AI Slop Code RIsk Monitor

Zulko/moviepy

Video editing with Python

15.2 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Zulko/moviepy, a Python project with 14,968 GitHub stars. SynthScan examined 21,566 lines of code across 162 source files, recording 253 pattern matches distributed across 14 syntactic categories. The legacy adjusted pattern signal is 15.2 (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.

15.2
Adjusted Signal
15.2
Raw Pattern Score
100%
Time Factor
2026-08-26
Last Push
15.0K
Stars
Python
Language
21.6K
Lines of Code
162
Files
253
Pattern Hits
2026-10-12
Scan Date
0.09
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 28.8/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 134 finding(s).

Hallucinated Dependency & Supply Chain Risk 16.6/100 · LOW

Are imports declared and package/API names verified? 87 finding(s).

Agent Over-Engineering Ratio 34.1/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 112 finding(s).

PR Review Velocity Impact 55.7/100 · HIGH

Which changes need focused human review? 253 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 0HIGH 14MEDIUM 14LOW 225

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 253 distinct pattern matches across 14 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.

Unused Imports86 hits · 78 pts
SeverityFileLineSnippetContext
LOWtests/test_VideoClip.py11CODE
LOWtests/test_videotools.py13CODE
LOWtests/test_compositing.py9CODE
LOWtests/test_TextClip.py9CODE
LOWtests/test_ffmpeg_writer.py10CODE
LOWtests/test_issues.py9CODE
LOWtests/test_PR.py8CODE
LOWtests/test_fx.py14CODE
LOWmoviepy/__init__.py5CODE
LOWmoviepy/__init__.py6CODE
LOWmoviepy/__init__.py6CODE
LOWmoviepy/__init__.py6CODE
LOWmoviepy/__init__.py12CODE
LOWmoviepy/__init__.py13CODE
LOWmoviepy/__init__.py14CODE
LOWmoviepy/__init__.py15CODE
LOWmoviepy/__init__.py16CODE
LOWmoviepy/__init__.py16CODE
LOWmoviepy/__init__.py17CODE
LOWmoviepy/__init__.py17CODE
LOWmoviepy/__init__.py17CODE
LOWmoviepy/__init__.py22CODE
LOWmoviepy/__init__.py24CODE
LOWmoviepy/__init__.py25CODE
LOWmoviepy/__init__.py26CODE
LOWmoviepy/__init__.py26CODE
LOWmoviepy/__init__.py26CODE
LOWmoviepy/__init__.py26CODE
LOWmoviepy/__init__.py26CODE
LOWmoviepy/__init__.py26CODE
LOWmoviepy/Clip.py16CODE
LOWmoviepy/video/VideoClip.py23CODE
LOWmoviepy/video/fx/__init__.py5CODE
LOWmoviepy/video/fx/__init__.py6CODE
LOWmoviepy/video/fx/__init__.py7CODE
LOWmoviepy/video/fx/__init__.py8CODE
LOWmoviepy/video/fx/__init__.py9CODE
LOWmoviepy/video/fx/__init__.py10CODE
LOWmoviepy/video/fx/__init__.py11CODE
LOWmoviepy/video/fx/__init__.py12CODE
LOWmoviepy/video/fx/__init__.py13CODE
LOWmoviepy/video/fx/__init__.py14CODE
LOWmoviepy/video/fx/__init__.py15CODE
LOWmoviepy/video/fx/__init__.py16CODE
LOWmoviepy/video/fx/__init__.py17CODE
LOWmoviepy/video/fx/__init__.py18CODE
LOWmoviepy/video/fx/__init__.py19CODE
LOWmoviepy/video/fx/__init__.py20CODE
LOWmoviepy/video/fx/__init__.py21CODE
LOWmoviepy/video/fx/__init__.py22CODE
LOWmoviepy/video/fx/__init__.py23CODE
LOWmoviepy/video/fx/__init__.py24CODE
LOWmoviepy/video/fx/__init__.py25CODE
LOWmoviepy/video/fx/__init__.py26CODE
LOWmoviepy/video/fx/__init__.py27CODE
LOWmoviepy/video/fx/__init__.py28CODE
LOWmoviepy/video/fx/__init__.py29CODE
LOWmoviepy/video/fx/__init__.py30CODE
LOWmoviepy/video/fx/__init__.py31CODE
LOWmoviepy/video/fx/__init__.py32CODE
26 more matches not shown…
Hyper-Verbose Identifiers71 hits · 69 pts
SeverityFileLineSnippetContext
LOWtests/test_VideoClip.py77def test_write_frame_errors_with_redirected_logs(util, video):CODE
LOWtests/test_VideoClip.py97def test_write_videofiles_with_temp_audiofile_path(util):CODE
LOWtests/test_VideoClip.py109def test_write_videofiles_audio_codec_error(util, video):CODE
LOWtests/test_VideoClip.py189def test_write_image_sequence(util, video):CODE
LOWtests/test_VideoClip.py245def test_setaudio_with_audiofile(util):CODE
LOWtests/test_VideoClip.py281def test_compositing_with_same_layers():CODE
LOWtests/test_VideoClip.py306def test_setfps_withoutchangeduration(video):CODE
LOWtests/test_VideoClip.py318def test_setfps_withchangeduration(video):CODE
LOWtests/test_VideoClip.py330def test_copied_videoclip_write_videofile(util):CODE
LOWtests/test_videotools.py1077def test_ipython_display_not_available():STRING
LOWtests/conftest.py81def get_functions_with_decorator_defined(code, decorator_name):CODE
LOWtests/conftest.py178def functions_with_decorator_defined():CODE
LOWtests/test_compositing.py47def test_clips_array_duration(util):CODE
LOWtests/test_compositing.py78def test_concatenate_floating_point(util):CODE
LOWtests/test_compositing.py142def test_compositing_with_transparency_colors(util):CODE
LOWtests/test_compositing.py300def test_concatenate_with_masks(util):CODE
LOWtests/test_SubtitlesClip.py63def test_file_to_subtitles_unicode():CODE
LOWtests/test_ffmpeg_reader.py52def test_ffmpeg_parse_infos_video_nframes():CODE
LOWtests/test_ffmpeg_reader.py60def test_ffmpeg_parse_infos_no_default_stream(util):CODE
LOWtests/test_ffmpeg_reader.py103def test_ffmpeg_parse_infos_decode_file(decode_file, expected_duration):CODE
LOWtests/test_ffmpeg_reader.py136def test_ffmpeg_parse_infos_multiple_audio_streams(util, mono_wave):CODE
LOWtests/test_ffmpeg_reader.py204def test_ffmpeg_parse_infos_metadata(util, mono_wave):CODE
LOWtests/test_ffmpeg_reader.py258 def get_value_from_dict_using_lower_key(field, dictionary):CODE
LOWtests/test_ffmpeg_reader.py292def test_ffmpeg_parse_infos_chapters():CODE
LOWtests/test_ffmpeg_reader.py309def test_ffmpeg_parse_infos_metadata_with_attached_pic():CODE
LOWtests/test_ffmpeg_reader.py330def test_ffmpeg_parse_video_rotation():CODE
LOWtests/test_ffmpeg_reader.py336def test_correct_video_rotation(util):CODE
LOWtests/test_ffmpeg_reader.py351def test_ffmpeg_parse_infos_multiline_metadata():CODE
LOWtests/test_ffmpeg_reader.py520def test_not_default_audio_stream_audio_bitrate():CODE
LOWtests/test_ffmpeg_reader.py557def test_stream_square_brackets():CODE
LOWtests/test_ffmpeg_reader.py573def test_stream_square_brackets_and_language():CODE
LOWtests/test_ffmpeg_reader.py589def test_stream_missing_audio_bitrate():CODE
LOWtests/test_ffmpeg_reader.py605def test_sequential_frame_pos():CODE
LOWtests/test_ffmpeg_reader.py634def test_unusual_order_frame_pos():CODE
LOWtests/test_ffmpeg_reader.py659def test_large_skip_frame_pos():CODE
LOWtests/test_ffmpeg_reader.py675def test_large_small_skip_equal():CODE
LOWtests/test_ffmpeg_reader.py704def test_seeking_beyond_file_end():CODE
LOWtests/test_ffmpeg_reader.py724def test_release_of_file_via_close(util):CODE
LOWtests/test_ffmpeg_reader.py759def test_failure_to_release_file(util):CODE
LOWtests/test_ffmpeg_reader.py817def test_read_transparent_video():CODE
LOWtests/test_ffmpeg_reader.py533def test_stream_deidentation_not_raises_error():STRING
LOWtests/test_TextClip.py23def test_text_filename_arguments_consistence(util):CODE
LOWtests/test_TextClip.py64def test_no_text_nor_filename_arguments(method, util):CODE
LOWtests/test_ffmpeg_writer.py258def test_write_file_with_spaces(util):CODE
LOWtests/test_VideoFileClip.py50def test_copied_videofileclip_write_videofile(util):CODE
LOWtests/test_VideoFileClip.py71def test_videofileclip_safe_deepcopy(monkeypatch):CODE
LOWtests/test_VideoFileClip.py89def test_ffmpeg_transparency_mask(util):CODE
LOWtests/test_VideoFileClip.py104def test_no_duration_raise_io_error():CODE
LOWtests/test_VideoFileClip.py112def test_no_duration_re_encode_can_be_opened(util):CODE
LOWtests/test_ffmpeg_tools.py17def test_ffmpeg_extract_subclip(util):CODE
LOWtests/test_ffmpeg_tools.py77def test_ffmpeg_stabilize_video(util):CODE
LOWtests/test_tools.py30def test_find_extensions_not_found():CODE
LOW⚡tests/test_tools.py78def test_ffmpeg_escape_filename(given, expected):CODE
LOW⚡tests/test_tools.py86def test_cross_platform_popen_params(os_name, monkeypatch):CODE
LOW⚡tests/test_tools.py95def test_deprecated_version_of(old_name):CODE
LOWtests/test_tools.py189def test_decorators_argument_converters_consistency(CODE
LOWtests/test_AudioClips.py54def test_concatenate_audioclips_render(util, mono_wave):CODE
LOWtests/test_AudioClips.py147def test_concatenate_audioclip_with_audiofileclip(util, stereo_wave):CODE
LOWtests/test_AudioClips.py164def test_concatenate_audiofileclips(util):CODE
LOWtests/test_AudioClips.py179def test_audioclip_mono_max_volume(mono_wave):CODE
11 more matches not shown…
Empty Error Handlers10 hits · 50 pts
SeverityFileLineSnippetContext
HIGHtests/test_VideoClip.py152except PermissionError:CODE
HIGHtests/test_videotools.py361except PermissionError:CODE
HIGHtests/test_videotools.py908except PermissionError:CODE
HIGHtests/test_ffmpeg_writer.py61except PermissionError:CODE
HIGHtests/test_ffmpeg_writer.py141except PermissionError:CODE
HIGHtests/test_ffmpeg_writer.py192except PermissionError:CODE
HIGHtests/test_ffmpeg_tools.py47except PermissionError:CODE
HIGHtests/test_ffmpeg_tools.py73except PermissionError:CODE
HIGHtests/test_ffmpeg_tools.py117except PermissionError:CODE
HIGHmoviepy/video/io/VideoFileClip.py179except AttributeError: # pragma: no coverCODE
Deep Nesting27 hits · 27 pts
SeverityFileLineSnippetContext
LOWtests/conftest.py81CODE
LOWtests/conftest.py101CODE
LOWtests/test_compositing.py182CODE
LOWtests/test_compositing.py244CODE
LOWtests/test_tools.py189CODE
LOWtests/test_fx.py22CODE
LOWtests/test_fx.py738CODE
LOWmoviepy/video/VideoClip.py1436CODE
LOWmoviepy/video/VideoClip.py1534CODE
LOWmoviepy/video/tools/subtitles.py177CODE
LOWmoviepy/video/tools/drawing.py177CODE
LOWmoviepy/video/tools/credits.py79CODE
LOWmoviepy/video/tools/cuts.py201CODE
LOWmoviepy/video/fx/Resize.py58CODE
LOWmoviepy/video/fx/Rotate.py162CODE
LOWmoviepy/video/fx/Rotate.py180CODE
LOWmoviepy/video/io/ffplay_previewer.py91CODE
LOWmoviepy/video/io/ffmpeg_writer.py262CODE
LOWmoviepy/video/io/ffmpeg_writer.py181CODE
LOWmoviepy/video/io/ffmpeg_reader.py23CODE
LOWmoviepy/video/io/ffmpeg_reader.py411CODE
LOWmoviepy/video/io/ffmpeg_reader.py464CODE
LOWmoviepy/video/io/ffmpeg_reader.py676CODE
LOWmoviepy/video/io/ffmpeg_reader.py739CODE
LOWmoviepy/video/io/display_in_notebook.py54CODE
LOWmoviepy/audio/io/ffplay_audiopreviewer.py113CODE
LOWmoviepy/audio/io/ffmpeg_audiowriter.py108CODE
Cross-File Repetition4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHmoviepy/video/io/ffplay_previewer.py0closes the writer, terminating the subprocess if is still alive.STRING
HIGHmoviepy/video/io/ffmpeg_writer.py0closes the writer, terminating the subprocess if is still alive.STRING
HIGHmoviepy/audio/io/ffplay_audiopreviewer.py0closes the writer, terminating the subprocess if is still alive.STRING
HIGHmoviepy/audio/io/ffmpeg_audiowriter.py0closes the writer, terminating the subprocess if is still alive.STRING
Decorative Section Separators6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMmoviepy/video/VideoClip.py169 # ===============================================================COMMENT
MEDIUMmoviepy/video/VideoClip.py527 # ===============================================================COMMENT
MEDIUMmoviepy/video/VideoClip.py640 # -----------------------------------------------------------------COMMENT
MEDIUMmoviepy/video/VideoClip.py682 # --------------------------------------------------------------COMMENT
MEDIUMmoviepy/video/VideoClip.py1208 # --------------------------------------------------------------COMMENT
MEDIUMmoviepy/video/VideoClip.py1243 # ----------------------------------------------------------------COMMENT
Over-Commented Block16 hits · 16 pts
SeverityFileLineSnippetContext
LOWmoviepy/video/VideoClip.py861 # Again to understand the math, consider the following to calculate the final maskCOMMENT
LOWmoviepy/video/VideoClip.py941 x1_clip = max(-x_start, 0)COMMENT
LOWdocs/conf.py41COMMENT
LOWdocs/conf.py61COMMENT
LOWdocs/conf.py81COMMENT
LOWdocs/conf.py141COMMENT
LOWdocs/conf.py161]COMMENT
LOWdocs/conf.py181# If false, no index is generated.COMMENT
LOWdocs/conf.py201# This is the file name suffix for HTML files (e.g. ".xhtml").COMMENT
LOWdocs/conf.py221latex_documents = [COMMENT
LOWdocs/conf.py241COMMENT
LOWdocs/conf.py301# The unique identifier of the text. This can be a ISBN numberCOMMENT
LOWdocs/conf.py321COMMENT
LOW…_static/code/user_guide/effects/modify_copy_example.py1# Import everything needed to edit video clipsCOMMENT
LOW…tic/code/getting_started/moviepy_10_minutes/trailer.py41COMMENT
LOW…tic/code/getting_started/moviepy_10_minutes/trailer.py261# Lets finish by modifying our rambo clip to make it sepiaCOMMENT
Self-Referential Comments5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUMtests/test_ffmpeg_reader.py725 # Create a random video file.COMMENT
MEDIUMtests/test_ffmpeg_reader.py774 # Create a random video file.COMMENT
MEDIUMmoviepy/video/fx/HeadBlur.py32 # Create a mask for the blur areaCOMMENT
MEDIUMmoviepy/video/fx/Painting.py45 # Create the darkening effectCOMMENT
MEDIUMdocs/_static/code/user_guide/loading/AudioArrayClip.py31# Create an AudioArrayClip from the audio samplesCOMMENT
Excessive Try-Catch Wrapping11 hits · 13 pts
SeverityFileLineSnippetContext
LOWmoviepy/config.py32 except Exception as err:CODE
LOWmoviepy/version.py5except Exception:CODE
LOWmoviepy/video/tools/subtitles.py134 except Exception:CODE
LOWmoviepy/video/tools/subtitles.py140 except Exception:CODE
MEDIUMmoviepy/video/tools/subtitles.py131def is_in_subclip(t1, t2):CODE
MEDIUMmoviepy/video/tools/subtitles.py137def try_cropping(t1, t2):CODE
LOWmoviepy/video/io/ffmpeg_reader.py523 except Exception:CODE
LOWmoviepy/video/io/ffmpeg_reader.py592 except Exception:CODE
LOWmoviepy/video/io/ffmpeg_reader.py924 except Exception as exc:CODE
LOWmoviepy/video/io/display_in_notebook.py163 except Exception:CODE
LOWdocs/_static/code/user_guide/loading/closing.py8except Exception as e:CODE
AI Structural Patterns9 hits · 9 pts
SeverityFileLineSnippetContext
LOWmoviepy/video/VideoClip.py208CODE
LOWmoviepy/video/VideoClip.py1176CODE
LOWmoviepy/video/VideoClip.py1666CODE
LOWmoviepy/video/tools/drawing.py177CODE
LOWmoviepy/video/io/ffmpeg_writer.py262CODE
LOWmoviepy/video/io/ffmpeg_writer.py85CODE
LOWmoviepy/video/io/ffmpeg_reader.py23CODE
LOWmoviepy/video/io/VideoFileClip.py91CODE
LOWmoviepy/audio/AudioClip.py184CODE
Redundant / Tautological Comments4 hits · 6 pts
SeverityFileLineSnippetContext
LOWtests/test_fx.py943 # Check if the pixel at the specified position matches the expected colorCOMMENT
LOWmoviepy/video/VideoClip.py2102 # Check if the last font size tested fits within the given width and heightCOMMENT
LOWmoviepy/video/io/ffmpeg_tools.py234 # Check if the input file existsCOMMENT
LOWmoviepy/video/io/ffmpeg_reader.py889 # Open the file in a pipe, read outputCOMMENT
AI Slop Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMmoviepy/video/io/ffmpeg_reader.py275 # go to the previous integer. This makes the fetching more robust when youCOMMENT
LOWdocs/_static/code/user_guide/loading/masks.py9# To define the VideoClip as a mask, just pass parameter is_mask as TrueCOMMENT
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWmoviepy/__init__.py43__all__ = [CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWmedia/doc_medias/example.txt1Lorem ipsumCODE