beetbox/beets

14.6

Adjusted Score

14.6

Raw Score

100%

Time Factor

2026-08-27

Last Push

15.6K

Stars

Python

Language

114.0K

Lines of Code

357

Files

1.5K

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 0HIGH 12MEDIUM 35LOW 1474

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 1521 distinct pattern matches across 16 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 Identifiers1061 hits · 1090 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/test_library.py	45	def test_load_restores_data_from_db(self, item_in_db):	CODE
LOW⚡	test/test_library.py	51	def test_load_clears_dirty_flags(self, item_in_db):	CODE
LOW⚡	test/test_library.py	59	def test_store_changes_database_value(self, item_in_db):	CODE
LOW⚡	test/test_library.py	66	def test_store_only_writes_dirty_fields(self, item_in_db):	CODE
LOW⚡	test/test_library.py	73	def test_store_clears_dirty_flags(self, item_in_db):	CODE
LOW⚡	test/test_library.py	78	def test_store_album_cascades_flex_deletes(self):	CODE
LOW⚡	test/test_library.py	187	def test_directory_works_with_trailing_slash(self, item_in_db):	CODE
LOW⚡	test/test_library.py	192	def test_directory_works_without_trailing_slash(self, item_in_db):	CODE
LOW⚡	test/test_library.py	197	def test_destination_substitutes_metadata_values(self, item_in_db):	CODE
LOW⚡	test/test_library.py	205	def test_destination_preserves_extension(self, item_in_db):	CODE
LOW⚡	test/test_library.py	211	def test_lower_case_extension(self, item_in_db):	CODE
LOW⚡	test/test_library.py	217	def test_destination_pads_some_indices(self, item_in_db):	CODE
LOW⚡	test/test_library.py	229	def test_destination_pads_date_values(self, item_in_db):	CODE
LOW⚡	test/test_library.py	237	def test_destination_escapes_slashes(self, item_in_db):	CODE
LOW⚡	test/test_library.py	245	def test_destination_escapes_leading_dot(self, item_in_db):	CODE
LOW⚡	test/test_library.py	252	def test_destination_preserves_legitimate_slashes(self, item_in_db):	CODE
LOW⚡	test/test_library.py	259	def test_destination_long_names_truncated(self, item_in_db):	CODE
LOW⚡	test/test_library.py	265	def test_destination_long_names_keep_extension(self, item_in_db):	CODE
LOW⚡	test/test_library.py	271	def test_distination_windows_removes_both_separators(self, item_in_db):	CODE
LOW⚡	test/test_library.py	326	def test_multi_value_string_query_path(self, item_in_db):	CODE
LOW⚡	test/test_library.py	335	def test_multi_value_match_query_path(self, item_in_db):	CODE
LOW⚡	test/test_library.py	344	def test_multi_value_string_query_path_no_substring_match(self, item_in_db):	CODE
LOW⚡	test/test_library.py	353	def test_albumtype_query_path(self, item_in_db):	CODE
LOW⚡	test/test_library.py	377	def test_get_formatted_does_not_replace_separators(self, item_in_db):	CODE
LOW⚡	test/test_library.py	384	def test_get_formatted_pads_with_zero(self, item_in_db):	CODE
LOW⚡	test/test_library.py	390	def test_get_formatted_uses_kbps_bitrate(self, item_in_db):	CODE
LOW⚡	test/test_library.py	396	def test_get_formatted_uses_khz_samplerate(self, item_in_db):	CODE
LOW⚡	test/test_library.py	402	def test_get_formatted_datetime(self, item_in_db):	CODE
LOW⚡	test/test_library.py	414	def test_artist_falls_back_to_albumartist(self, item_in_db):	CODE
LOW⚡	test/test_library.py	421	def test_albumartist_falls_back_to_artist(self, item_in_db):	CODE
LOW⚡	test/test_library.py	428	def test_artist_overrides_albumartist(self, item_in_db):	CODE
LOW⚡	test/test_library.py	435	def test_albumartist_overrides_artist(self, item_in_db):	CODE
LOW⚡	test/test_library.py	442	def test_unicode_extension_in_fragment(self, item_in_db):	CODE
LOW⚡	test/test_library.py	449	def test_asciify_character_expanding_to_slash(self, item_in_db):	CODE
LOW⚡	test/test_library.py	456	def test_destination_with_replacements(self, item_in_db):	CODE
LOW⚡	test/test_library.py	465	def test_destination_with_empty_component(self, item_in_db):	CODE
LOW⚡	test/test_library.py	494	def test_album_field_in_template(self, item_in_db):	CODE
LOW⚡	test/test_library.py	504	def test_formatted_item_value(self, item_in_db):	CODE
LOW⚡	test/test_library.py	513	def test_get_method_with_default(self, item_in_db):	CODE
LOW⚡	test/test_library.py	517	def test_get_method_with_specified_default(self, item_in_db):	CODE
LOW⚡	test/test_library.py	545	def test_artist_falls_back_to_albumartist(self, item_in_db):	CODE
LOW⚡	test/test_library.py	550	def test_albumartist_falls_back_to_artist(self, item_in_db):	CODE
LOW⚡	test/test_library.py	555	def test_both_artist_and_albumartist_empty(self, item_in_db):	CODE
LOW⚡	test/test_library.py	646	def test_nonexistent_function(self, item):	CODE
LOW⚡	test/test_library.py	650	def test_if_def_field_return_self(self, item):	CODE
LOW⚡	test/test_library.py	655	def test_if_def_field_not_defined(self, item):	CODE
LOW⚡	test/test_library.py	708	def test_unique_expands_to_disambiguating_year(self, items):	CODE
LOW⚡	test/test_library.py	712	def test_unique_with_default_arguments_uses_albumtype(self, items):	CODE
LOW⚡	test/test_library.py	720	def test_unique_expands_to_nothing_for_distinct_albums(self, items):	CODE
LOW⚡	test/test_library.py	728	def test_use_fallback_numbers_when_identical(self, items):	CODE
LOW⚡	test/test_library.py	737	def test_unique_falls_back_to_second_distinguishing_field(self, items):	CODE
LOW⚡	test/test_library.py	803	def test_sunique_expands_to_disambiguating_year(self, items):	CODE
LOW⚡	test/test_library.py	807	def test_sunique_with_default_arguments_uses_trackdisambig(self, items):	CODE
LOW⚡	test/test_library.py	815	def test_sunique_expands_to_nothing_for_distinct_singletons(self, items):	CODE
LOW⚡	test/test_library.py	822	def test_sunique_does_not_match_album(self, items):	CODE
LOW⚡	test/test_library.py	827	def test_sunique_use_fallback_numbers_when_identical(self, items):	CODE
LOW⚡	test/test_library.py	835	def test_sunique_falls_back_to_second_distinguishing_field(self, items):	CODE
LOW⚡	test/test_library.py	905	def test_undefined_value_not_substituted(self, item):	CODE
LOW⚡	test/test_library.py	908	def test_plugin_value_not_substituted(self, item):	CODE
LOW⚡	test/test_library.py	912	def test_plugin_value_overrides_attribute(self, item):	CODE
1001 more matches not shown…

Unused Imports225 hits · 222 pts

Severity	File	Line	Context
LOW	test/test_library.py	3	CODE
LOW	test/conftest.py	1	CODE
LOW	test/test_importer.py	3	CODE
LOW	test/plugins/test_discogs.py	3	CODE
LOW	test/plugins/test_albumtypes.py	3	CODE
LOW	test/plugins/test_fetchart.py	1	CODE
LOW	test/plugins/conftest.py	1	CODE
LOW	test/plugins/test_musicbrainz.py	3	CODE
LOW	test/plugins/test_hook.py	1	CODE
LOW	test/plugins/test_convert.py	1	CODE
LOW	test/plugins/test_mbpseudo.py	1	CODE
LOW	test/plugins/test_tidal.py	3	CODE
LOW	test/plugins/test_embedart.py	1	CODE
LOW	test/plugins/lyrics_pages.py	1	CODE
LOW	test/plugins/test_aura.py	1	CODE
LOW	test/plugins/test_smartplaylist.py	2	CODE
LOW	test/plugins/test_ftintitle.py	3	CODE
LOW	test/plugins/test_lyrics.py	3	CODE
LOW	test/plugins/test_importadded.py	3	CODE
LOW	test/plugins/test_art.py	3	CODE
LOW	beetsplug/duplicates.py	3	CODE
LOW	beetsplug/replaygain.py	1	CODE
LOW	beetsplug/missing.py	3	CODE
LOW	beetsplug/titlecase.py	5	CODE
LOW	beetsplug/_typing.py	1	CODE
LOW	beetsplug/autobpm.py	3	CODE
LOW	beetsplug/advancedrewrite.py	3	CODE
LOW	beetsplug/acousticbrainz.py	3	CODE
LOW	beetsplug/fetchart.py	3	CODE
LOW	beetsplug/mbcollection.py	1	CODE
LOW	beetsplug/convert.py	3	CODE
LOW	beetsplug/plexupdate.py	11	CODE
LOW	beetsplug/musicbrainz.py	3	CODE
LOW	beetsplug/hook.py	3	CODE
LOW	beetsplug/lyrics.py	3	CODE
LOW	beetsplug/mbsync.py	3	CODE
LOW	beetsplug/ftintitle.py	3	CODE
LOW	beetsplug/bpm.py	3	CODE
LOW	beetsplug/importfeeds.py	6	CODE
LOW	beetsplug/edit.py	3	CODE
LOW	beetsplug/mpdstats.py	1	CODE
LOW	beetsplug/fromfilename.py	5	CODE
LOW	beetsplug/limit.py	10	CODE
LOW	beetsplug/export.py	3	CODE
LOW	beetsplug/zero.py	3	CODE
LOW	beetsplug/loadext.py	3	CODE
LOW	beetsplug/play.py	3	CODE
LOW	beetsplug/random.py	1	CODE
LOW	beetsplug/bench.py	3	CODE
LOW	beetsplug/mbsubmit.py	10	CODE
LOW	beetsplug/keyfinder.py	3	CODE
LOW	beetsplug/lastimport.py	1	CODE
LOW	beetsplug/bareasc.py	7	CODE
LOW	beetsplug/bpsync.py	3	CODE
LOW	beetsplug/kodiupdate.py	12	CODE
LOW	beetsplug/aura.py	3	CODE
LOW	beetsplug/deezer.py	3	CODE
LOW	beetsplug/listenbrainz.py	3	CODE
LOW	beetsplug/importadded.py	7	CODE
LOW	beetsplug/playlist.py	1	CODE
165 more matches not shown…

Deep Nesting91 hits · 90 pts

Severity	File	Line	Context
LOW	test/util/test_functemplate.py	8	CODE
LOW	test/plugins/test_bpd.py	124	CODE
LOW	test/plugins/test_bpd.py	331	CODE
LOW	test/plugins/test_lastgenre.py	865	CODE
LOW	beetsplug/duplicates.py	344	CODE
LOW	beetsplug/replaygain.py	947	CODE
LOW	beetsplug/replaygain.py	950	CODE
LOW	beetsplug/titlecase.py	172	CODE
LOW	beetsplug/advancedrewrite.py	97	CODE
LOW	beetsplug/acousticbrainz.py	164	CODE
LOW	beetsplug/acousticbrainz.py	265	CODE
LOW	beetsplug/fetchart.py	97	CODE
LOW	beetsplug/fetchart.py	258	CODE
LOW	beetsplug/fetchart.py	424	CODE
LOW	beetsplug/fetchart.py	525	CODE
LOW	beetsplug/fetchart.py	911	CODE
LOW	beetsplug/fetchart.py	1048	CODE
LOW	beetsplug/fetchart.py	1152	CODE
LOW	beetsplug/fetchart.py	1317	CODE
LOW	beetsplug/fetchart.py	1565	CODE
LOW	beetsplug/fetchart.py	1609	CODE
LOW	beetsplug/fetchart.py	536	CODE
LOW	beetsplug/convert.py	407	CODE
LOW	beetsplug/convert.py	575	CODE
LOW	beetsplug/musicbrainz.py	714	CODE
LOW	beetsplug/lyrics.py	1230	CODE
LOW	beetsplug/mbsync.py	97	CODE
LOW	beetsplug/importfeeds.py	94	CODE
LOW	beetsplug/edit.py	396	CODE
LOW	beetsplug/edit.py	429	CODE
LOW	beetsplug/types.py	16	CODE
LOW	beetsplug/zero.py	31	CODE
LOW	beetsplug/zero.py	96	CODE
LOW	beetsplug/bpsync.py	131	CODE
LOW	beetsplug/aura.py	248	CODE
LOW	beetsplug/listenbrainz.py	198	CODE
LOW	beetsplug/playlist.py	158	CODE
LOW	beetsplug/subsonicplaylist.py	26	CODE
LOW	beetsplug/subsonicplaylist.py	101	CODE
LOW	beetsplug/subsonicplaylist.py	102	CODE
LOW	beetsplug/ipfs.py	296	CODE
LOW	beetsplug/badfiles.py	199	CODE
LOW	beetsplug/importsource.py	68	CODE
LOW	beetsplug/mbpseudo.py	189	CODE
LOW	beetsplug/chroma.py	443	CODE
LOW	beetsplug/embedart.py	101	CODE
LOW	beetsplug/embedart.py	126	CODE
LOW	beetsplug/spotify.py	825	CODE
LOW	beetsplug/the.py	19	CODE
LOW	beetsplug/bpd/gstplayer.py	214	CODE
LOW	beetsplug/bpd/__init__.py	404	CODE
LOW	beetsplug/bpd/__init__.py	861	CODE
LOW	beetsplug/bpd/__init__.py	1409	CODE
LOW	beetsplug/discogs/__init__.py	466	CODE
LOW	beetsplug/discogs/__init__.py	556	CODE
LOW	beets/ui/__init__.py	212	CODE
LOW	beets/ui/__init__.py	397	CODE
LOW	beets/ui/__init__.py	522	CODE
LOW	beets/ui/commands/update.py	31	CODE
LOW	beets/ui/commands/move.py	72	CODE
31 more matches not shown…

Self-Referential Comments24 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/plugins/test_web.py	308	# Create a temporary item	COMMENT
MEDIUM	test/plugins/test_web.py	333	# Create an item with a file	COMMENT
MEDIUM	test/plugins/test_web.py	361	# Create an item with a file	COMMENT
MEDIUM	test/plugins/test_web.py	388	# Create a temporary item	COMMENT
MEDIUM	test/plugins/test_web.py	425	# Create a temporary item	COMMENT
MEDIUM	test/plugins/test_web.py	452	# Create a temporary item	COMMENT
MEDIUM	test/plugins/test_web.py	479	# Create a temporary album	COMMENT
MEDIUM	test/plugins/test_web.py	504	# Create a temporary album	COMMENT
MEDIUM	test/plugins/test_web.py	541	# Create a temporary album	COMMENT
MEDIUM	test/plugins/test_web.py	568	# Create a temporary album	COMMENT
MEDIUM	test/plugins/test_web.py	599	# Create a temporary item	COMMENT
MEDIUM	test/plugins/test_web.py	641	# Create a temporary item	COMMENT
MEDIUM	test/plugins/test_bpd.py	342	# Create a config file:	COMMENT
MEDIUM	test/plugins/test_lastgenre.py	740	# Initialize plugin instance and item	COMMENT
MEDIUM	test/plugins/test_spotify.py	191	# Create a mock item with Japanese metadata	COMMENT
MEDIUM	beetsplug/convert.py	723	# Create a temporary file for the conversion.	COMMENT
MEDIUM	beetsplug/bareasc.py	2	# This module is adapted from Fuzzy in accordance to the licence of	COMMENT
MEDIUM	beetsplug/kodiupdate.py	33	# Create the payload. Id seems to be mandatory.	COMMENT
MEDIUM	beets/ui/commands/__init__.py	1	"""This module provides the default commands for beets' command-line	STRING
MEDIUM	beets/importer/stages.py	192	# Create a new task for tagging the current items	COMMENT
MEDIUM	beets/util/color.py	166	# Define a regular expression to match ANSI codes.	COMMENT
MEDIUM	beets/util/functemplate.py	1	"""This module implements a string formatter based on the standard PEP	STRING
MEDIUM	beets/util/functemplate.py	193	# Create a subexpression that joins the result components of	COMMENT
MEDIUM	beets/library/library.py	116	# Create the album structure using metadata from the first item.	COMMENT

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	test/util/test_lyrics.py	[00:00.00] some synced lyrics / quelques paroles synchronisées [00:00.50] [00:01.00] some more synced lyrics / quelques	STRING
HIGH	test/library/test_migrations.py	[00:00.00] some synced lyrics / quelques paroles synchronisées [00:00.50] [00:01.00] some more synced lyrics / quelques	STRING
HIGH	test/plugins/test_lyrics.py	[00:00.00] some synced lyrics / quelques paroles synchronisées [00:00.50] [00:01.00] some more synced lyrics / quelques	STRING
HIGH	beetsplug/plexupdate.py	listens for beets db change and register the update for the end.	STRING
HIGH	beetsplug/kodiupdate.py	listens for beets db change and register the update for the end.	STRING
HIGH	beetsplug/sonosupdate.py	listens for beets db change and register the update for the end.	STRING
HIGH	beetsplug/embyupdate.py	listens for beets db change and register the update for the end.	STRING
HIGH	beetsplug/beatport.py	get the path to the json file for storing the oauth token.	STRING
HIGH	beetsplug/spotify.py	get the path to the json file for storing the oauth token.	STRING
HIGH	beetsplug/discogs/__init__.py	get the path to the json file for storing the oauth token.	STRING

Excessive Try-Catch Wrapping36 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	test/test_logging.py	256	except Exception as e:	CODE
LOW	test/test_logging.py	266	except Exception as e:	CODE
LOW	test/test_logging.py	311	except Exception:	CODE
MEDIUM	test/test_logging.py	249	def listener1(self):	CODE
MEDIUM	test/test_logging.py	259	def listener2(self):	CODE
LOW	beetsplug/duplicates.py	239	except Exception:	CODE
LOW	beetsplug/titlecase.py	245	except Exception as e:	CODE
LOW	beetsplug/autobpm.py	105	except Exception as exc:	CODE
LOW	beetsplug/autobpm.py	112	except Exception as exc:	CODE
LOW	beetsplug/deezer.py	273	except Exception as e:	CODE
LOW	beetsplug/scrub.py	91	except Exception:	CODE
LOW	beetsplug/subsonicupdate.py	158	except Exception as error:	CODE
LOW	beetsplug/beatport.py	195	except Exception as e:	CODE
LOW	beetsplug/embedart.py	169	except Exception as e:	CODE
LOW	beetsplug/thumbnails.py	184	except Exception:	CODE
LOW	beetsplug/inline.py	103	except Exception as exc:	CODE
LOW	beetsplug/inline.py	115	except Exception as exc:	CODE
LOW	beetsplug/replace.py	113	except Exception as e:	CODE
LOW	beetsplug/replace.py	122	except Exception as e:	CODE
MEDIUM	beetsplug/bpd/gstplayer.py	105	print(f"Error: {err}")	CODE
LOW	beetsplug/bpd/__init__.py	957	except Exception:	CODE
LOW	beetsplug/bpd/__init__.py	1078	except Exception:	CODE
LOW	beetsplug/lastgenre/client.py	78	except Exception as exc:	CODE
LOW	beetsplug/metasync/itunes.py	72	except Exception:	CODE
LOW	beetsplug/discogs/__init__.py	472	except Exception as exc:	CODE
LOW	beets/plugins.py	521	except Exception as exc:	CODE
LOW	beets/plugins.py	539	except Exception:	CODE
LOW	beets/metadata_plugins.py	72	except Exception as e:	CODE
LOW	beets/metadata_plugins.py	427	except Exception as e:	CODE
MEDIUM	beets/metadata_plugins.py	193	def data_source_mismatch_penalty(self) -> float:	CODE
LOW	beets/importer/tasks.py	1346	except Exception as exc:	CODE
LOW	beets/importer/state.py	80	except Exception as exc:	CODE
MEDIUM	beets/importer/state.py	73	def _open(self) -> None:	CODE
LOW	beets/util/__init__.py	631	except Exception as exc:	CODE
LOW	beets/util/functemplate.py	175	except Exception as exc:	CODE
LOW	beets/util/functemplate.py	563	except Exception: # Handle any exceptions thrown by compiled version.	CODE

Modern Structural Boilerplate23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	beetsplug/importadded.py	122	def update_album_times(self, lib: Library, album: Album) -> None:	CODE
LOW	beetsplug/importadded.py	147	def update_item_times(self, lib: Library, item: Item) -> None:	CODE
LOW	beetsplug/importadded.py	165	def update_after_write_time(self, item: Item, path: bytes) -> None:	CODE
LOW	beetsplug/mpdupdate.py	87	def update_mpd(self, host="localhost", port=6600, password=None) -> None:	CODE
LOW	beetsplug/smartplaylist.py	384	def update_playlists(self, lib: Library) -> None:	CODE
LOW	beetsplug/_utils/__init__.py	3	__all__ = ["art", "vfs"]	CODE
LOW	beets/logging.py	45	__all__ = [	CODE
LOW	beets/logging.py	196	def set_global_level(self, level: int) -> None:	CODE
LOW	beets/context.py	19	def set_music_dir(value: bytes) -> None:	CODE
LOW	beets/ui/commands/update.py	168	def update_func(lib: Library, opts: UpdateCLIOpts, args: list[str]) -> None:	CODE
LOW	beets/ui/commands/version.py	31	__all__ = ["version_cmd"]	CODE
LOW	beets/ui/commands/__init__.py	60	__all__ = ["default_commands"]	CODE
LOW	beets/importer/tasks.py	266	def set_choice(self, choice: Action \| AlbumMatch \| TrackMatch) -> None:	CODE
LOW	beets/importer/tasks.py	469	def set_fields(self, lib: library.Library) -> None:	CODE
LOW	beets/importer/tasks.py	978	def set_fields(self, lib: library.Library) -> None:	CODE
LOW	beets/importer/tasks.py	1031	def set_choice(self, choice: Action \| AlbumMatch \| TrackMatch) -> None:	CODE
LOW	beets/importer/session.py	91	def set_config(self, config: confuse.ConfigView) -> None:	CODE
LOW	beets/importer/__init__.py	16	__all__ = [	CODE
LOW	beets/library/models.py	562	def set_art(self, path: bytes, copy: bool = True) -> None:	CODE
LOW	beets/library/__init__.py	21	__all__ = [	CODE
LOW	beets/autotag/__init__.py	36	__all__ = [	CODE
LOW	beets/dbcore/db.py	712	def set_parse(self, key: str, string: str) -> None:	CODE
LOW	beets/dbcore/__init__.py	21	__all__ = [	CODE

Redundant / Tautological Comments13 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	test/plugins/test_web.py	742	# Check if any user data fields are using non-escaping <%= %>	COMMENT
LOW	test/plugins/test_replaygain.py	96	# Check if required plugins can be loaded by instantiating a	COMMENT
LOW	beetsplug/titlecase.py	214	# Check if A-Z is all uppercase or all lowercase	COMMENT
LOW	beetsplug/play.py	175	# Check if the selection exceeds configured threshold. If True,	COMMENT
LOW	beetsplug/ipfs.py	172	# Check if query is a hash	COMMENT
LOW	beetsplug/absubmit.py	172	# Close the file, so the extractor can overwrite it.	COMMENT
LOW	beetsplug/spotify.py	279	# Check if this is the audio features endpoint	COMMENT
LOW	beetsplug/embyupdate.py	177	# Check if at least a apikey or password is given.	COMMENT
LOW	beets/importer/tasks.py	1362	# Check if the file has an extension,	COMMENT
LOW	beets/util/artresizer.py	650	# Check if a local backend is available, and store an instance of the	COMMENT
LOW	beets/util/lyrics.py	56	# Set seed to 0 for deterministic results	COMMENT
LOW	beets/library/models.py	974	# Open the file.	COMMENT
LOW	beets/autotag/match.py	65	# Assign items to tracks	COMMENT

AI Slop Vocabulary10 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	beetsplug/web/static/jquery.js	9255	// AMD modules. A named AMD is safest and most robust way to register.	COMMENT
LOW	beetsplug/tidal/__init__.py	141	# We just return early here as a lookup via isrc should	COMMENT
LOW	beetsplug/tidal/__init__.py	164	# We just return early here as a lookup via isrc should	COMMENT
MEDIUM	beets/exceptions.py	2	"""UI exception. Commands should throw this in order to display	STRING
MEDIUM	beets/ui/__init__.py	76	# test harness, it doesn't have an `encoding` attribute. Just use	COMMENT
LOW	beets/importer/tasks.py	1447	# and add the current directory. If so, just add the directory	COMMENT
MEDIUM	beets/test/helper.py	410	# A test harness for all beets tests.	COMMENT
LOW	beets/util/__init__.py	1084	# Therefore, we just use `Any` here, which is not ideal, but works.	COMMENT
LOW	beets/util/functemplate.py	374	# Start of a group has no meaning hear; just pass	COMMENT
MEDIUM	beets/util/pipeline.py	1	"""Simple but robust implementation of generator/coroutine-based	STRING

Cross-Language Confusion2 hits · 12 pts

Severity	File	Line	Snippet	Context
HIGH	beetsplug/_typing.py	21	# Both lyrics fields may be null, even when 'instrumental' is False.	COMMENT
HIGH	beets/dbcore/db.py	517	setattr(self, key, self._type(key).null)	CODE

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	test/ui/test_ui.py	181	# @unittest.skip('Difficult to implement with optparse')	COMMENT
LOW	beetsplug/web/static/underscore.js	1	// Underscore.js 1.2.2	COMMENT
LOW	beetsplug/web/static/backbone.js	1	// Backbone.js 0.5.3	COMMENT
LOW	beetsplug/web/static/backbone.js	41	return this;	COMMENT
LOW	beetsplug/web/static/backbone.js	61	//	COMMENT
LOW	beetsplug/web/static/backbone.js	941	// {"event selector": "callback"}	COMMENT
LOW	beetsplug/web/static/backbone.js	1021	// -------------	COMMENT
LOW	beetsplug/web/static/jquery.js	1381		COMMENT
LOW	beetsplug/web/static/jquery.js	9241		COMMENT
LOW	beets/ui/commands/completion_base.sh	1	# Completion for the `beet` command	COMMENT
LOW	beets/ui/commands/completion_base.sh	21	# ----	COMMENT
LOW	beets/util/id_extractors.py	21	# - plain integer, optionally wrapped in brackets and prefixed by an	COMMENT

Overly Generic Function Names8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	test/plugins/test_aura.py	13	def helper(session_helper):	CODE
LOW	test/plugins/test_lyrics.py	34	def helper(module_helper):	CODE
LOW	test/plugins/test_random.py	12	def helper(class_helper):	CODE
LOW	test/dbcore/test_sort.py	23	def helper(class_helper):	CODE
LOW	test/dbcore/test_query.py	40	def helper(class_helper):	CODE
LOW	beetsplug/lyrics.py	226	def handle_request(self) -> Iterator[None]:	CODE
LOW	beets/plugins.py	443	def helper(func: TFunc[str]) -> TFunc[str]:	CODE
LOW	beets/plugins.py	457	def helper(func: TFunc[Item]) -> TFunc[Item]:	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	beets/ui/commands/completion_base.sh	2	# =================================	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	beets/autotag/hooks.py	158	CODE
LOW	beets/autotag/hooks.py	273	CODE
LOW	beets/autotag/hooks.py	393	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	beetsplug/missing.py	256	# TODO: Implement caching that without breaking other stuff	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/rsrc/lyrics/examplecom/beetssong.txt	353	cf_page_artist = 'John Doe';	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings