princeton-vl/infinigen

9.5

Adjusted Score

9.5

Raw Score

100%

Time Factor

2026-08-27

Last Push

7.2K

Stars

Python

Language

381.4K

Lines of Code

1.3K

Files

3.2K

Pattern Hits

2026-08-29

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 31HIGH 11MEDIUM 68LOW 3113

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 3223 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers968 hits · 992 pts

Severity	File	Line	Snippet	Context
LOW	tests/infinigen2/test_determinism.py	80	def test_no_nondeterministic_sources():	CODE
LOW	tests/infinigen2/test_determinism.py	99	def _scene_geometry_signature() -> list[tuple]:	CODE
LOW	tests/infinigen2/test_determinism.py	157	def test_generator_determinism(pathspec, kind):	CODE
LOW	tests/infinigen2/test_integration_launcher.py	10	def test_launcher_marks_each_render_slot(monkeypatch, tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_pixel.py	38	def test_pixel_diff_skips_videos(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_pixel.py	47	def test_pixel_diff_flags_changed_still(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_pixel.py	54	def test_camera_render_uses_cli_script_under_coverage(tmp_path, monkeypatch):	CODE
LOW	tests/infinigen2/test_docs_image_layout.py	43	def test_docs_images_point_at_directories_launch_sh_renders() -> None:	CODE
LOW⚡	tests/infinigen2/test_docs_image_layout.py	58	def test_preset_images_point_at_directory_launch_sh_renders() -> None:	CODE
LOW⚡	tests/infinigen2/test_docs_image_layout.py	65	def test_still_and_trajectory_media_names() -> None:	CODE
LOW⚡	tests/infinigen2/test_docs_image_layout.py	73	def test_published_urls_are_versioned_webp() -> None:	CODE
LOW	tests/infinigen2/test_rigidbody_point_tracks.py	59	def test_point_tracks_reappear_after_occlusion():	CODE
LOW⚡	tests/infinigen2/test_rigidbody_point_tracks.py	70	def test_user_seed_points_replace_the_grid():	CODE
LOW⚡	tests/infinigen2/test_rigidbody_point_tracks.py	80	def test_scale_animation_rejected_as_nonrigid():	CODE
LOW⚡	tests/infinigen2/test_rigidbody_point_tracks.py	88	def test_deforming_vertices_rejected_as_nonrigid():	CODE
LOW⚡	tests/infinigen2/test_rigidbody_point_tracks.py	96	def test_save_point_tracks_from_exports(tmp_path):	CODE
LOW	tests/infinigen2/test_rigidbody_point_tracks.py	123	def test_save_point_tracks_requires_the_gt_exports(tmp_path):	CODE
LOW	tests/infinigen2/test_rigidbody_point_tracks.py	137	def test_point_track_tails_are_opt_in(tmp_path):	CODE
LOW	tests/infinigen2/test_rigidbody_point_tracks.py	154	def test_point_track_tails_default_to_two_frames():	CODE
LOW	tests/infinigen2/test_rigidbody_point_tracks.py	158	def test_dynamic_objects_get_double_seed_density():	CODE
LOW	tests/infinigen2/test_integration_perf.py	69	def test_perf_gate_flags_subdiv_tris_regression(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_perf.py	80	def test_perf_gate_flags_base_tris_regression_alone(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_perf.py	88	def test_perf_gate_no_regression_when_within_threshold(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_perf.py	96	def test_perf_gate_ignores_single_noisy_sample(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_perf.py	105	def test_display_marks_after_worse_and_better(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_perf.py	129	def test_legacy_tris_events_still_gate_and_display(tmp_path):	CODE
LOW	tests/infinigen2/test_generators.py	184	def test_generators_mesh_object(pathspec, rng):	CODE
LOW	tests/infinigen2/test_generators.py	203	def test_generators_naming_validate(name: str) -> None:	CODE
LOW	tests/infinigen2/test_flying_indoor_cvdpack_config.py	10	def test_per_camera_types_pack_to_distinct_paths() -> None:	CODE
LOW	tests/infinigen2/test_flying_indoor_cvdpack_config.py	17	def test_metadata_packs_at_scene_root_like_released_datasets() -> None:	CODE
LOW	tests/infinigen2/test_polycount.py	61	def test_estimate_matches_evaluated_mesh(	CODE
LOW⚡	tests/infinigen2/test_polycount.py	80	def test_stacked_subsurf_levels_sum() -> None:	CODE
LOW⚡	tests/infinigen2/test_polycount.py	90	def test_render_levels_not_viewport_levels() -> None:	CODE
LOW⚡	tests/infinigen2/test_polycount.py	100	def test_non_mesh_objects_ignored() -> None:	CODE
LOW	tests/infinigen2/test_flying_indoor_seed.py	13	def test_stereo_seed_accepts_decimal_and_hex() -> None:	CODE
LOW	tests/infinigen2/test_integration_sections.py	83	def test_normals_form_a_row_mirroring_every_seed(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	109	def test_normals_section_carries_no_metrics(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	162	def test_special_variants_keep_their_normals_under_exports(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	179	def test_default_cycles_normals_land_in_normals_row(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	189	def test_section_controls_cover_present_sections_only(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	201	def test_section_controls_include_not_rendered_rows(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	245	def test_trajectory_video_does_not_crash_mse(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	257	def test_pairwise_mse_skips_video():	CODE
LOW	tests/infinigen2/test_integration_sections.py	292	def test_row_sort_defaults_to_mse():	CODE
LOW	tests/infinigen2/test_integration_sections.py	305	def test_type_row_sort_orders_by_type_then_new():	CODE
LOW	tests/infinigen2/test_integration_sections.py	348	def test_viewer_type_sort_is_opt_in(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_sections.py	364	def test_freeze_forwards_type_sort(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_validate_run.py	13	def test_validation_accepts_successful_render_with_coverage():	CODE
LOW	tests/infinigen2/test_integration_validate_run.py	26	def test_validation_rejects_missing_output_and_coverage():	CODE
LOW	tests/infinigen2/test_integration_validate_run.py	41	def test_validation_rejects_rendered_generator_without_coverage():	CODE
LOW	tests/infinigen2/test_integration_validate_run.py	56	def test_validation_requires_a_gating_report(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_run_paths.py	13	def test_develop_paths_use_the_production_archive(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_run_paths.py	25	def test_staging_push_uses_an_isolated_archive_and_baseline(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_run_paths.py	34	def test_validation_dispatch_is_isolated_without_a_staging_ref(tmp_path):	CODE
LOW⚡	tests/infinigen2/test_integration_run_paths.py	41	def test_pr_uses_its_target_branch_baseline_when_present(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_gate.py	33	def test_prune_keeps_recent_and_drops_old(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_gate.py	44	def test_prune_never_drops_a_baseline_target(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_gate.py	56	def test_prune_dry_run_leaves_everything(tmp_path):	CODE
LOW	tests/infinigen2/test_integration_gate.py	89	def test_gate_covers_every_category(tmp_path, monkeypatch):	CODE
LOW	tests/infinigen2/test_integration_gate.py	122	def test_category_config_has_one_entry_per_shard_and_limit():	CODE
908 more matches not shown…

Modern Structural Boilerplate774 hits · 780 pts

Severity	File	Line	Snippet	Context
LOW	tests/infinigen/sim/conftest.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tests/infinigen/sim/test_sim_export.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/infinigen/sim/test_blender_assets.py	31	logger = logging.getLogger(__name__)	CODE
LOW	examples/render_clay_pan_video.py	39	logger = logging.getLogger(__name__)	CODE
LOW	examples/flying_indoor/render.py	47	logger = logging.getLogger(__name__)	CODE
LOW	scripts/transpile_v1_to_v2.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/graph_json.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/generate.py	66	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/__init__.py	33	__all__ = [	CODE
LOW	src/infinigen2/context.py	16	__all__ = [	CODE
LOW	src/infinigen2/context.py	124	def set_error_modes(modes: dict[str, ErrorMode]) -> None:	CODE
LOW	src/infinigen2/scenes/demo_util.py	14	__all__ = [	CODE
LOW	src/infinigen2/scenes/demo_material.py	24	__all__ = [	CODE
LOW	src/infinigen2/scenes/demo_material.py	35	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/demo_curve.py	20	__all__ = [	CODE
LOW	src/infinigen2/scenes/demo_curve.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/floating_objects.py	36	__all__ = [	CODE
LOW	src/infinigen2/scenes/floating_objects.py	50	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/demo_object.py	21	__all__ = [	CODE
LOW	src/infinigen2/scenes/demo_object.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_furniture.py	33	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room_furniture.py	57	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_surface_features.py	37	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room_surface_features.py	68	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_small_objects.py	30	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room_small_objects.py	36	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room.py	41	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room.py	47	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_shape.py	19	__all__ = [	CODE
LOW	src/infinigen2/scenes/placement/distribute.py	14	__all__ = [	CODE
LOW	src/infinigen2/scenes/placement/culling.py	15	__all__ = [	CODE
LOW	src/infinigen2/scenes/placement/culling.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/placement/snap.py	9	__all__ = [	CODE
LOW	src/infinigen2/scenes/placement/collision.py	18	__all__ = [	CODE
LOW	src/infinigen2/scenes/placement/collision.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/placement/retry.py	10	__all__ = [	CODE
LOW	src/infinigen2/util/polycount.py	8	__all__ = ["estimated_eval_tricount"]	CODE
LOW	src/infinigen2/util/mesh.py	13	__all__ = [	CODE
LOW	src/infinigen2/util/curve.py	11	__all__ = [	CODE
LOW	src/infinigen2/util/external_assets.py	19	__all__ = [	CODE
LOW	src/infinigen2/util/external_assets.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/util/scene_cleanup.py	12	__all__ = [	CODE
LOW	src/infinigen2/util/scene_cleanup.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/util/math.py	9	__all__ = [	CODE
LOW	src/infinigen2/util/camera_projection.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/util/codestats/__init__.py	17	__all__ = [	CODE
LOW	src/infinigen2/util/codestats/setup.py	38	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/visualize_gt.py	16	__all__ = [	CODE
LOW	src/infinigen2/exporters/visualize_gt.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/visualize_gt_boxes.py	21	__all__ = [	CODE
LOW	src/infinigen2/exporters/visualize_gt_boxes.py	29	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/visualize_gt_passes.py	23	__all__ = [	CODE
LOW	src/infinigen2/exporters/visualize_gt_passes.py	38	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/object_data.py	16	__all__ = [	CODE
LOW	src/infinigen2/exporters/object_data.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/__init__.py	12	__all__ = [	CODE
LOW⚡	src/infinigen2/exporters/realize_mesh.py	12	__all__ = [	CODE
LOW⚡	src/infinigen2/exporters/realize_mesh.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/rigidbody_point_tracks.py	34	__all__ = [	CODE
LOW	src/infinigen2/exporters/render_cycles_clay.py	17	logger = logging.getLogger(__name__)	CODE
714 more matches not shown…

Unused Imports689 hits · 640 pts

Severity	File	Line	Context
LOW	src/infinigen2/__init__.py	8	CODE
LOW	src/infinigen2/__init__.py	14	CODE
LOW	src/infinigen2/scenes/room/__init__.py	6	CODE
LOW	src/infinigen2/scenes/room/__init__.py	6	CODE
LOW	src/infinigen2/scenes/room/__init__.py	10	CODE
LOW	src/infinigen2/scenes/placement/collision.py	6	CODE
LOW	src/infinigen2/util/external_assets.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	11	CODE
LOW	src/infinigen2/util/codestats/__init__.py	11	CODE
LOW	src/infinigen2/util/codestats/__init__.py	11	CODE
LOW	src/infinigen2/util/codestats/setup.py	21	CODE
LOW	src/infinigen2/util/codestats/compute.py	15	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	9	CODE
LOW	src/infinigen2/exporters/__init__.py	10	CODE
LOW	src/infinigen2/exporters/__init__.py	10	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	6	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	6	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	6	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	11	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	11	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	15	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	15	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	19	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	19	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	19	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	24	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	24	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	24	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	29	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	29	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	29	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	34	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	34	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	34	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	39	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	39	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	39	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	44	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	44	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	44	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	49	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	52	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	52	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	52	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	52	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	58	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	58	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	58	CODE
LOW	src/infinigen2/exporters/render_error_check/__init__.py	58	CODE
LOW	src/infinigen2/cameras/__init__.py	1	CODE
LOW	src/infinigen2/cameras/__init__.py	2	CODE
629 more matches not shown…

Hallucination Indicators31 hits · 330 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/infinigen2/exporters/test_lighting_passes.py	41	bg = bpy.context.scene.world.node_tree.nodes.get("Background")	CODE
CRITICAL	tests/infinigen2/exporters/test_lighting_passes.py	245	bg = bpy.context.scene.world.node_tree.nodes.get("Background")	CODE
CRITICAL	src/infinigen2/exporters/render_cycles_clay.py	70	bpy.context.scene.collection.objects.link(light_obj)	CODE
CRITICAL	src/infinigen/tools/export.py	304	vertColor = bpy.context.object.data.color_attributes.new(	CODE
CRITICAL	src/infinigen/tools/convert_displacement.py	63	vertColor = bpy.context.object.data.color_attributes.new(	CODE
CRITICAL	src/infinigen/core/util/blender.py	332	bpy.context.scene.collection.children.link(col)	CODE
CRITICAL	src/infinigen/core/util/blender.py	401	bpy.context.scene.collection.objects.link(empty)	CODE
CRITICAL	src/infinigen/core/util/blender.py	414	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/core/sim/scripts/artist_asset_preview.py	217	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/terrain/assets/caves/core.py	131	bpy.context.scene.collection.children.link(bpy.data.collections[name])	CODE
CRITICAL	src/infinigen/assets/objects/particles/lichen.py	106	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL⚡	src/infinigen/assets/objects/cloud/cloud.py	492	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL⚡	src/infinigen/assets/objects/cloud/cloud.py	501	bpy.context.scene.collection.objects.link(self.obj)	CODE
CRITICAL⚡	src/infinigen/assets/objects/cloud/cloud.py	504	bpy.context.scene.collection.objects.unlink(self.obj)	CODE
CRITICAL	src/infinigen/assets/objects/cloud/cloud.py	627	bpy.context.scene.collection.children.link(clouds_collection)	CODE
CRITICAL	src/infinigen/assets/objects/rocks/pile.py	44	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/objects/rocks/pile.py	72	bpy.context.scene.collection.objects.link(p_)	CODE
CRITICAL	src/infinigen/assets/objects/creatures/util/rigging.py	358	bpy.context.scene.collection.objects.link(arma)	CODE
CRITICAL⚡	…n/assets/objects/creatures/util/animation/run_cycle.py	30	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	…n/assets/objects/creatures/util/animation/run_cycle.py	52	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/objects/creatures/parts/hoof.py	86	bpy.context.scene.collection.objects.link(ob)	CODE
CRITICAL	src/infinigen/assets/utils/object.py	88	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/object.py	95	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/decorate.py	188	obj.data.uv_layers.active.data.foreach_get("uv", arr)	CODE
CRITICAL	src/infinigen/assets/utils/decorate.py	193	obj.data.uv_layers.active.data.foreach_set("uv", arr.reshape(-1))	CODE
CRITICAL	src/infinigen/assets/utils/geometry/nurbs.py	136	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/nurbs.py	221	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/nurbs.py	276	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/curve.py	75	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/metaballs.py	33	bpy.context.view_layer.active_layer_collection.collection.objects.link(	CODE
CRITICAL	src/infinigen/assets/utils/geometry/metaballs.py	113	bpy.context.scene.collection.objects.link(obj)	CODE

Deep Nesting233 hits · 232 pts

Severity	File	Line	Context
LOW	tests/infinigen/solver/test_greedy_partition.py	244	CODE
LOW	tests/infinigen/solver/test_greedy_stages.py	56	CODE
LOW	tests/infinigen/sim/test_sim_export.py	63	CODE
LOW	scripts/view_trace_graph.py	87	CODE
LOW	scripts/view_trace_graph.py	107	CODE
LOW	scripts/view_trace_graph.py	142	CODE
LOW	scripts/wandb_watch_run.py	439	CODE
LOW	scripts/integration_v1/manual_integration_check.py	121	CODE
LOW	scripts/integration_v1/manual_integration_check.py	450	CODE
LOW	scripts/integration_v1/manual_integration_check.py	539	CODE
LOW	scripts/integration_v2/launch_andromeda.py	236	CODE
LOW	scripts/integration_v2/display.py	137	CODE
LOW	scripts/integration_v2/display.py	469	CODE
LOW	scripts/integration_v2/compare.py	46	CODE
LOW	scripts/integration_v2/compare.py	65	CODE
LOW	scripts/integration_v2/compare.py	145	CODE
LOW	src/infinigen2/graph_json.py	22	CODE
LOW	src/infinigen2/graph_json.py	83	CODE
LOW	src/infinigen2/generate.py	721	CODE
LOW	src/infinigen2/util/hardware_info.py	13	CODE
LOW	src/infinigen2/exporters/imu.py	110	CODE
LOW	src/infinigen2/exporters/imu.py	253	CODE
LOW	src/infinigen2/exporters/util/eevee_aov.py	39	CODE
LOW	src/infinigen2/exporters/util/eevee_aov.py	73	CODE
LOW	src/infinigen2/cameras/rrt.py	237	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	70	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	149	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	264	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	307	CODE
LOW	src/infinigen_examples/generate_asset_demo.py	96	CODE
LOW	src/infinigen_examples/generate_indoors.py	140	CODE
LOW	src/infinigen_examples/generate_material_balls.py	74	CODE
LOW	src/infinigen_examples/generate_material_balls.py	183	CODE
LOW	src/infinigen_examples/generate_nature.py	832	CODE
LOW	src/infinigen_examples/generate_nature.py	959	CODE
LOW	src/infinigen_examples/util/generate_indoors_util.py	121	CODE
LOW	src/infinigen/tools/export.py	511	CODE
LOW	src/infinigen/tools/process_mvs_data.py	163	CODE
LOW	src/infinigen/tools/dataset_loader.py	157	CODE
LOW	src/infinigen/tools/datarelease_toolkit.py	361	CODE
LOW	src/infinigen/tools/results/summarize.py	79	CODE
LOW	src/infinigen/tools/terrain/generate_terrain_assets.py	21	CODE
LOW	src/infinigen/tools/sim/generate_html.py	175	CODE
LOW	src/infinigen/tools/sim/build_html.py	14	CODE
LOW	src/infinigen/tools/sim/vis_mujoco.py	228	CODE
LOW	src/infinigen/core/execute_tasks.py	64	CODE
LOW	src/infinigen/core/execute_tasks.py	180	CODE
LOW	src/infinigen/core/tagging.py	49	CODE
LOW	src/infinigen/core/surface.py	177	CODE
LOW	src/infinigen/core/surface.py	235	CODE
LOW	src/infinigen/core/surface.py	396	CODE
LOW	…nfinigen/core/constraints/evaluator/node_impl/rooms.py	158	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	142	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	198	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	323	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	409	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	583	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	745	CODE
LOW	src/infinigen/core/constraints/reasoning/domain.py	161	CODE
LOW	…en/core/constraints/example_solver/propose_discrete.py	258	CODE
173 more matches not shown…

Over-Commented Block206 hits · 182 pts

Severity	File	Line	Snippet	Context
LOW	tests/infinigen/solver/test_constraint_evaluator.py	261	print("nonaccessibility scores", scores)	COMMENT
LOW	tests/infinigen/solver/test_constraint_evaluator.py	281	# tagging.tag_canonical_surfaces(s)	COMMENT
LOW	tests/infinigen/solver/test_greedy_stages.py	41	# if any(isinstance(r, cl.AnyRelation) for r, _ in v.relations):	COMMENT
LOW	tests/infinigen/assets/list_scatters.txt	1	# infinigen.assets.scatters.coral_reef # too slow for unit tests	COMMENT
LOW	tests/infinigen/assets/list_nature_meshes.txt	1	# infinigen.assets.objects.cactus.KalidiumCactusFactory # slow, fails 120sec timeout	COMMENT
LOW	examples/flying_indoor/sbatch.sh	1	#!/bin/bash	COMMENT
LOW	scripts/integration_v2/prune_archive.py	1	#!/usr/bin/env python3	COMMENT
LOW	src/infinigen2/scenes/placement/__init__.py	1	# Copyright (C) 2026, Princeton University.	COMMENT
LOW	src/infinigen2/exporters/util/flow_vis.py	1	# MIT License	COMMENT
LOW	src/infinigen2/objects/handles.py	1	# Copyright (C) 2026, Princeton University.	COMMENT
LOW	…c/infinigen2/shaders/base_materials/gravel_concrete.py	921		COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	421		COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	441	# if base_height is None:	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	461	# if detail is None:	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	481	# rotation=rotation,	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	501	# rotation: t.SocketOrVal[pf.Vector \| None] = None,	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	521	# base_color = pf.nodes.color.hue_saturation(	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	541	# stretch = pf.random.uniform(rng, 0.7, 1.3)	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	561	# base_color=base_color,	COMMENT
LOW	src/infinigen/tools/results/visualize_traj.py	1	# Code from https://github.com/aharley/pips2	COMMENT
LOW	src/infinigen/tools/sim/vis_mujoco.py	501	if __name__ == "__main__":	COMMENT
LOW	…/core/constraints/example_solver/geometry/stability.py	341	"""	COMMENT
LOW	…/core/constraints/example_solver/geometry/stability.py	361	# fig, ax = plt.subplots()	COMMENT
LOW	…n/core/constraints/example_solver/geometry/validity.py	41	a_poly = project_to_xy_poly(a_mesh)	COMMENT
LOW	src/infinigen/core/util/paths.py	1	# Copyright (c) 2022 Stanford Vision and Learning Lab and UT Robot Perception and Learning Lab	COMMENT
LOW	src/infinigen/core/util/camera.py	61	K = Matrix(((alpha_u, skew, u_0), (0, alpha_v, v_0), (0, 0, 1)))	COMMENT
LOW	src/infinigen/core/util/camera.py	81	R_bcam2cv = Matrix(((1, 0, 0), (0, -1, 0), (0, 0, -1)))	COMMENT
LOW	…rain/source/cpu/meshing/frontview_spherical_mesher.cpp	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	src/infinigen/terrain/source/cpu/meshing/utils.cpp	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	…finigen/terrain/source/cpu/meshing/visibility_test.cpp	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	src/infinigen/terrain/source/cpu/elements/header.h	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	src/infinigen/terrain/source/cpu/elements/header.h	21	#include "../../common/elements/ground.h"	COMMENT
LOW	src/infinigen/terrain/source/cpu/soil_machine/io.h	221	layers.back().frequency = stof(val);	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	461	// vertexpool.indices.clear();	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	481	// }}	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	501	// );	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	521	// top->type	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	541	// top->type	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	561	// */	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	581	// top = top->prev;	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	601	// vertexpool.fill(section, p.x*dim.y+p.y,	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	621	// soils[top->type].color,	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	1	// MIT License	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	21	// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	41	// ;,'.......',:codxkOO0OOkxdlc:;,,;;:cldxxkkxxdolc:;;,,''.....'',;;:::;;,,,'''''........,;cldkO0KK0Okdoc::;;::cloodddoo	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	141	/// Sets seed used for all noise types	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	181		COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	201	}	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	221	}	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	241	/// <summary>	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	281	/// Sets the maximum warp distance from original position when using DomainWarp(...)	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	21	// using namespace glm;	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	41	// float color[4];	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	81	Drawing Command Struct (Extended)	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	101	// uint group; //Group Assignment	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	121	// size_t K = 0; //Number of Vertices per Bucket	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	141	// Vertexpool(int k, int n):Vertexpool(){	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	161	// Raw Vertex Memory Pool Management	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	181	// glBindBuffer(GL_ARRAY_BUFFER, vbo);	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	201		COMMENT
146 more matches not shown…

AI Structural Patterns157 hits · 154 pts

Severity	File	Line	Context
LOW	src/infinigen2/scenes/room/room_surface_features.py	539	CODE
LOW	src/infinigen2/util/camera_projection.py	197	CODE
LOW	src/infinigen2/exporters/render_cycles_clay.py	79	CODE
LOW	src/infinigen2/exporters/render_cycles.py	294	CODE
LOW	src/infinigen2/exporters/render_cycles.py	517	CODE
LOW	src/infinigen2/exporters/render_cycles.py	598	CODE
LOW	src/infinigen2/exporters/render_workbench.py	44	CODE
LOW	src/infinigen2/exporters/imu.py	440	CODE
LOW	src/infinigen2/exporters/render_eevee.py	100	CODE
LOW	src/infinigen2/objects/handles.py	178	CODE
LOW	src/infinigen2/objects/window.py	220	CODE
LOW	src/infinigen2/objects/window.py	692	CODE
LOW	src/infinigen2/objects/bookcase.py	167	CODE
LOW	src/infinigen2/objects/bookcase.py	330	CODE
LOW	src/infinigen2/objects/ceiling_light.py	145	CODE
LOW	src/infinigen2/objects/chair.py	128	CODE
LOW	src/infinigen2/objects/chair.py	213	CODE
LOW	src/infinigen2/objects/chair.py	853	CODE
LOW	src/infinigen2/objects/chair.py	962	CODE
LOW	src/infinigen2/objects/chair.py	1101	CODE
LOW	src/infinigen2/objects/chair.py	1176	CODE
LOW	src/infinigen2/objects/vase.py	331	CODE
LOW	src/infinigen2/objects/lamp.py	422	CODE
LOW	src/infinigen2/objects/storage.py	362	CODE
LOW	src/infinigen2/objects/triangle_shelf.py	712	CODE
LOW	src/infinigen2/objects/sofa.py	627	CODE
LOW	src/infinigen2/objects/flower.py	537	CODE
LOW	src/infinigen2/cameras/monocular.py	111	CODE
LOW	src/infinigen2/cameras/monocular.py	176	CODE
LOW	src/infinigen2/cameras/rrt.py	429	CODE
LOW	src/infinigen2/cameras/random_walk.py	57	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	31	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	248	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	485	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	711	CODE
LOW	src/infinigen2/shaders/base_materials/fabric.py	37	CODE
LOW	src/infinigen2/shaders/base_materials/concrete.py	109	CODE
LOW	src/infinigen2/shaders/base_materials/concrete.py	262	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	34	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	143	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	257	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	579	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	828	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1096	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1292	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1598	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1808	CODE
LOW	src/infinigen2/shaders/base_materials/paint.py	24	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	676	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	713	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1048	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1082	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1220	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1256	CODE
LOW	src/infinigen2/shaders/base_materials/leather.py	50	CODE
LOW	src/infinigen2/shaders/base_materials/leather.py	169	CODE
LOW	src/infinigen2/shaders/base_materials/leather.py	320	CODE
LOW	src/infinigen2/shaders/base_materials/leather.py	366	CODE
LOW	src/infinigen2/shaders/base_materials/leather.py	454	CODE
LOW	src/infinigen2/shaders/base_materials/brick_concrete.py	21	CODE
97 more matches not shown…

Dead Code37 hits · 74 pts

Severity	File	Line	Context
MEDIUM	tests/infinigen2/test_generators.py	139	CODE
MEDIUM	tests/infinigen2/test_generators.py	140	CODE
MEDIUM	tests/infinigen2/test_generators.py	142	CODE
MEDIUM	tests/infinigen2/test_generators.py	148	CODE
MEDIUM	scripts/transpile_v1_to_v2.py	52	CODE
MEDIUM	…infinigen/core/constraints/example_solver/state_def.py	174	CODE
MEDIUM	…infinigen/core/constraints/example_solver/state_def.py	180	CODE
MEDIUM	…infinigen/core/constraints/example_solver/state_def.py	183	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	332	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	334	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	338	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	339	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	340	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	341	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	343	CODE
MEDIUM	…n/core/constraints/example_solver/propose_continous.py	130	CODE
MEDIUM	…n/core/constraints/example_solver/propose_continous.py	131	CODE
MEDIUM	…n/core/constraints/example_solver/propose_continous.py	132	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	575	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	576	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	578	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	585	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	589	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	590	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	592	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	599	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	682	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	683	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	685	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	692	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	696	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	697	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	699	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	706	CODE
MEDIUM	src/infinigen/datagen/monitor_tasks.py	133	CODE
MEDIUM	src/infinigen/datagen/monitor_tasks.py	134	CODE
MEDIUM	src/infinigen/datagen/monitor_tasks.py	135	CODE

Excessive Try-Catch Wrapping59 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/infinigen/sim/test_sim_export.py	128	except Exception as e:	CODE
LOW	docs/source/conf.py	107	except Exception:	CODE
LOW	docs/source/conf.py	129	except Exception:	CODE
LOW	docs/source/conf.py	562	except Exception:	CODE
LOW	docs/source/conf.py	1209	except Exception:	CODE
LOW	scripts/wandb_watch_run.py	520	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	705	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	711	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	720	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	726	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	732	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	737	except Exception as e:	CODE
LOW	scripts/integration_v2/launch_andromeda.py	331	except Exception:	CODE
LOW	scripts/integration_v2/run_and_index.py	91	except Exception:	CODE
LOW	scripts/integration_v2/run_and_index.py	111	except Exception:	CODE
LOW	scripts/integration_v2/compose_pr_comment.py	135	except Exception:	CODE
LOW	scripts/integration_v2/display.py	616	except Exception:	CODE
LOW	scripts/integration_v2/reduce_coverage.py	35	except Exception:	CODE
LOW	scripts/integration_v2/compare.py	56	except Exception:	CODE
LOW	scripts/integration_v2/compare.py	75	except Exception:	CODE
LOW	scripts/integration_v2/compare.py	221	except Exception as e:	CODE
LOW	src/infinigen2/generate.py	307	except Exception as e:	CODE
LOW	src/infinigen2/generate.py	669	except Exception as e:	CODE
LOW	src/infinigen2/exporters/render_cycles.py	252	except Exception as e:	CODE
LOW	src/infinigen2/exporters/imu.py	383	except Exception as e:	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	98	except Exception as e:	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	357	except Exception as e:	CODE
LOW	src/infinigen_examples/generate_material_balls.py	237	except Exception as e:	CODE
MEDIUM	src/infinigen_examples/generate_material_balls.py	74	def build_scene_surface(factory_name, idx):	CODE
LOW⚡	src/infinigen_examples/generate_individual_assets.py	82	except Exception:	CODE
LOW	src/infinigen_examples/generate_individual_assets.py	169	except Exception as e:	CODE
MEDIUM	src/infinigen_examples/generate_individual_assets.py	79	def unified_asset_import(name):	CODE
LOW	src/infinigen/tools/datarelease_toolkit.py	446	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/generate_html.py	59	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/generate_html.py	107	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/generate_html.py	201	except Exception:	CODE
MEDIUM	src/infinigen/tools/sim/generate_html.py	44	def render_mjcf(file):	CODE
MEDIUM	src/infinigen/tools/sim/build_html.py	26	print(f"Error: Path not found: {base_path}")	CODE
LOW	src/infinigen/tools/sim/vis_mujoco.py	94	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/visualizer.py	123	except Exception as e:	CODE
MEDIUM	src/infinigen/tools/sim/visualizer.py	124	print(f"Error rendering asset {args.asset_name} with seed {seed}: {e}")	CODE
LOW	src/infinigen/core/init.py	220	except Exception as e:	CODE
LOW	src/infinigen/core/init.py	328	except Exception as e:	CODE
LOW	…inigen/core/constraints/example_solver/room/segment.py	67	except Exception:	CODE
LOW	src/infinigen/core/util/imu.py	357	except Exception as e:	CODE
LOW	src/infinigen/core/rendering/render.py	280	except Exception as e:	CODE
LOW	src/infinigen/core/rendering/render.py	300	except Exception as e:	CODE
LOW	src/infinigen/core/sim/utils.py	267	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	275	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	295	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	339	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	361	except Exception:	CODE
LOW	src/infinigen/core/placement/path_finding.py	171	except Exception:	CODE
LOW	src/infinigen/assets/sim_objects/soap_dispenser.py	1602	except Exception:	CODE
LOW	src/infinigen/assets/objects/trees/utils/helper.py	22	except Exception: # TODO narrow	CODE
LOW⚡	src/infinigen/assets/utils/shapes.py	54	except Exception: # TODO narrow this	CODE
LOW⚡	src/infinigen/assets/utils/shapes.py	59	except Exception: # TODO narrow this	CODE
LOW	src/infinigen/datagen/manage_jobs.py	96	except Exception as e:	CODE
LOW	src/infinigen/datagen/states.py	50	except Exception as e:	CODE

Self-Referential Comments18 hits · 49 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/infinigen2/exporters/test_lighting_passes.py	28	# Create a pure emission red material	COMMENT
MEDIUM	tests/infinigen/solver/test_constraint_evaluator.py	429	# Create a complex object that may result in a multipolygon projection	COMMENT
MEDIUM	src/infinigen/tools/perceptual/create_pairs.py	34	# Create a new image with the combined width plus the strip width and the max height	COMMENT
MEDIUM	src/infinigen/tools/perceptual/create_pairs.py	94	# Create a new image with the max width and the combined height	COMMENT
MEDIUM	src/infinigen/tools/perceptual/create_pairs.py	176	# Creating a unique filename for the merged image	COMMENT
MEDIUM	src/infinigen/core/surface.py	443	if ng is None: # Create a unique node_group for the first one only	CODE
MEDIUM	…re/constraints/evaluator/node_impl/trimesh_geometry.py	459	# Create a grid over the bounding box	COMMENT
MEDIUM	…/core/constraints/example_solver/geometry/stability.py	303	# Create a bmesh from the object mesh	COMMENT
MEDIUM	…inigen/core/constraints/example_solver/geometry/dof.py	36	# Create a matrix that restricts movement along the normal direction	COMMENT
MEDIUM	src/infinigen/core/placement/camera.py	263	# Define the radius of the circle	COMMENT
MEDIUM	src/infinigen/assets/sim_objects/pepper_grinder.py	1514	# Create the modifier and then randomize the FloatCurve mapping per instance	COMMENT
MEDIUM	…/infinigen/assets/objects/trees/utils/geometrynodes.py	991	# Create a sphere	STRING
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	928	# Define the Pinna Contour of each Version	COMMENT
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	935	# Define the Num Leaf of each Version	COMMENT
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	1063	# Define the Pinna Contour of each Version	COMMENT
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	1070	# Define the Num Leaf of each Version	COMMENT
MEDIUM	…/infinigen/assets/objects/elements/doors/dev_script.py	10	# Create a blender file at module_parent_path/worldgen/dev_scene.blend	STRING
MEDIUM	src/infinigen/assets/objects/creatures/util/creature.py	290	# Create a joining part if necessary	COMMENT

Cross-Language Confusion7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/view_trace_graph.py	659	if (e.target.dataset.cat \|\| ln === 'nodeSize' \|\| ln === 'edgeWidth') applyVisuals();	CODE
HIGH	scripts/view_trace_graph.py	678	html += '<div class="field-value">' + JSON.stringify(val, null, 2) + '</div></div>';	CODE
HIGH	scripts/view_trace_graph.py	721	if (n.data('chosen_idx') !== undefined) {	CODE
HIGH	scripts/view_trace_graph.py	748	if (gc !== undefined) {	CODE
HIGH	scripts/view_trace_graph.py	757	queue.push(src.id());	CODE
HIGH	scripts/view_trace_graph.py	775	if (gc === undefined) return;	CODE
HIGH	scripts/view_trace_graph.py	785	var parentGc = null;	CODE

Redundant / Tautological Comments16 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen2/exporters/util/eevee_aov.py	53	# Check if AOV already exists	COMMENT
LOW	src/infinigen2/exporters/util/eevee_aov.py	154	# Check if already exists	COMMENT
LOW	src/infinigen2/exporters/util/eevee_aov.py	191	# Check if already exists	COMMENT
LOW	src/infinigen/tools/sim/vis_mujoco.py	463	# Set visibility to highlight this joint's parent/child	COMMENT
LOW	src/infinigen/core/constraints/evaluator/indoor_util.py	189	# Check if all vertices lie on the plane defined by the reference vertex and the global normal	COMMENT
LOW	src/infinigen/core/constraints/evaluator/indoor_util.py	204	# # Check if the objects are planar	COMMENT
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	376	# Check if point is reached	COMMENT
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	381	# Check if any intersection is close to the point	COMMENT
LOW	…gen/core/constraints/example_solver/geometry/planes.py	49	# Check if mesh has been modified or planes have not been computed before for this object and face_mask	COMMENT
LOW	…gen/core/constraints/example_solver/geometry/planes.py	289	# Check if the mesh has been modified since last calculation or if the face mask has changed	COMMENT
LOW	…inigen/core/constraints/example_solver/geometry/dof.py	165	# Check if rotation axis is the same as the reference normal (with some tolerance)	COMMENT
LOW	…inigen/core/constraints/example_solver/geometry/dof.py	240	# Check if the solution is valid	COMMENT
LOW	…infinigen/core/constraints/constraint_language/util.py	228	# Check if all vertices lie on the plane defined by the reference vertex and the global normal	COMMENT
LOW	…infinigen/core/constraints/constraint_language/util.py	243	# # Check if the objects are planar	COMMENT
LOW	src/infinigen/terrain/mesher/_marching_cubes_lewiner.py	200	# Check if a mask array is passed	COMMENT
LOW	src/infinigen/assets/static_assets/base.py	72	# Check if these objects form a tree structure	COMMENT

Decorative Section Separators5 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/infinigen/core/util/camera.py	15	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	src/infinigen/core/util/camera.py	17	# ---------------------------------------------------------------	COMMENT
MEDIUM	src/infinigen/core/util/camera.py	120	# ----------------------------------------------------------	COMMENT
MEDIUM	src/infinigen/assets/objects/trees/utils/helper.py	209	# ==============================================================================	COMMENT
MEDIUM	src/infinigen/assets/objects/trees/utils/helper.py	211	# ==============================================================================	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	scripts/integration_v1/manual_integration_check.py	convert a timedelta object td to a string in hh:mm:ss format.	STRING
HIGH	scripts/integration_v1/compare.py	convert a timedelta object td to a string in hh:mm:ss format.	STRING
HIGH	src/infinigen/tools/indoor_profile.py	convert a timedelta object td to a string in hh:mm:ss format.	STRING

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/infinigen/sim/test_sim_export.py	114	# Step 1: Verify names	COMMENT
LOW⚡	tests/infinigen/sim/test_sim_export.py	121	# Step 2: Verify compilation (this should fail for cases like Mj.minValue)	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	356	# Step 1: Check if their bounding volumes overlap	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	361	# Step 2: Check if at least one vertex of obj1 is inside obj2	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	367	# Step 3: Check if at least one vertex of obj2 is inside obj1	COMMENT

Structural Annotation Overuse5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/infinigen/sim/test_sim_export.py	114	# Step 1: Verify names	COMMENT
LOW⚡	tests/infinigen/sim/test_sim_export.py	121	# Step 2: Verify compilation (this should fail for cases like Mj.minValue)	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	356	# Step 1: Check if their bounding volumes overlap	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	361	# Step 2: Check if at least one vertex of obj1 is inside obj2	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	367	# Step 3: Check if at least one vertex of obj2 is inside obj1	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…finigen/terrain/mesher/_marching_cubes_lewiner_luts.py	4	# therefore to make seamless stiched mesh	COMMENT
MEDIUM	src/infinigen/terrain/mesher/_marching_cubes_lewiner.py	4	# therefore to make seamless stiched mesh	COMMENT
MEDIUM	…inigen/assets/objects/creatures/util/animation/idle.py	72	# TODO: Restructure to make detecting this more robust	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/source/ImplementingAssets.md	145	- `assets/flower.py` uses mostly auto-generated code from transpiling a hand-designed geometry node-graph.	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen/assets/objects/cloud/generate.py	110	return butil.spawn_empty("placeholder", disp_type="CUBE", s=self.max_scale)	CODE
LOW	src/infinigen/assets/objects/rocks/pile.py	55	empty = butil.spawn_empty("placeholder", disp_type="CUBE", s=8)	CODE
LOW	src/infinigen/assets/objects/rocks/pile.py	58	empty_ = butil.spawn_empty("placeholder", disp_type="CUBE", s=8)	CODE
LOW	src/infinigen/assets/objects/rocks/glowing_rocks.py	71	placeholder = butil.spawn_empty("placeholder", disp_type="SPHERE", s=0.1)	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen/tools/perceptual/create_submission.py	41	# Example usage	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen/datagen/manage_jobs.py	405	def run_task(queue_func, scene_folder, scene_dict, taskname, dryrun=False):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings