/test_lineage_consumer_parity.py156 replacement = '"parent_clip_id": null, "parent_clip_id": "laundered"'CODE
Structural Annotation Overuse14 hits · 21 pts
SeverityFileLineSnippetContext
LOWreferences/directing-engine.md11## Step 1 - Expand the Canonical Director's ReadCOMMENT
LOWreferences/directing-engine.md27## Step 2 - The Coherence PrincipleCOMMENT
LOWreferences/directing-engine.md45## Step 3 - Scene-Type CoverageCOMMENT
LOWreferences/directing-engine.md62## Step 4 - Directing the PerformanceCOMMENT
LOWreferences/directing-engine.md75## Step 5 - Lighting and Color as EmotionCOMMENT
LOWreferences/directing-engine.md86## Step 6 - The Director's VoiceCOMMENT
LOWreferences/directing-engine.md101## Step 7 - The Coherence TestCOMMENT
LOWreferences/directing-engine.md112## Step 8 - The Long-Form Directorial SpineCOMMENT
LOWreferences/directing-engine.md124## Step 9 - Decision ProcedureCOMMENT
LOWdocs/DESIGN_TIME_STRUCTURE.md44### Step 1: classify the clip's shape (official rule)COMMENT
LOWdocs/DESIGN_TIME_STRUCTURE.md55### Step 2: score the load (authored heuristic, to be calibrated)COMMENT
LOWdocs/DESIGN_TIME_STRUCTURE.md86### Step 3: present the ladder, then defer (the maintainer's design)COMMENT
LOWdocs/DESIGN_TIME_STRUCTURE.md113### Step 4: emit the official syntax, not timestampsCOMMENT
LOWdocs/DESIGN_TIME_STRUCTURE.md135### Step 5: learn inside the sessionCOMMENT
Hallucination Indicators1 hit · 15 pts
SeverityFileLineSnippetContext
CRITICAL⚡tests/test_atlas_seedance_generate.py103 connect.return_value.getresponse.return_value.read1.assert_not_called()CODE
AI Slop Vocabulary3 hits · 7 pts
SeverityFileLineSnippetContext
MEDIUMtests/test_eval_run_discovery.py43 write(root, evaluator_path, "# frozen test evaluator harness\n")CODE
MEDIUMtests/test_eval_run_integrity.py40 path.write_text("# frozen test evaluator harness\n", encoding="utf-8")CODE
MEDIUMscripts/eval_run.py98 # Zip imports are valid for packaging/discovery. A real harness run stillCOMMENT
Modern Structural Boilerplate6 hits · 4 pts
SeverityFileLineSnippetContext
LOWtests/test_install_payload.py1249 def set_windows_mount_point(self, source: Path, target: Path) -> None:CODE
LOWtests/test_lineage_consumer_parity.py225 def set_root(data: dict, value=root_value) -> None:CODE
LOWscripts/install_codex_skill.py1615def _set_portable_mode(path: Path, mode: int) -> None:CODE
LOWscripts/install_codex_skill.py4707def _set_windows_delete_disposition(handle: int) -> None:CODE
LOWscripts/eval_run.py3594def _set_windows_attributes(path: Path, attributes: int, label: str) -> None:CODE
LOWscripts/eval_run.py3871def _set_windows_read_only(path: Path, read_only: bool, label: str) -> None:CODE
Dead Code1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMtests/test_install_atomic.py638CODE
AI Structural Patterns4 hits · 2 pts
SeverityFileLineSnippetContext
LOWtests/test_source_registry_freshness.py169CODE
LOWscripts/eval_run.py2855CODE
LOWscripts/eval_run.py3356CODE
LOWscripts/eval_run.py5121CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/workflows/source-freshness-review.yml1name: source-freshness-reviewCOMMENT