ManimCommunity/manim

17.0

Adjusted Score

17.0

Raw Score

100%

Time Factor

2026-08-26

Last Push

40.5K

Stars

Python

Language

101.1K

Lines of Code

410

Files

1.6K

Pattern Hits

2026-08-29

Scan Date

0.02

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 1HIGH 8MEDIUM 60LOW 1540

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 1609 distinct pattern matches across 18 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 Identifiers722 hits · 699 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_linear_transformation_scene.py	6	def test_ghost_vectors_len_and_types():	CODE
LOW	tests/test_camera.py	6	def test_movingcamera_auto_zoom():	CODE
LOW	tests/conftest.py	57	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/test_release_script.py	9	def test_merge_changelog_preserves_edits_but_uses_generated_categories():	CODE
LOW	tests/test_release_script.py	45	def test_merge_changelog_keeps_release_and_contributor_entries_separate():	STRING
LOW	tests/test_release_script.py	78	def test_include_extra_pull_requests_adds_other_changes_category(monkeypatch):	STRING
LOW	tests/test_release_script.py	103	def test_include_extra_pull_requests_skips_existing_pr(monkeypatch):	STRING
LOW	tests/test_release_script.py	117	def test_merge_changelog_without_matching_entries_is_unchanged():	STRING
LOW	tests/test_release_script.py	126	def test_format_github_release_notes_removes_docs_metadata_and_converts_roles():	STRING
LOW	tests/assert_utils.py	109	def assert_shallow_dict_compare(a: dict, b: dict, message_start: str) -> None:	CODE
LOW	tests/test_config.py	40	def test_tempconfig_restores_renderer_class_bases(config):	CODE
LOW	tests/test_config.py	60	def test_resolve_file_extensions(config, format, expected_file_extension):	CODE
LOW	tests/test_config.py	91	def test_transparent_by_background_opacity(config, dry_run):	CODE
LOW	tests/test_config.py	227	def test_dry_run_with_png_format(config, dry_run):	CODE
LOW	tests/test_config.py	236	def test_dry_run_with_png_format_skipped_animations(config, dry_run):	CODE
LOW	tests/test_config.py	263	def test_from_to_animations_only_first_animation(config):	STRING
LOW	tests/interface/test_commands.py	28	def test_manim_cfg_subcommand():	CODE
LOW	tests/interface/test_commands.py	52	def test_manim_plugins_subcommand():	STRING
LOW	tests/interface/test_commands.py	72	def test_manim_checkhealth_subcommand():	STRING
LOW	tests/interface/test_commands.py	84	def test_manim_checkhealth_failing_subcommand():	STRING
LOW	tests/interface/test_commands.py	103	def test_manim_init_subcommand():	STRING
LOW	tests/test_scene_rendering/simple_scenes.py	75	def increment_mobject_update_count(mob, dt):	CODE
LOW	tests/test_scene_rendering/simple_scenes.py	78	def increment_scene_update_count(dt):	CODE
LOW	tests/test_scene_rendering/conftest.py	46	def force_window_config_write_to_movie(config):	CODE
LOW	tests/test_scene_rendering/test_file_writer.py	151	def test_scene_with_non_raw_or_wav_audio(config, manim_caplog):	CODE
LOW	tests/test_scene_rendering/test_file_writer.py	163	def test_unicode_partial_movie(config, tmpdir, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_file_writer.py	197	def test_clean_cache_ignores_hidden_files(config, tmp_path):	CODE
LOW	tests/test_scene_rendering/test_file_writer.py	225	def test_flush_cache_directory_ignores_hidden_files(config, tmp_path):	CODE
LOW	tests/test_scene_rendering/test_file_writer.py	243	def test_clean_cache_tolerates_vanishing_files(config, tmp_path, monkeypatch):	CODE
LOW	tests/test_scene_rendering/test_file_writer.py	264	def test_clean_cache_does_not_evict_for_vanished_file(config, tmp_path, monkeypatch):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	45	def test_t_values_with_skip_animations(using_temp_config, disabling_caching):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	58	def test_static_wait_detection(using_temp_config, disabling_caching):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	67	def test_non_static_wait_detection(using_temp_config, disabling_caching):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	78	def test_wait_with_stop_condition(using_temp_config, disabling_caching):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	101	def test_t_values_with_cached_data(using_temp_config):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	115	def test_t_values_save_last_frame(config, using_temp_config):	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	124	def test_animate_with_changed_custom_attribute(using_temp_config):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	23	def test_basic_scene_with_default_values(tmp_path, manim_cfg_file, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	119	def test_s_flag_no_animations(tmp_path, manim_cfg_file, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	167	def test_s_flag_opengl_renderer(tmp_path, manim_cfg_file, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	281	def test_custom_output_name_gif(tmp_path, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	455	def test_videos_not_created_when_png_format_set(	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	493	def test_images_are_created_when_png_format_set(	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	520	def test_images_are_created_when_png_format_set_for_opengl(	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	549	def test_images_are_zero_padded_when_zero_pad_set(	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	583	def test_images_are_zero_padded_when_zero_pad_set_for_opengl(	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	653	def test_default_format_output_for_transparent_flag(	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	690	def test_mov_can_be_set_as_output_format(tmp_path, manim_cfg_file, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	724	def test_reproducible_animation(tmp_path: Path, manim_cfg_file, simple_scenes_path):	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	795	def test_dry_run_via_config_file_no_output(tmp_path, simple_scenes_path):	STRING
LOW	tests/test_scene_rendering/test_cairo_renderer.py	24	def test_skipping_status_with_from_to_and_up_to(using_temp_config, disabling_caching):	CODE
LOW	tests/test_scene_rendering/test_cairo_renderer.py	42	def test_when_animation_is_cached(using_temp_config):	CODE
LOW	tests/test_scene_rendering/test_cairo_renderer.py	66	def test_hash_logic_is_not_called_when_caching_is_disabled(	CODE
LOW	tests/test_scene_rendering/test_cairo_renderer.py	77	def test_hash_logic_is_called_when_caching_is_enabled(using_temp_config):	CODE
LOW	tests/test_scene_rendering/test_parallel_encoding.py	73	def test_parallel_encoding_cache_behavior(tmp_path):	STRING
LOW	tests/test_scene_rendering/test_parallel_encoding.py	104	def test_no_encoder_threads_survive_render(config, tmp_path):	STRING
LOW	tests/test_scene_rendering/test_parallel_encoding.py	163	def test_encode_failure_propagates_and_drains_bounded_queue(	STRING
LOW	tests/test_scene_rendering/test_parallel_encoding.py	199	def test_flush_failure_propagates_and_closes_container(	STRING
LOW	tests/test_scene_rendering/test_parallel_encoding.py	223	def test_close_failure_propagates_after_close_attempt(	STRING
LOW	tests/test_scene_rendering/test_parallel_encoding.py	242	def test_encode_failure_precedes_close_failure_and_removes_partial(	STRING
662 more matches not shown…

Unused Imports477 hits · 440 pts

Severity	File	Line	Context
LOW	tests/test_ipython_magic.py	1	CODE
LOW	tests/test_camera.py	1	CODE
LOW	tests/conftest.py	1	CODE
LOW	tests/assert_utils.py	1	CODE
LOW	tests/test_config.py	1	CODE
LOW	tests/template_generate_graphical_units_data.py	1	CODE
LOW	tests/template_generate_graphical_units_data.py	3	CODE
LOW	tests/interface/test_commands.py	1	CODE
LOW	tests/test_scene_rendering/infallible_scenes.py	1	CODE
LOW	tests/test_scene_rendering/simple_scenes.py	1	CODE
LOW	tests/test_scene_rendering/simple_scenes.py	5	CODE
LOW	tests/test_scene_rendering/conftest.py	1	CODE
LOW	tests/test_scene_rendering/test_play_logic.py	1	CODE
LOW	tests/test_scene_rendering/test_caching_related.py	1	CODE
LOW	tests/test_scene_rendering/test_caching_related.py	9	CODE
LOW	tests/test_scene_rendering/test_sections.py	1	CODE
LOW	tests/test_scene_rendering/test_cli_flags.py	1	CODE
LOW	tests/test_scene_rendering/test_cairo_renderer.py	1	CODE
LOW	tests/test_scene_rendering/test_cairo_renderer.py	7	CODE
LOW	tests/test_scene_rendering/test_cairo_renderer.py	10	CODE
LOW	tests/test_scene_rendering/test_parallel_encoding.py	1	CODE
LOW	…s/test_scene_rendering/opengl/test_cli_flags_opengl.py	1	CODE
LOW	…/test_scene_rendering/opengl/test_play_logic_opengl.py	1	CODE
LOW	…ts/test_scene_rendering/opengl/test_opengl_renderer.py	1	CODE
LOW	…ts/test_scene_rendering/opengl/test_opengl_renderer.py	11	CODE
LOW	…_scene_rendering/opengl/test_caching_related_opengl.py	1	CODE
LOW	tests/module/test_manager.py	1	CODE
LOW	tests/module/animation/test_transform.py	1	CODE
LOW	tests/module/animation/test_animate.py	1	CODE
LOW	tests/module/animation/test_animation.py	1	CODE
LOW	tests/module/animation/test_creation.py	1	CODE
LOW	tests/module/animation/test_composition.py	1	CODE
LOW	tests/module/animation/test_updaters.py	1	CODE
LOW	tests/module/animation/test_override_animation.py	1	CODE
LOW	tests/module/utils/test_deprecation.py	1	CODE
LOW	tests/module/utils/test_manim_color.py	1	CODE
LOW	tests/module/utils/test_file_ops.py	1	CODE
LOW	tests/module/utils/test_file_ops.py	5	CODE
LOW	tests/module/utils/test_file_ops.py	7	CODE
LOW	tests/module/utils/test_qhull.py	1	CODE
LOW	tests/module/utils/test_color_helpers.py	1	CODE
LOW	tests/module/utils/test_units.py	1	CODE
LOW	tests/module/utils/test_color.py	1	CODE
LOW	tests/module/utils/test_hashing.py	1	CODE
LOW	tests/module/utils/test_space_ops.py	1	CODE
LOW	tests/module/utils/test_space_ops.py	6	CODE
LOW	tests/module/utils/test_bezier.py	1	CODE
LOW	tests/module/scene/test_auto_zoom.py	1	CODE
LOW	tests/module/scene/test_auto_zoom.py	3	CODE
LOW	tests/module/scene/test_sound.py	1	CODE
LOW	tests/module/scene/test_scene.py	1	CODE
LOW	tests/module/mobject/test_boolean_ops.py	1	CODE
LOW	tests/module/mobject/test_table.py	3	CODE
LOW	tests/module/mobject/test_matrix.py	1	CODE
LOW	tests/module/mobject/test_value_tracker.py	1	CODE
LOW	tests/module/mobject/test_graph.py	1	CODE
LOW	tests/module/mobject/svg/test_svg_mobject.py	1	CODE
LOW	tests/module/mobject/svg/test_svg_mobject.py	5	CODE
LOW	…module/mobject/types/vectorized_mobject/test_stroke.py	1	CODE
LOW	tests/module/mobject/graphing/test_coordinate_system.py	1	CODE
417 more matches not shown…

Modern Structural Boilerplate193 hits · 193 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_scene_rendering/simple_scenes.py	7	__all__ = [	CODE
LOW	tests/module/mobject/geometry/test_unit_geometry.py	28	logger = logging.getLogger(__name__)	CODE
LOW	manim/constants.py	14	__all__ = [	CODE
LOW	manim/typing.py	35	__all__ = [	CODE
LOW	manim/manager.py	24	__all__ = ["Manager"]	CODE
LOW	manim/renderer/cairo_renderer.py	21	__all__ = ["CairoRenderer"]	CODE
LOW	manim/renderer/cairo_renderer.py	245	def update_skipping_status(self) -> None:	CODE
LOW	manim/renderer/shader.py	31	__all__ = [	CODE
LOW	manim/renderer/shader.py	327	def set_uniforms(self, renderer: OpenGLRenderer) -> None:	CODE
LOW	manim/renderer/shader.py	421	def set_uniform(self, name: str, value: Any) -> None:	CODE
LOW	manim/renderer/opengl_renderer_window.py	15	__all__ = ["Window"]	CODE
LOW	manim/renderer/vectorized_mobject_rendering.py	20	__all__ = [	CODE
LOW	manim/renderer/shader_wrapper.py	23	__all__ = ["ShaderWrapper"]	CODE
LOW	manim/renderer/opengl_renderer.py	65	__all__ = ["OpenGLCamera", "OpenGLRenderer"]	CODE
LOW	manim/renderer/opengl_renderer.py	788	def update_skipping_status(self) -> None:	CODE
LOW	manim/renderer/opengl_renderer.py	919	def update_frame(self, scene: Scene) -> None:	CODE
LOW	manim/plugins/__init__.py	6	__all__ = [	CODE
LOW	manim/plugins/plugins_flags.py	10	__all__ = ["list_plugins"]	CODE
LOW	manim/camera/moving_camera.py	10	__all__ = ["MovingCamera"]	CODE
LOW	manim/camera/three_d_camera.py	5	__all__ = ["ThreeDCamera"]	CODE
LOW⚡	manim/camera/three_d_camera.py	218	def set_phi(self, value: float) -> None:	CODE
LOW⚡	manim/camera/three_d_camera.py	228	def set_theta(self, value: float) -> None:	CODE
LOW⚡	manim/camera/three_d_camera.py	238	def set_focal_distance(self, value: float) -> None:	CODE
LOW⚡	manim/camera/three_d_camera.py	248	def set_gamma(self, value: float) -> None:	CODE
LOW⚡	manim/camera/three_d_camera.py	258	def set_zoom(self, value: float) -> None:	CODE
LOW	manim/camera/multi_camera.py	5	__all__ = ["MultiCamera"]	CODE
LOW	manim/camera/multi_camera.py	62	def update_sub_cameras(self) -> None:	CODE
LOW	manim/camera/camera.py	5	__all__ = ["Camera", "BackgroundColoredVMobjectDisplayer"]	CODE
LOW	manim/camera/camera.py	443	def set_frame_to_background(self, background: PixelArray) -> None:	CODE
LOW	manim/camera/mapping_camera.py	5	__all__ = ["MappingCamera", "OldMultiCamera", "SplitScreenCamera"]	CODE
LOW	manim/animation/speedmodifier.py	20	__all__ = ["ChangeSpeed"]	CODE
LOW	manim/animation/speedmodifier.py	282	def update_mobjects(self, dt: float) -> None:	CODE
LOW	manim/animation/speedmodifier.py	295	def _setup_scene(self, scene) -> None:	CODE
LOW	manim/animation/creation.py	60	__all__ = [	STRING
LOW	manim/animation/creation.py	537	def update_submobject_list(self, index: int) -> None:	STRING
LOW	manim/animation/creation.py	645	def update_submobject_list(self, index: int) -> None:	CODE
LOW	manim/animation/creation.py	767	def update_submobject_list(self, index: int) -> None:	CODE
LOW	manim/animation/transform_matching_parts.py	5	__all__ = ["TransformMatchingShapes", "TransformMatchingTex"]	CODE
LOW	manim/animation/numbers.py	5	__all__ = ["ChangingDecimal", "ChangeDecimalToValue"]	CODE
LOW	manim/animation/movement.py	5	__all__ = [	CODE
LOW	manim/animation/animation.py	14	__all__ = ["Animation", "Wait", "Add", "override_animation"]	CODE
LOW	manim/animation/animation.py	244	def _setup_scene(self, scene: Scene) -> None:	CODE
LOW	manim/animation/animation.py	289	def update_mobjects(self, dt: float) -> None:	CODE
LOW	manim/animation/animation.py	503	def set_default(cls, **kwargs) -> None:	CODE
LOW	manim/animation/animation.py	634	def update_mobjects(self, dt: float) -> None:	STRING
LOW	manim/animation/animation.py	718	def update_mobjects(self, dt: float) -> None:	STRING
LOW	manim/animation/specialized.py	3	__all__ = ["Broadcast"]	CODE
LOW	manim/animation/transform.py	5	__all__ = [	CODE
LOW	manim/animation/indication.py	30	__all__ = [	CODE
LOW	manim/animation/composition.py	24	__all__ = ["AnimationGroup", "Succession", "LaggedStart", "LaggedStartMap"]	CODE
LOW	manim/animation/composition.py	98	def _setup_scene(self, scene: Scene) -> None:	CODE
LOW	manim/animation/composition.py	117	def update_mobjects(self, dt: float) -> None:	CODE
LOW⚡	manim/animation/composition.py	250	def update_mobjects(self, dt: float) -> None:	CODE
LOW⚡	manim/animation/composition.py	254	def _setup_scene(self, scene: Scene \| None) -> None:	CODE
LOW⚡	manim/animation/composition.py	264	def update_active_animation(self, index: int) -> None:	CODE
LOW	manim/animation/changing.py	5	__all__ = ["AnimatedBoundary", "TracedPath"]	CODE
LOW	manim/animation/changing.py	67	def update_boundary_copies(self, dt: float) -> None:	CODE
LOW	manim/animation/changing.py	161	def update_path(self, mob: Mobject, dt: float) -> None:	CODE
LOW	manim/animation/rotation.py	5	__all__ = ["Rotating", "Rotate"]	CODE
LOW	manim/animation/growing.py	26	__all__ = [	CODE
133 more matches not shown…

Decorative Section Separators39 hits · 144 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/module/utils/test_color_helpers.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	122	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	124	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	146	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	165	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	167	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	183	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	202	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	239	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/utils/test_color_helpers.py	241	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/module/utils/test_color_helpers.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/module/utils/test_color_helpers.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/mobject/text/test_texmobject.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/module/mobject/text/test_texmobject.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	manim/utils/tex_templates.py	153	# -----------------------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/bench_lissajous.py	26	# ─── Helper functions (from functions.py) ─────────────────────────────────────	COMMENT
MEDIUM	benchmarks/bench_lissajous.py	63	# ─── Custom mobjects (from mobjects.py) ───────────────────────────────────────	COMMENT
MEDIUM	benchmarks/bench_lissajous.py	124	# ─── Scene (from scenes.py) ──────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/bench_lissajous.py	395	# ─── Benchmark runner ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/release.py	50	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	52	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	66	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	68	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	206	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	208	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	242	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	244	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	500	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	502	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	537	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	539	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	779	# =============================================================================	COMMENT
MEDIUM	scripts/release.py	781	# =============================================================================	COMMENT

Deep Nesting49 hits · 46 pts

Severity	File	Line	Context
LOW	manim/renderer/shader.py	380	CODE
LOW	manim/renderer/opengl_renderer_window.py	115	CODE
LOW	manim/utils/deprecation.py	264	CODE
LOW	manim/utils/deprecation.py	483	CODE
LOW	manim/utils/bezier.py	716	CODE
LOW	manim/utils/bezier.py	1967	CODE
LOW	manim/utils/file_ops.py	195	CODE
LOW	manim/utils/qhull.py	188	CODE
LOW	manim/utils/hashing.py	243	CODE
LOW	manim/utils/tex_file_writing.py	118	CODE
LOW	manim/utils/color/core.py	163	CODE
LOW	manim/utils/docbuild/autoaliasattr_directive.py	100	CODE
LOW	manim/utils/docbuild/module_parsing.py	62	CODE
LOW	manim/cli/init/commands.py	100	CODE
LOW	manim/cli/render/commands.py	72	CODE
LOW	manim/cli/cfg/group.py	167	CODE
LOW	manim/scene/three_d_scene.py	211	CODE
LOW	manim/scene/scene_file_writer.py	826	CODE
LOW	manim/scene/scene_file_writer.py	932	CODE
LOW	manim/scene/scene.py	1363	CODE
LOW	manim/scene/scene.py	1473	CODE
LOW	manim/scene/scene.py	1597	CODE
LOW	manim/mobject/vector_field.py	727	CODE
LOW	manim/mobject/graph.py	319	CODE
LOW	manim/mobject/svg/svg_mobject.py	266	CODE
LOW	manim/mobject/svg/svg_mobject.py	324	CODE
LOW	manim/mobject/svg/svg_mobject.py	575	CODE
LOW	manim/mobject/types/vectorized_mobject.py	2255	CODE
LOW	manim/mobject/types/vectorized_mobject.py	2931	CODE
LOW	manim/mobject/three_d/three_dimensions.py	234	CODE
LOW	manim/mobject/three_d/polyhedra.py	430	CODE
LOW	manim/mobject/graphing/number_line.py	569	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	640	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	1189	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	3214	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	3334	CODE
LOW	manim/mobject/geometry/boolean_ops.py	63	CODE
LOW	manim/mobject/geometry/boolean_ops.py	112	CODE
LOW	manim/mobject/text/text_mobject.py	179	CODE
LOW	manim/mobject/text/text_mobject.py	448	CODE
LOW	manim/mobject/text/text_mobject.py	767	CODE
LOW	manim/mobject/text/text_mobject.py	1180	CODE
LOW	manim/mobject/text/typst_mobject.py	688	CODE
LOW	manim/mobject/text/tex_mobject.py	351	CODE
LOW	manim/mobject/text/tex_mobject.py	465	CODE
LOW	manim/mobject/opengl/opengl_surface.py	300	CODE
LOW	manim/mobject/opengl/opengl_mobject.py	2590	CODE
LOW	manim/mobject/opengl/opengl_vectorized_mobject.py	634	CODE
LOW	.github/scripts/ci_build_cairo.py	112	CODE

AI Structural Patterns45 hits · 42 pts

Severity	File	Line	Context
LOW	manim/renderer/opengl_renderer.py	95	CODE
LOW	manim/camera/three_d_camera.py	40	CODE
LOW	manim/camera/camera.py	83	CODE
LOW	manim/animation/creation.py	606	CODE
LOW	manim/animation/animation.py	128	CODE
LOW	manim/animation/specialized.py	52	CODE
LOW	manim/animation/indication.py	613	CODE
LOW	manim/utils/bezier.py	2050	CODE
LOW	manim/utils/config_ops.py	72	CODE
LOW	manim/scene/zoomed_scene.py	76	CODE
LOW	manim/scene/vector_space_scene.py	642	CODE
LOW	manim/mobject/matrix.py	165	CODE
LOW	manim/mobject/vector_field.py	553	CODE
LOW	manim/mobject/vector_field.py	727	CODE
LOW	manim/mobject/graph.py	567	CODE
LOW	manim/mobject/table.py	192	CODE
LOW	manim/mobject/mobject.py	2638	CODE
LOW	manim/mobject/svg/svg_mobject.py	97	CODE
LOW	manim/mobject/types/vectorized_mobject.py	109	CODE
LOW	manim/mobject/types/vectorized_mobject.py	396	CODE
LOW	manim/mobject/three_d/three_dimensions.py	113	CODE
LOW	manim/mobject/graphing/number_line.py	141	CODE
LOW	manim/mobject/graphing/probability.py	274	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	1189	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	1612	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	1931	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	2446	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	2761	CODE
LOW	manim/mobject/graphing/coordinate_systems.py	3032	CODE
LOW	manim/mobject/graphing/scale.py	173	CODE
LOW	manim/mobject/geometry/line.py	981	CODE
LOW	manim/mobject/text/text_mobject.py	448	CODE
LOW	manim/mobject/text/text_mobject.py	1180	CODE
LOW	manim/mobject/text/typst_mobject.py	218	CODE
LOW	manim/mobject/text/numbers.py	83	CODE
LOW	manim/mobject/text/tex_mobject.py	57	CODE
LOW	manim/mobject/text/tex_mobject.py	133	CODE
LOW	manim/mobject/text/code_mobject.py	172	CODE
LOW	manim/mobject/opengl/opengl_geometry.py	670	CODE
LOW	manim/mobject/opengl/opengl_surface.py	68	CODE
LOW	manim/mobject/opengl/opengl_mobject.py	152	CODE
LOW	manim/mobject/opengl/opengl_mobject.py	1067	CODE
LOW	manim/mobject/opengl/opengl_vectorized_mobject.py	95	CODE
LOW	manim/mobject/opengl/opengl_vectorized_mobject.py	296	CODE
LOW	benchmarks/bench_lissajous.py	136	CODE

Self-Referential Comments19 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/module/animation/test_updaters.py	9	# Create a simple mobject and animation	COMMENT
MEDIUM	tests/module/mobject/mobject/test_mobject.py	254	# Define a rotation matrix (90 degrees rotation around z-axis)	COMMENT
MEDIUM	tests/test_logging/basic_scenes_write_stuff.py	5	# This module is used in the CLI tests in tests_CLi.py.	COMMENT
MEDIUM	tests/test_logging/basic_scenes_square_to_circle.py	5	# This module is used in the CLI tests in tests_CLi.py.	COMMENT
MEDIUM	tests/test_logging/basic_scenes_error.py	5	# This module is intended to raise an error.	COMMENT
MEDIUM	manim/renderer/cairo_renderer.py	246	"""This method is used internally to check if the current	STRING
MEDIUM	manim/utils/hashing.py	244	"""This method is used to serialize objects to JSON format.	STRING
MEDIUM	manim/utils/color/core.py	273	"""This function is used as a proxy for constructing a color with an internal	STRING
MEDIUM	manim/utils/color/core.py	785	"""This method is intended to be overwritten by custom color space classes	STRING
MEDIUM	manim/utils/color/core.py	961	"""This method is currently not implemented. Refer to :func:`color_gradient` for	STRING
MEDIUM	manim/utils/testing/frames_comparison.py	252	# Create the directory if not existing.	COMMENT
MEDIUM	manim/scene/zoomed_scene.py	111	"""This method is used internally by Manim to	STRING
MEDIUM	manim/scene/zoomed_scene.py	140	"""This method is used to activate the zooming for the zoomed_camera.	STRING
MEDIUM	manim/scene/scene_file_writer.py	839	fp.write("# This file is used internally by FFMPEG.\n")	CODE
MEDIUM	manim/mobject/graph.py	332	# The following code is SageMath's tree layout implementation, taken from	COMMENT
MEDIUM	manim/mobject/svg/svg_mobject.py	202	# Create a temporary svg file to dump modified svg to be parsed	COMMENT
MEDIUM	manim/mobject/types/vectorized_mobject.py	1868	# Create a null path at the very end	STRING
MEDIUM	manim/mobject/opengl/opengl_vectorized_mobject.py	1242	# Create a null path at the very end	COMMENT
MEDIUM	example_scenes/customtex.py	25	# Create a new template	COMMENT

Excessive Try-Catch Wrapping23 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	19	except Exception as e:	CODE
MEDIUM	tests/conftest.py	14	def pytest_report_header(config):	CODE
LOW	manim/renderer/opengl_renderer.py	553	except Exception:	CODE
LOW	manim/utils/rate_functions.py	37	except Exception: # because functions `not_quite_there`, `function squish_rate_func` are not wor	STRING
LOW	manim/utils/module_ops.py	43	except Exception as e:	CODE
LOW	manim/utils/testing/frames_comparison.py	123	except Exception:	CODE
LOW	manim/utils/docbuild/manim_directive.py	310	except Exception as e:	STRING
LOW	manim/cli/render/render_options.py	54	except Exception:	CODE
LOW	manim/cli/render/render_options.py	59	except Exception:	CODE
LOW	manim/cli/render/render_options.py	98	except Exception:	CODE
LOW	manim/cli/render/global_options.py	49	except Exception:	CODE
LOW	manim/cli/render/commands.py	120	except Exception:	CODE
LOW	manim/cli/render/commands.py	131	except Exception:	CODE
LOW	manim/cli/render/commands.py	154	except Exception:	CODE
LOW	manim/scene/three_d_scene.py	137	except Exception as e:	CODE
LOW	manim/scene/three_d_scene.py	155	except Exception as e:	CODE
LOW	manim/mobject/svg/svg_mobject.py	289	except Exception:	CODE
LOW	manim/mobject/svg/svg_mobject.py	319	except Exception as e:	CODE
LOW	manim/mobject/geometry/arc.py	427	except Exception:	STRING
LOW	manim/_config/utils.py	821	except Exception:	CODE
LOW	benchmarks/bench_lissajous.py	437	except Exception as e:	CODE
LOW	.github/scripts/ci_build_cairo.py	160	except Exception:	CODE
LOW	example_scenes/advanced_tex_fonts.py	130	except Exception:	STRING

Cross-File Repetition4 hits · 20 pts

Severity	File	Snippet	Context
HIGH	tests/module/mobject/text/test_numbers.py	test that scale produces the same results as .scale()	STRING
HIGH	tests/module/mobject/text/test_texmobject.py	test that scale produces the same results as .scale()	STRING
HIGH	tests/opengl/test_texmobject_opengl.py	test that scale produces the same results as .scale()	STRING
HIGH	tests/opengl/test_numbers_opengl.py	test that scale produces the same results as .scale()	STRING

Over-Commented Block15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	mypy.ini	21	#	COMMENT
LOW	mypy.ini	41	# allow_redefinition = False	COMMENT
LOW	manim/animation/indication.py	421	# their amplitudes in opposing directions (first ripple from 0 to 1 to 0,	COMMENT
LOW	manim/utils/bezier.py	361		COMMENT
LOW	manim/utils/bezier.py	981	current_number_of_curves, nppc, dim = bezier_tuples.shape	COMMENT
LOW	manim/utils/tex_templates.py	81	"""An instance of a simple TeX template with only basic AMS packages loaded"""	COMMENT
LOW	manim/utils/tex_templates.py	101	# american_typewriter : "American Typewriter"	COMMENT
LOW	manim/utils/tex_templates.py	121	# ecf_webster : "ECF Webster (with TX fonts)"	COMMENT
LOW	manim/utils/tex_templates.py	141	# palatino : "Palatino (Symbol Greek)"	COMMENT
LOW	manim/mobject/graphing/coordinate_systems.py	2161	# If there's a single coord (coords = [[x y z]]), extract it so that	COMMENT
LOW	manim/mobject/geometry/polygram.py	381	density: int = 2,	COMMENT
LOW	manim/_config/default.cfg	1	# manim.cfg	COMMENT
LOW	example_scenes/opengl.py	421	self.play(circle.animate.shift(2 * RIGHT).scale(0.25))	COMMENT
LOW	example_scenes/opengl.py	441		COMMENT
LOW	example_scenes/basic.py	1	#!/usr/bin/env python	COMMENT

Cross-Language Confusion4 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	manim/scene/scene_file_writer.py	892	graph.push(frame)	CODE
HIGH	manim/scene/scene_file_writer.py	894	graph.push(None) # EOF: https://github.com/PyAV-Org/PyAV/issues/886.	CODE
HIGH	manim/mobject/vector_field.py	883	If undefined, it will be selected so that the total animation length is 1.5 times the run time of each strea	STRING
HIGH	manim/mobject/vector_field.py	886	If undefined, the virtual time of the stream lines is used as run time.	STRING

AI Slop Vocabulary7 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	manim/utils/space_ops.py	432	# If it's also too aligned to the Z axis, just return DOWN	COMMENT
MEDIUM	manim/utils/space_ops.py	763	# Closest point of the detached rings to the aforementioned	COMMENT
LOW	manim/utils/hashing.py	183	# types. Hence, we simply return the object.	COMMENT
LOW	manim/mobject/mobject.py	3095	# If empty, simply add n point mobjects	COMMENT
LOW	manim/mobject/mobject.py	3501	# just return a function that will add the updater	COMMENT
LOW	manim/mobject/types/vectorized_mobject.py	1028	# TODO remove the value error and just add two parameters with one optional	STRING
LOW	manim/mobject/opengl/opengl_mobject.py	2640	# If empty, simply add n point mobjects	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/source/_static/manim-binder.min.js	2	(()=>{var __webpack_modules__={5067:(e,t,i)=>{"use strict";Object.defineProperty(t,"__esModule",{value:!0}),t.ActivityMo	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	manim/renderer/shader_wrapper.py	33	# Check if what was passed in is already a valid path to a file	COMMENT
LOW	manim/utils/deprecation.py	431	# Check if decorator is used without parenthesis	COMMENT
LOW	manim/utils/docbuild/module_parsing.py	162	# Check if this node is a TypeAlias (type <name> = <value>)	COMMENT
LOW	manim/utils/docbuild/module_parsing.py	203	# Check if it is a typing.TypeVar (<target> = TypeVar(...)).	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	manim/mobject/text/text_mobject.py	1145	"Lorem ipsum dolor sit amet, consectetur adipiscing elit."	CODE
LOW	manim/mobject/text/text_mobject.py	1145	"Lorem ipsum dolor sit amet, consectetur adipiscing elit."	CODE
LOW	docs/source/_static/manim-binder.min.js	2	(()=>{var __webpack_modules__={5067:(e,t,i)=>{"use strict";Object.defineProperty(t,"__esModule",{value:!0}),t.ActivityMo	CODE

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/installation/uv.md	57	### Step 1: Installing Python	COMMENT
LOW	docs/source/installation/uv.md	138	### Step 3: Installing Manim	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	manim/utils/tex_templates.py	87	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	manim/utils/color/core.py	964	# TODO: implement proper gradient, research good implementation for this or look at 3b1b implementation	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings