music-assistant/server

30.4

Adjusted Score

30.4

Raw Score

100%

Time Factor

2026-07-14

Last Push

2.9K

Stars

Python

Language

450.0K

Lines of Code

1.6K

Files

9.6K

Pattern Hits

2026-07-14

Scan Date

0.36

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 53HIGH 515MEDIUM 721LOW 8324

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 9613 distinct pattern matches across 24 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 Identifiers5874 hits · 5489 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	22	def isolate_models_global_cache() -> Generator[None]:	CODE
LOW⚡	tests/test_library_sync.py	821	async def test_set_provider_mappings_upsert_preserves_null_in_library(	CODE
LOW	tests/test_library_sync.py	91	async def test_add_item_to_library_sets_in_library_true() -> None:	CODE
LOW	tests/test_library_sync.py	125	async def test_add_item_to_library_sets_in_library_even_when_sync_back_disabled() -> None:	CODE
LOW	tests/test_library_sync.py	159	async def test_add_item_to_library_sets_in_library_even_when_edit_not_supported() -> None:	CODE
LOW	tests/test_library_sync.py	191	async def test_add_album_imports_tracks_when_enabled() -> None:	CODE
LOW	tests/test_library_sync.py	230	async def test_add_album_does_not_import_tracks_when_disabled() -> None:	CODE
LOW	tests/test_library_sync.py	262	async def test_add_album_only_imports_tracks_for_added_instance() -> None:	CODE
LOW	tests/test_library_sync.py	313	async def test_refresh_item_preserves_in_library_state() -> None:	CODE
LOW	tests/test_library_sync.py	357	async def test_refresh_item_preserves_in_library_false() -> None:	CODE
LOW	tests/test_library_sync.py	399	async def test_refresh_item_respects_provider_set_in_library() -> None:	CODE
LOW	tests/test_library_sync.py	443	async def test_refresh_item_non_library_item_skips_update() -> None:	CODE
LOW	tests/test_library_sync.py	477	async def test_sync_library_marks_removed_item_in_library_false() -> None:	CODE
LOW	tests/test_library_sync.py	528	async def test_sync_library_deletions_disabled_keeps_item() -> None:	CODE
LOW	tests/test_library_sync.py	572	async def test_sync_library_deletion_unmarks_favorite_when_no_other_providers() -> None:	CODE
LOW	tests/test_library_sync.py	602	async def test_sync_library_deletion_keeps_favorite_when_other_provider_has_it() -> None:	CODE
LOW	tests/test_library_sync.py	643	async def test_sync_library_always_stores_cache_regardless_of_deletion_setting() -> None:	CODE
LOW	tests/test_library_sync.py	675	def _create_controller_for_filter_tests() -> Mock:	CODE
LOW	tests/test_library_sync.py	684	async def test_apply_filters_in_library_only_without_provider_filter() -> None:	CODE
LOW	tests/test_library_sync.py	711	async def test_apply_filters_in_library_only_with_provider_filter() -> None:	CODE
LOW	tests/test_library_sync.py	739	async def test_apply_filters_no_in_library_filter_by_default() -> None:	CODE
LOW	tests/test_library_sync.py	763	async def test_apply_filters_provider_filter_without_in_library() -> None:	CODE
LOW	tests/test_library_sync.py	805	async def test_set_provider_mappings_overwrite_deletes_and_reinserts(	CODE
LOW	tests/test_library_sync.py	842	async def test_set_provider_mappings_upsert_writes_explicit_in_library(	CODE
LOW	tests/test_library_sync.py	865	async def test_library_items_default_filters_in_library_only() -> None:	CODE
LOW	tests/test_library_sync.py	879	async def test_library_items_defaults_to_summary() -> None:	CODE
LOW	tests/test_library_sync.py	892	def test_ensure_provider_filter_keeps_plugin_provider_mappings() -> None:	CODE
LOW	tests/test_library_sync.py	913	def test_ensure_provider_filter_rejects_unallowed_music_provider() -> None:	CODE
LOW	tests/test_library_sync.py	933	def test_ensure_provider_filter_allows_explicit_non_music_provider() -> None:	CODE
LOW	tests/test_library_sync.py	952	def test_ensure_provider_filter_does_not_auto_allow_other_non_music_providers() -> None:	CODE
LOW	tests/test_library_sync.py	975	def test_select_provider_id_prefers_allowed_music_over_plugin() -> None:	CODE
LOW	tests/test_library_sync.py	1012	def test_select_provider_id_falls_back_to_plugin_when_no_allowed_music() -> None:	CODE
LOW	tests/test_library_sync.py	1049	async def test_get_library_item_does_not_filter_in_library() -> None:	CODE
LOW	tests/test_library_sync.py	1069	async def test_update_item_in_library_skips_non_music_providers() -> None:	CODE
LOW	tests/test_library_sync.py	1110	def _create_event_capture_controller(	CODE
LOW	tests/test_library_sync.py	1129	async def test_add_and_update_item_emit_events_outside_sync() -> None:	CODE
LOW	tests/test_library_sync.py	1149	async def test_provider_sync_suppresses_per_item_events() -> None:	CODE
LOW	tests/test_generate_release_notes.py	117	def test_linear_release_filters_prs_merged_before_previous_tag(	CODE
LOW	tests/test_generate_release_notes.py	142	def test_minor_release_with_diverged_previous_tag(	CODE
LOW	tests/test_dynamic_playlist_framework.py	49	async def test_update_playlist_metadata_processes_dynamic_playlists() -> None:	CODE
LOW	tests/test_dynamic_playlist_framework.py	83	async def test_refresh_playlist_metadata_batch_query_excludes_dynamic_playlists() -> None:	CODE
LOW	tests/test_dynamic_playlist_framework.py	173	async def test_sync_overwrites_name_for_noneditable_dynamic_playlist() -> None:	CODE
LOW	tests/test_dynamic_playlist_framework.py	188	async def test_sync_overwrites_images_for_noneditable_dynamic_playlist() -> None:	CODE
LOW	tests/test_dynamic_playlist_framework.py	203	async def test_sync_does_not_overwrite_editable_playlist_on_name_change() -> None:	CODE
LOW	tests/test_dynamic_playlist_framework.py	218	async def test_sync_does_not_overwrite_noneditable_static_playlist_on_name_change() -> None:	CODE
LOW	tests/test_dynamic_playlist_framework.py	239	async def test_sync_skips_update_when_noneditable_playlist_unchanged() -> None:	CODE
LOW	tests/common.py	69	def suppress_auto_loaded_providers() -> Iterator[None]:	CODE
LOW	tests/common.py	89	async def _create_builtin_provider_config_hermetic(	CODE
LOW	tests/test_webserver_auth.py	98	async def test_auth_manager_initialization(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	110	async def test_has_users_initially_empty(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	165	async def test_create_user_with_builtin_provider(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	185	async def test_authenticate_with_password(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	245	async def test_authenticate_with_token(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	434	async def test_cannot_disable_own_account(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	464	async def test_link_user_to_provider(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	494	async def test_homeassistant_system_user(auth_manager: AuthenticationManager) -> None:	CODE
LOW	tests/test_webserver_auth.py	513	async def test_homeassistant_system_user_token_stable_across_restarts(	CODE
LOW	tests/test_webserver_auth.py	537	async def test_homeassistant_system_user_token_reissued_when_invalid(	CODE
LOW	tests/test_webserver_auth.py	557	async def test_homeassistant_system_user_token_rotated_before_absolute_max(	CODE
LOW	tests/test_webserver_auth.py	597	async def test_homeassistant_system_user_token_cleans_up_expired_rows(	CODE
5814 more matches not shown…

Cross-File Repetition487 hits · 2435 pts

Severity	File	Line	Snippet	Context
HIGH	tests/providers/sendspin/test_bridge_manager.py	0	return whether the bridge is registered with sendspin.	STRING
HIGH	…sic_assistant/providers/local_audio/sendspin_bridge.py	0	return whether the bridge is registered with sendspin.	STRING
HIGH	music_assistant/providers/chromecast/sendspin_bridge.py	0	return whether the bridge is registered with sendspin.	STRING
HIGH	music_assistant/providers/airplay/sendspin_bridge.py	0	return whether the bridge is registered with sendspin.	STRING
HIGH	music_assistant/providers/sendspin/bridge_manager.py	0	return whether the bridge is registered with sendspin.	STRING
HIGH	tests/controllers/music/test_artist_play_credit.py	0	create a single library provider mapping with a unique provider item id.	STRING
HIGH	…s/controllers/music/test_playback_speed_persistence.py	0	create a single library provider mapping with a unique provider item id.	STRING
HIGH	…ntrollers/player_queues/test_artist_track_selection.py	0	create a single library provider mapping with a unique provider item id.	STRING
HIGH	tests/controllers/music/test_music_migrations.py	0	create table if not exists {db_table_playlog}( [id] integer primary key autoincrement, [item_id] text not null, [provide	STRING
HIGH	music_assistant/controllers/music/migrations.py	0	create table if not exists {db_table_playlog}( [id] integer primary key autoincrement, [item_id] text not null, [provide	STRING
HIGH	music_assistant/controllers/music/database.py	0	create table if not exists {db_table_playlog}( [id] integer primary key autoincrement, [item_id] text not null, [provide	STRING
HIGH	tests/controllers/players/test_player_controller.py	0	return appropriate defaults for player config values.	STRING
HIGH	tests/controllers/players/test_protocol_linking.py	0	return appropriate defaults for player config values.	STRING
HIGH	tests/controllers/players/test_player_grouping.py	0	return appropriate defaults for player config values.	STRING
HIGH	music_assistant/providers/neteasecloudmusic/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/sonic_similarity/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/fastmcp_server/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/sonic_analysis/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/mpd/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/pandora/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/internet_archive/__init__.py	0	initialize provider instance with given configuration.	STRING
HIGH	music_assistant/providers/wiim/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/ambient_sounds/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/hass_players/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/local_audio/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/fully_kiosk/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/ytmusic/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/nts/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/vban_receiver/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	…c_assistant/providers/_demo_music_provider/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/bandcamp/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/sync_group/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/audiobookshelf/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/apple_music/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/theaudiodb/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/yandex_smarthome/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/bose_soundtouch/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/somafm/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/lrclib/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/airplay_receiver/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/wikipedia/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/zvuk_music/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/rain_mood/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/jellyfin/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/test/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/hass/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	…_assistant/providers/listenbrainz_scrobble/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/pocketcasts/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/phishin/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/party/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/genius_lyrics/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/musiccast/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/radioparadise/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/alexa/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/yousee/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	…ssistant/providers/filesystem_google_drive/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/tunein/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/fanarttv/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/motherearthradio/__init__.py	0	initialize provider(instance) with given configuration.	STRING
HIGH	music_assistant/providers/spotify/__init__.py	0	initialize provider(instance) with given configuration.	STRING
427 more matches not shown…

Decorative Section Separators640 hits · 2275 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/providers/apple_music/test_api_client.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/apple_music/test_api_client.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/apple_music/test_api_client.py	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/apple_music/test_api_client.py	145	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/apple_music/test_api_client.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/apple_music/test_api_client.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_notifier.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_notifier.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	137	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_handlers.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_handlers.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	243	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	245	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	378	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_handlers.py	380	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	252	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	254	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	410	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	412	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	513	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_direct.py	515	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	291	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	752	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_direct.py	754	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	91	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	235	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	237	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	377	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	379	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	456	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/providers/yandex_smarthome/test_auto_skill.py	458	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	285	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	287	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	312	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	314	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	351	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	353	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	413	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/providers/yandex_smarthome/test_auto_skill.py	415	# ---------------------------------------------------------------------------	COMMENT
580 more matches not shown…

Unused Imports978 hits · 940 pts

Severity	File	Line	Context
LOW	tests/test_library_sync.py	3	CODE
LOW	tests/test_generate_release_notes.py	3	CODE
LOW	tests/test_dynamic_playlist_framework.py	3	CODE
LOW	tests/test_cross_type_features.py	3	CODE
LOW	tests/test_websocket_client.py	3	CODE
LOW	tests/core/test_diagnostics.py	3	CODE
LOW	tests/core/test_provider_unload.py	3	CODE
LOW	tests/core/test_audio_analysis_failures.py	3	CODE
LOW	tests/core/test_ci_test_scope.py	3	CODE
LOW	tests/integration/test_library_summary_items.py	12	CODE
LOW	tests/integration/test_background_scan_streaming.py	3	CODE
LOW	tests/integration/test_dynamic_mode_e2e.py	11	CODE
LOW	tests/integration/test_dynamic_mode_e2e.py	23	CODE
LOW	tests/integration/test_dynamic_mode_e2e.py	29	CODE
LOW	tests/integration/test_dynamic_mode_e2e.py	29	CODE
LOW	tests/integration/conftest.py	10	CODE
LOW	tests/integration/conftest.py	23	CODE
LOW	tests/integration/test_demo_group_e2e.py	9	CODE
LOW	tests/integration/test_no_change_resync.py	10	CODE
LOW	tests/integration/test_smart_shuffle_e2e.py	10	CODE
LOW	tests/integration/test_smart_shuffle_e2e.py	26	CODE
LOW	tests/integration/test_smart_shuffle_e2e.py	31	CODE
LOW	tests/integration/test_smart_shuffle_e2e.py	31	CODE
LOW	tests/integration/test_radio_playlist_e2e.py	9	CODE
LOW	tests/integration/test_radio_playlist_e2e.py	18	CODE
LOW	tests/integration/test_radio_playlist_e2e.py	21	CODE
LOW	tests/integration/test_managed_pool_e2e.py	10	CODE
LOW	tests/integration/test_managed_pool_e2e.py	27	CODE
LOW	tests/integration/test_managed_pool_e2e.py	33	CODE
LOW	tests/integration/test_managed_pool_e2e.py	33	CODE
LOW	tests/providers/neteasecloudmusic/test_image_urls.py	3	CODE
LOW	tests/providers/sync_group/test_sync_group.py	3	CODE
LOW	tests/providers/smart_fades/test_dbn_postprocessor.py	3	CODE
LOW	tests/providers/smart_fades/test_provider.py	3	CODE
LOW	tests/providers/smart_fades/test_helpers.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_basic.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_notifier.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_handlers.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_direct.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_auto_skill.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_auto_skill_ui.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_config_actions.py	10	CODE
LOW	tests/providers/yandex_smarthome/test_schema.py	3	CODE
LOW	…ts/providers/yandex_smarthome/test_auto_skill_state.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_cloud.py	3	CODE
LOW	tests/providers/yandex_smarthome/test_device.py	3	CODE
LOW	tests/providers/bose_soundtouch/test_client.py	3	CODE
LOW	tests/providers/zvuk_music/test_api_client.py	3	CODE
LOW	tests/providers/zvuk_music/test_provider_browse.py	3	CODE
LOW	tests/providers/zvuk_music/test_library.py	3	CODE
LOW	tests/providers/zvuk_music/test_parsers.py	3	CODE
LOW	tests/providers/zvuk_music/test_stream_details.py	3	CODE
LOW	tests/providers/zvuk_music/test_stream_details.py	5	CODE
LOW	tests/providers/zvuk_music/test_lyrics.py	3	CODE
LOW	tests/providers/playlist_metadata/test_provider.py	3	CODE
LOW	tests/providers/hass/test_provider.py	3	CODE
LOW	tests/providers/party/test_party_plugin.py	3	CODE
LOW	…sts/providers/filesystem_google_drive/test_provider.py	3	CODE
LOW	tests/providers/spotify/test_setup.py	3	CODE
LOW	tests/providers/spotify/test_auth.py	11	CODE
918 more matches not shown…

Hallucination Indicators53 hits · 630 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	tests/test_library_sync.py	817	mock_controller.mass.music.database.delete.assert_called_once()	CODE
CRITICAL⚡	tests/test_library_sync.py	818	mock_controller.mass.music.database.upsert_many.assert_called_once()	CODE
CRITICAL⚡	tests/providers/filesystem/test_sound_effects.py	78	provider.mass.music.database.get_rows_from_query.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL	tests/providers/filesystem/test_sound_effects.py	150	provider.mass.music.tracks.get_library_item_by_prov_id.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL	tests/providers/filesystem/test_sound_effects.py	175	provider.mass.music.tracks.get_library_item_by_prov_id.assert_awaited_once_with(	CODE
CRITICAL⚡	tests/providers/filesystem/test_sync_config.py	95	provider.mass.music.database.get_rows_from_query.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL⚡	tests/providers/filesystem/test_sync_config.py	102	provider.mass.music.database.get_rows_from_query.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL⚡	tests/providers/filesystem/test_sync_config.py	109	provider.mass.music.database.get_rows_from_query.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL⚡	tests/providers/filesystem/test_sync_config.py	126	provider.mass.music.tracks.add_item_to_library.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL⚡	tests/providers/filesystem/test_sync_config.py	149	provider.mass.music.tracks.add_item_to_library.assert_called_once()	CODE
CRITICAL⚡	tests/providers/filesystem/test_sync_config.py	162	provider.mass.music.playlists.add_item_to_library.assert_not_called() # type: ignore[attr-defined]	CODE
CRITICAL	tests/providers/filesystem/test_sync_config.py	180	provider.mass.music.playlists.add_item_to_library.assert_called_once()	CODE
CRITICAL	tests/providers/filesystem/test_sync_config.py	203	provider.mass.music.audiobooks.add_item_to_library.assert_called_once()	CODE
CRITICAL	tests/providers/filesystem/test_sync_config.py	227	provider.mass.music.podcasts.add_item_to_library.assert_called_once()	CODE
CRITICAL	tests/providers/plex/test_provider_methods.py	802	provider.mass.music.database.get_rows_from_query.assert_not_awaited()	CODE
CRITICAL	tests/providers/plex/test_provider_methods.py	830	provider.mass.music.database.get_rows_from_query.assert_not_awaited()	CODE
CRITICAL⚡	tests/providers/builtin/test_infinite_mix.py	94	provider.mass.music.tracks.library_items.assert_called_once_with(	CODE
CRITICAL⚡	tests/providers/builtin/test_infinite_mix.py	111	provider.mass.music.tracks.library_items.assert_called_once_with(	CODE
CRITICAL⚡	tests/providers/builtin/test_infinite_mix.py	161	provider.mass.music.tracks.library_items.assert_called_once_with(	CODE
CRITICAL⚡	tests/providers/tidal/test_streaming.py	592	provider_mock.mass.music.tracks.update_provider_mapping.assert_awaited_once()	CODE
CRITICAL⚡	tests/providers/tidal/test_streaming.py	593	provider_mock.mass.music.tracks.update_provider_mapping.assert_awaited_with(	CODE
CRITICAL	tests/providers/tidal/test_streaming.py	522	provider_mock.mass.music.tracks.update_provider_mapping.assert_not_called()	CODE
CRITICAL	tests/providers/tidal/test_streaming.py	542	provider_mock.mass.music.tracks.update_provider_mapping.assert_not_called()	CODE
CRITICAL	tests/providers/tidal/test_streaming.py	566	provider_mock.mass.music.tracks.update_provider_mapping.assert_not_called()	CODE
CRITICAL	…/controllers/streams/test_audio_analysis_controller.py	616	provider.mass.streams.audio_analysis.get_audio_analysis_version.assert_awaited_once_with(	CODE
CRITICAL⚡	tests/controllers/player_queues/test_autoplay.py	128	queues.mass.music.tracks.library_items.assert_awaited_once()	CODE
CRITICAL	tests/controllers/metadata/test_enrichment.py	62	enrichment.mass.music.albums.update_item_in_library.assert_awaited_once()	CODE
CRITICAL	…rollers/metadata/test_playlist_metadata_integration.py	225	enrichment.mass.music.playlists.update_item_in_library.assert_called_once()	CODE
CRITICAL	music_assistant/providers/apple_music/api_client.py	218	locale = self.provider.mass.metadata.locale.replace("_", "-")	CODE
CRITICAL⚡	music_assistant/providers/msx_bridge/http_server.py	593	self.provider.mass.music.tracks.library_items(	CODE
CRITICAL⚡	music_assistant/providers/msx_bridge/http_server.py	812	albums = await self.provider.mass.music.artists.albums(item_id, "library")	CODE
CRITICAL⚡	music_assistant/providers/msx_bridge/http_server.py	839	t async for t in self.provider.mass.music.playlists.tracks(item_id, "library")	CODE
CRITICAL⚡	music_assistant/providers/msx_bridge/http_server.py	880	await self.provider.mass.music.albums.tracks(item_id, provider_name)	CODE
CRITICAL⚡	music_assistant/providers/msx_bridge/http_server.py	903	t async for t in self.provider.mass.music.playlists.tracks(item_id, "library")	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	464	self.provider.mass.music.albums.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	495	self.provider.mass.music.artists.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	524	self.provider.mass.music.playlists.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	553	self.provider.mass.music.tracks.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	776	await self.provider.mass.music.albums.tracks(item_id, provider)	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	925	tracks = await self.provider.mass.music.tracks.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	943	tracks = await self.provider.mass.music.tracks.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1807	albums = await self.provider.mass.music.albums.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1829	tracks = await self.provider.mass.music.albums.tracks(item_id, "library")	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1840	artists = await self.provider.mass.music.artists.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1861	albums = await self.provider.mass.music.artists.albums(item_id, "library")	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1881	playlists = await self.provider.mass.music.playlists.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1902	tracks = [t async for t in self.provider.mass.music.playlists.tracks(item_id, "library")]	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1913	tracks = await self.provider.mass.music.tracks.library_items(	CODE
CRITICAL	music_assistant/providers/msx_bridge/http_server.py	1967	tracks = await self.provider.mass.music.tracks.library_items(	CODE
CRITICAL	…ic_assistant/providers/snapcast/snapweb/snapcontrol.js	562	let serverVersion = snapcontrol.server.server.snapserver.version.split('.');	CODE
CRITICAL	music_assistant/providers/chromecast/sendspin_bridge.py	544	self.cast_player.cc.socket_client.receiver_controller.launch_app(	CODE
CRITICAL	music_assistant/providers/sendspin/playback.py	1234	self.player.mass.streams.audio.get_player_filter_params(	CODE
CRITICAL	…t/providers/samsung_wam/features/state_sync/handler.py	171	group_children = self.player.prov.groups.states.get(self.player.player_id, set())	CODE

Excessive Try-Catch Wrapping607 hits · 610 pts

Severity	File	Line	Snippet	Context
LOW	tests/core/test_diagnostics.py	164	except Exception:	CODE
LOW	tests/providers/nicovideo/test_converters.py	127	except Exception as e:	CODE
LOW	tests/providers/nicovideo/test_converters.py	149	except Exception as e:	CODE
LOW	music_assistant/mass.py	756	except Exception as exc:	CODE
LOW	music_assistant/mass.py	823	except Exception as exc:	CODE
LOW	music_assistant/mass.py	875	except Exception as err:	CODE
LOW	music_assistant/mass.py	1193	except Exception as exc:	CODE
LOW	music_assistant/providers/wiim/provider.py	171	except Exception:	CODE
LOW	music_assistant/providers/wiim/provider.py	187	except Exception:	CODE
LOW	music_assistant/providers/wiim/player.py	120	except Exception:	CODE
LOW	music_assistant/providers/hass_players/helpers.py	86	except Exception as exc:	CODE
LOW	…sic_assistant/providers/local_audio/sendspin_bridge.py	806	except Exception as err:	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	782	except Exception as err:	CODE
LOW	music_assistant/providers/vban_receiver/provider.py	161	except Exception as err:	CODE
LOW	music_assistant/providers/sync_group/player.py	1111	except Exception as err:	CODE
LOW	music_assistant/providers/apple_music/library.py	363	except Exception as err:	CODE
LOW	music_assistant/providers/apple_music/__init__.py	153	except Exception as error:	STRING
LOW	music_assistant/providers/yandex_smarthome/cloud.py	69	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/cloud.py	134	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/cloud.py	143	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/device.py	465	except Exception:	CODE
LOW⚡	music_assistant/providers/yandex_smarthome/notifier.py	177	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/notifier.py	205	except Exception:	CODE
LOW⚡	music_assistant/providers/yandex_smarthome/notifier.py	228	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/notifier.py	259	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/handlers.py	69	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/handlers.py	97	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/__init__.py	157	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/__init__.py	172	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/__init__.py	233	except Exception as exc: # defensive — never crash the config form	CODE
LOW	music_assistant/providers/yandex_smarthome/__init__.py	293	except Exception: # noqa: S110	CODE
LOW	…sic_assistant/providers/yandex_smarthome/auto_skill.py	698	except Exception as exc:	CODE
LOW	…sic_assistant/providers/yandex_smarthome/auto_skill.py	974	except Exception:	CODE
LOW	…sic_assistant/providers/yandex_smarthome/auto_skill.py	1096	except Exception as exc:	CODE
LOW	…sic_assistant/providers/yandex_smarthome/auto_skill.py	1298	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/plugin.py	288	except Exception:	CODE
LOW⚡	music_assistant/providers/yandex_smarthome/direct.py	175	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/direct.py	227	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/direct.py	239	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/direct.py	255	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/direct.py	267	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/direct.py	276	except Exception:	CODE
LOW⚡	music_assistant/providers/yandex_smarthome/direct.py	289	except Exception:	CODE
LOW	music_assistant/providers/yandex_smarthome/direct.py	356	except Exception:	CODE
LOW	music_assistant/providers/bose_soundtouch/provider.py	73	except Exception:	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	106	except Exception as err:	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	164	except Exception as err:	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	212	except Exception as err:	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	226	except Exception as err:	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	304	except Exception as err:	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	453	except Exception as err:	CODE
LOW	music_assistant/providers/zvuk_music/provider.py	568	except Exception as err:	CODE
LOW	music_assistant/providers/jellyfin/__init__.py	165	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	431	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	455	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	471	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	479	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	495	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	631	except Exception as err:	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	671	except Exception as err:	CODE
547 more matches not shown…

Deep Nesting290 hits · 259 pts

Severity	File	Line	Context
LOW	tests/test_library_sync.py	477	CODE
LOW	tests/test_library_sync.py	528	CODE
LOW	tests/integration/test_library_summary_items.py	159	CODE
LOW	tests/providers/fastmcp_server/test_origin.py	321	CODE
LOW	tests/providers/fastmcp_server/test_config_security.py	49	CODE
LOW	tests/providers/fastmcp_server/test_config_security.py	76	CODE
LOW	tests/providers/music_quiz/test_plugin.py	2188	CODE
LOW	tests/providers/music_quiz/test_plugin.py	2531	CODE
LOW	tests/providers/music_quiz/test_models.py	330	CODE
LOW	music_assistant/providers/wiim/player.py	260	CODE
LOW	music_assistant/providers/wiim/player.py	363	CODE
LOW	music_assistant/providers/hass_players/provider.py	97	CODE
LOW	music_assistant/providers/hass_players/player.py	401	CODE
LOW	music_assistant/providers/local_audio/provider.py	25	CODE
LOW	…sic_assistant/providers/local_audio/sendspin_bridge.py	642	CODE
LOW	…sic_assistant/providers/local_audio/sendspin_bridge.py	747	CODE
LOW	…sic_assistant/providers/local_audio/sendspin_bridge.py	876	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	235	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	431	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	530	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	551	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	635	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	687	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	845	CODE
LOW	music_assistant/providers/ytmusic/__init__.py	691	CODE
LOW	music_assistant/providers/ytmusic/helpers.py	325	CODE
LOW	music_assistant/providers/ytmusic/helpers.py	330	CODE
LOW	music_assistant/providers/vban_receiver/provider.py	197	CODE
LOW	music_assistant/providers/bandcamp/converters.py	54	CODE
LOW	music_assistant/providers/sync_group/player.py	111	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	259	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	435	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	525	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	1184	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	1797	CODE
LOW	music_assistant/providers/apple_music/library.py	231	CODE
LOW	music_assistant/providers/apple_music/library.py	302	CODE
LOW	music_assistant/providers/apple_music/helpers/browse.py	70	CODE
LOW	music_assistant/providers/smart_fades/helpers.py	123	CODE
LOW	music_assistant/providers/theaudiodb/__init__.py	186	CODE
LOW	music_assistant/providers/theaudiodb/__init__.py	216	CODE
LOW	music_assistant/providers/yandex_smarthome/__init__.py	248	CODE
LOW	music_assistant/providers/bose_soundtouch/player.py	258	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	61	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	114	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	170	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	276	CODE
LOW	music_assistant/providers/airplay_receiver/metadata.py	313	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	573	CODE
LOW	music_assistant/providers/zvuk_music/parsers.py	132	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	1110	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	193	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	503	CODE
LOW	music_assistant/providers/playlist_metadata/__init__.py	1157	CODE
LOW	music_assistant/providers/test/__init__.py	160	CODE
LOW	music_assistant/providers/hass/__init__.py	419	CODE
LOW	music_assistant/providers/hass/__init__.py	562	CODE
LOW	music_assistant/providers/bbc_sounds/__init__.py	510	CODE
LOW	music_assistant/providers/bbc_sounds/__init__.py	663	CODE
LOW	music_assistant/providers/bbc_sounds/__init__.py	683	CODE
230 more matches not shown…

Modern Structural Boilerplate253 hits · 256 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/providers/musicbrainz/test_recommendations.py	81	def _set_library(provider_mock: Mock, artists: list[Artist]) -> None:	CODE
LOW	tests/providers/fastmcp_server/test_e2e_hotswap.py	62	def _set_config_values(cfg: MagicMock, **overrides: Any) -> None:	CODE
LOW	tests/providers/snapcast/conftest.py	22	def set_callback(self, cb: Any) -> None:	CODE
LOW⚡	tests/providers/yandex_ynison/test_ynison_client.py	451	def _setup_ws(self, client: YnisonClient) -> None:	CODE
LOW⚡	tests/providers/yandex_ynison/test_ynison_client.py	748	def _setup_ws(self, client: YnisonClient) -> None:	CODE
LOW⚡	tests/providers/yandex_ynison/test_ynison_client.py	1393	async def set_stop(_args: Any, *_kwargs: Any) -> None:	CODE
LOW	tests/providers/airplay/test_player.py	157	def _set_discovery_info(player: AirPlayPlayer, *, raop: bool, airplay: bool) -> None:	CODE
LOW⚡	tests/controllers/music/test_genres.py	1569	async def _set_track_genres(mass: MusicAssistant, track_id: int, genres: list[str]) -> None:	CODE
LOW	tests/controllers/music/test_genres.py	136	async def _set_podcast_genres(mass: MusicAssistant, podcast_id: int, genres: list[str]) -> None:	CODE
LOW	tests/controllers/music/test_genres.py	1580	async def _set_album_genres(mass: MusicAssistant, album_id: int, genres: list[str]) -> None:	CODE
LOW	tests/controllers/players/test_player_controller.py	464	def _set_play_media_override(mock_mass: MagicMock, value: bool) -> None:	CODE
LOW	tests/helpers/test_scrobbler.py	31	async def _update_now_playing(self, report: MediaItemPlaybackProgressReport) -> None:	CODE
LOW	tests/helpers/test_scrobbler.py	195	async def _update_now_playing(self, report: MediaItemPlaybackProgressReport) -> None:	CODE
LOW	tests/helpers/test_throttle_retry.py	38	def set_side_effects(self, effects: Sequence[Exception \| str]) -> None:	CODE
LOW	music_assistant/mass.py	1214	async def _update_available_providers_cache(self) -> None:	CODE
LOW	music_assistant/mass.py	1238	async def _setup_storage(self) -> None:	CODE
LOW	music_assistant/mass.py	1245	def _set_state(self, new_state: CoreState) -> None:	CODE
LOW	music_assistant/__main__.py	269	def _set_stop() -> None:	CODE
LOW⚡	music_assistant/providers/wiim/player.py	363	def _update_ma_state_from_sdk_cache(self) -> None:	CODE
LOW	music_assistant/providers/hass_players/provider.py	157	def update_player_from_state_msg(entity_id: str, state: CompressedState) -> None:	CODE
LOW	music_assistant/providers/hass_players/player.py	365	def update_from_compressed_state(self, state: CompressedState) -> None:	CODE
LOW	music_assistant/providers/hass_players/player.py	376	def _update_hass_features(self, hass_supported_features: MediaPlayerEntityFeature) -> None:	CODE
LOW	music_assistant/providers/hass_players/player.py	401	def _update_attributes(self, attributes: dict[str, Any]) -> None:	CODE
LOW	music_assistant/providers/sync_group/player.py	908	def _update_attributes(self) -> None:	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	1984	async def _set_playlog_from_user(self, user: User) -> None:	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	1997	async def _set_playlog_from_user_sync(self, progresses: list[MediaProgress]) -> None:	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	2061	async def _update_playlog_book(self, progress: MediaProgress) -> None:	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	2083	async def _update_playlog_episode(self, progress: MediaProgress) -> None:	CODE
LOW	music_assistant/providers/audiobookshelf/__init__.py	2104	async def _update_book_narrators(self, library_id: str) -> None:	CODE
LOW	music_assistant/providers/apple_music/library.py	218	async def set_favorite(self, prov_item_id: str, media_type: MediaType, favorite: bool) -> None:	CODE
LOW⚡	music_assistant/providers/apple_music/provider.py	211	async def set_favorite(self, prov_item_id: str, media_type: MediaType, favorite: bool) -> None:	CODE
LOW	music_assistant/providers/apple_music/__init__.py	40	__all__ = ["AppleMusicProvider", "get_config_entries", "setup"]	CODE
LOW	…ic_assistant/providers/apple_music/helpers/__init__.py	6	__all__ = [	CODE
LOW	…_assistant/providers/yandex_smarthome/auto_skill_ui.py	55	__all__ = [	CODE
LOW	…sistant/providers/yandex_smarthome/auto_skill_state.py	19	__all__ = [	CODE
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	317	async def update_draft(self, csrf: str, skill_id: str, payload: Mapping[str, Any]) -> None:	CODE
LOW	…sic_assistant/providers/yandex_smarthome/auto_skill.py	64	__all__ = [	CODE
LOW	music_assistant/providers/yandex_smarthome/_compat.py	32	__all__ = ["SecretStr"]	CODE
LOW	music_assistant/providers/bose_soundtouch/client.py	102	async def set_volume(self, level: int) -> None:	CODE
LOW	music_assistant/providers/bose_soundtouch/client.py	137	async def set_zone(self, master_id: str, members: list[tuple[str, str]]) -> None:	CODE
LOW	music_assistant/providers/bose_soundtouch/player.py	247	def update_ip_address(self, ip_address: str) -> None:	CODE
LOW	music_assistant/providers/bose_soundtouch/player.py	378	def _update_state_from_now_playing(self, now_playing: SoundTouchNowPlaying) -> None:	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	514	async def _setup_pipes_and_config(self) -> None:	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	634	def _setup_shairport_daemon(self) -> None:	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	749	def _update_source_metadata(self, metadata: dict[str, Any]) -> None:	CODE
LOW	music_assistant/providers/airplay_receiver/__init__.py	773	def _update_cover_art(self, metadata: dict[str, Any]) -> None:	CODE
LOW	music_assistant/providers/hass/__init__.py	675	def _update_control_from_state_msg(self, entity_id: str, state: CompressedState) -> None:	CODE
LOW	…_assistant/providers/listenbrainz_scrobble/__init__.py	136	async def _update_now_playing(self, report: MediaItemPlaybackProgressReport) -> None:	CODE
LOW	music_assistant/providers/musiccast/player.py	163	async def set_static_attributes(self) -> None:	CODE
LOW	music_assistant/providers/musiccast/player.py	250	async def set_dynamic_attributes(self, update_state: bool = True) -> None:	CODE
LOW⚡	music_assistant/providers/musiccast/player.py	695	async def _set_player_unavailable(self) -> None:	CODE
LOW	music_assistant/providers/musiccast/player.py	718	async def _set_player_available(self) -> None:	CODE
LOW	music_assistant/providers/musiccast/player.py	861	async def set_option(self, option_key: str, option_value: PlayerOptionValueType) -> None:	CODE
LOW	music_assistant/providers/spotify/provider.py	1055	async def _setup_librespot_auth(self, access_token: str) -> None:	CODE
LOW⚡	music_assistant/providers/spotify/provider.py	1240	async def _set_playlist_requires_global_token(self, prov_playlist_id: str) -> None:	CODE
LOW	music_assistant/providers/deezer/gw_client.py	54	async def _set_cookie(self) -> None:	CODE
LOW	music_assistant/providers/deezer/gw_client.py	62	async def _update_user_data(self) -> None:	CODE
LOW	music_assistant/providers/deezer/__init__.py	21	__all__ = ["DeezerProvider"]	CODE
LOW	music_assistant/providers/dlna/player.py	104	def set_available(self, available: bool) -> None:	CODE
LOW	music_assistant/providers/dlna/player.py	128	def set_static_attributes(self) -> None:	CODE
193 more matches not shown…

Redundant / Tautological Comments130 hits · 193 pts

Severity	File	Line	Snippet	Context
LOW	music_assistant/providers/vban_receiver/provider.py	265	# Check if the stream_id has changed underneath us while waiting	COMMENT
LOW	music_assistant/providers/airplay_receiver/metadata.py	118	# Check if we have a complete line before any XML	COMMENT
LOW	music_assistant/providers/airplay_receiver/__init__.py	590	# Check if process started successfully	COMMENT
LOW	…stant/providers/airplay_receiver/bin/build_binaries.sh	85	# Check if Homebrew is installed	COMMENT
LOW	music_assistant/providers/zvuk_music/__init__.py	72	# Check if user is authenticated	COMMENT
LOW	music_assistant/providers/party/__init__.py	621	# Check if guest access is enabled	COMMENT
LOW	music_assistant/providers/party/__init__.py	914	# Check if guest access and skip are enabled	COMMENT
LOW	music_assistant/providers/spotify/provider.py	123	# Check if user has a custom client ID with valid dev token	COMMENT
LOW	music_assistant/providers/spotify/__init__.py	99	# Check if audiobooks are supported by existing provider instance	COMMENT
LOW	music_assistant/providers/audible/__init__.py	265	# Check if we have signing auth (preferred, stable - not affected by API changes)	COMMENT
LOW	music_assistant/providers/msx_bridge/http_server.py	1231	# Check if we need to create a new shared stream (leader creates it)	COMMENT
LOW	music_assistant/providers/bluesound/provider.py	78	# Check if the IP address has changed	COMMENT
LOW	…_assistant/providers/nicovideo/provider_mixins/core.py	56	# Check if login credentials are provided	COMMENT
LOW	music_assistant/providers/nicovideo/services/video.py	156	# Check if this is already a media playlist (has #EXTINF)	COMMENT
LOW	…providers/sonic_analysis/vendored_clap/clap_wrapper.py	57	# Check if version is supported	COMMENT
LOW	music_assistant/providers/yandex_music/provider.py	2384	# Check if we've already reached the limit	COMMENT
LOW	music_assistant/providers/yandex_music/__init__.py	305	# Check if user is authenticated	COMMENT
LOW	music_assistant/providers/yandex_music/api_client.py	1237	# Check if it's LRC format (synced lyrics have timestamps like [00:12.34])	COMMENT
LOW	music_assistant/providers/universal_player/provider.py	89	# Check if player already exists	COMMENT
LOW	music_assistant/providers/universal_player/provider.py	207	# Check if universal player already exists	COMMENT
LOW	music_assistant/providers/universal_player/provider.py	534	# Check if this separate universal player already exists	COMMENT
LOW	music_assistant/providers/soundcloud/__init__.py	396	# Check if we have a valid response with tracks collection	COMMENT
LOW	music_assistant/providers/yandex_ynison/provider.py	1267	# Check if manual player switching is allowed	COMMENT
LOW	music_assistant/providers/airplay/provider.py	202	# Check if this is a local address (loopback or matches our server's IP)	COMMENT
LOW	music_assistant/providers/pandora/provider.py	375	# Check if already cached in session	COMMENT
LOW	music_assistant/providers/internet_archive/provider.py	198	# Check if we have enough results across all types	COMMENT
LOW	music_assistant/providers/internet_archive/provider.py	315	# Check if this is audiobook content using improved detection	COMMENT
LOW	music_assistant/providers/internet_archive/provider.py	324	# Check if this is podcast content	COMMENT
LOW	music_assistant/providers/internet_archive/provider.py	583	# Check if this is the same as album artist to avoid duplicates (case-insensitive)	COMMENT
LOW	music_assistant/providers/plex/__init__.py	1108	# Check if this is a collection (collections have the format "collection:<key>")	COMMENT
LOW	music_assistant/providers/plex/__init__.py	1125	# Check if this is a collection (collections have the format "collection:<key>")	COMMENT
LOW	music_assistant/providers/plex/__init__.py	1546	# Check if album rating meets the configured threshold for favorites	COMMENT
LOW	music_assistant/providers/plex/__init__.py	1693	# Check if track rating meets the configured threshold for favorites	COMMENT
LOW⚡	music_assistant/providers/plex_connect/gdm.py	179	# Check if this is a discovery request (M-SEARCH) not our own HELLO	COMMENT
LOW	music_assistant/providers/webdav/provider.py	252	# Check if this is an audio file with embedded image	COMMENT
LOW	music_assistant/providers/webdav/helpers.py	124	# Check if it's a directory	COMMENT
LOW	music_assistant/providers/kion_music/provider.py	1710	# Check if we've already reached the limit	COMMENT
LOW	music_assistant/providers/kion_music/__init__.py	78	# Check if user is authenticated	COMMENT
LOW	music_assistant/providers/kion_music/api_client.py	571	# Check if it's LRC format (synced lyrics have timestamps like [00:12.34])	COMMENT
LOW	music_assistant/providers/sendspin/provider.py	563	# Check if client still exists (may have disconnected while waiting)	COMMENT
LOW	music_assistant/providers/podcastfeed/__init__.py	208	# Check if we got actual image content	COMMENT
LOW	music_assistant/providers/tidal/tidal_page_parser.py	128	# Check if item appears to be a mix	COMMENT
LOW	music_assistant/providers/tidal/auth_manager.py	127	# Check if token is expired	COMMENT
LOW	music_assistant/models/player.py	1421	# Check if the protocol player is actually available	COMMENT
LOW	music_assistant/models/player.py	2777	# Check if member_id is a provider instance ID	COMMENT
LOW	music_assistant/controllers/music/controller.py	353	# Check if the search query is a streaming provider public shareable URL	COMMENT
LOW	music_assistant/controllers/music/media/playlists.py	383	# Check if any existing mapping's item_id has been modified for non-streaming providers	COMMENT
LOW	music_assistant/controllers/music/media/genres.py	1991	# Check if a non-excluded genre in this taxonomy exists with this name as its own	COMMENT
LOW	music_assistant/controllers/music/media/genres.py	2041	# Check if this name was deliberately excluded in this taxonomy before creating	COMMENT
LOW	music_assistant/controllers/players/controller.py	2965	# Check if parent config still exists	COMMENT
LOW	music_assistant/controllers/players/controller.py	3153	# Check if new source is external (not MA-managed)	COMMENT
LOW	music_assistant/controllers/players/controller.py	3212	# Check if it's a known queue ID	COMMENT
LOW	music_assistant/controllers/players/controller.py	3791	# Check if player has mute lock (set when individually muted in a group)	COMMENT
LOW⚡	music_assistant/controllers/players/protocol_linking.py	562	# Check if this universal player should now be merged with another	COMMENT
LOW⚡	music_assistant/controllers/players/protocol_linking.py	578	# Check if universal player has generic device info (from restore)	COMMENT
LOW	music_assistant/controllers/players/protocol_linking.py	195	# Check if this universal player should now be merged with another	COMMENT
LOW	music_assistant/controllers/players/protocol_linking.py	236	# Check if linking actually succeeded (may be refused for	COMMENT
LOW	music_assistant/controllers/players/protocol_linking.py	252	# Check if this universal player should now be merged with another	COMMENT
LOW	music_assistant/controllers/players/protocol_linking.py	401	# Check if this protocol player has a cached parent (was previously linked)	COMMENT
LOW	music_assistant/controllers/players/protocol_linking.py	460	# Check if there's an existing universal player we should join	COMMENT
70 more matches not shown…

Cross-Language Confusion22 hits · 145 pts

Severity	File	Line	Snippet	Context
HIGH	tests/controllers/music/test_music_migrations.py	294	1: ("smart_fades", '{"spectral_centroid": [1.5, null, 2.5, null], "bpm": 120}'),	CODE
HIGH	tests/controllers/music/test_music_migrations.py	297	3: ("other_domain", '{"spectral_centroid": [null], "bpm": 100}'),	CODE
HIGH	music_assistant/providers/yousee/media.py	247	tracks(first: $first, after: null, orderBy: POPULARITY) {	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	175	info: null,	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	176	sessionToken: null,	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	177	selectedClientId: null,	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	187	if (cachedTokens && typeof cachedTokens === "object") state.tokens = cachedTokens;	CODE
HIGH	…sic_assistant/providers/fastmcp_server/connect/page.py	202	let data = null;	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	302	state.sessionToken = null;	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	310	showMsg((data && data.error) \|\| ("HTTP " + res.status), "bad");	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	320	if (navigator.clipboard && navigator.clipboard.writeText) {	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	334	if (!c \|\| !state.lastSnippet) return null;	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	336	try { parsed = JSON.parse(state.lastSnippet); } catch (_) { return null; }	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	337	const inner = (parsed.mcpServers && parsed.mcpServers.ma) \|\| null;	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	337	const inner = (parsed.mcpServers && parsed.mcpServers.ma) \|\| null;	CODE
HIGH⚡	…sic_assistant/providers/fastmcp_server/connect/page.py	338	if (!inner) return null;	CODE
HIGH	…sic_assistant/providers/fastmcp_server/connect/page.py	411	showMsg((data && data.error) \|\| "Sign-in failed.", "bad");	CODE
HIGH	…sic_assistant/providers/fastmcp_server/connect/page.py	422	showMsg("Signed in as " + (data.user && data.user.username \|\| "user") + ".", "good");	CODE
HIGH	music_assistant/providers/sendspin/playback.py	568	await processor.push(chunk)	CODE
HIGH	music_assistant/providers/sendspin/playback.py	1348	await processor.push(chunk)	CODE
HIGH	music_assistant/controllers/streams/audio_analysis.py	425	# non-finite floats serialize to JSON null, which corrupts the stored row;	COMMENT
HIGH	music_assistant/controllers/webserver/api_docs.py	1012	# Filter out None/null types (None, NoneType, null all mean JSON null)	COMMENT

Self-Referential Comments37 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_webserver_auth.py	150	# Create a user first	COMMENT
MEDIUM	tests/test_remote_access.py	264	# Create a session first	COMMENT
MEDIUM	tests/providers/bandcamp/test_converters.py	20	# Create a mock SearchResultTrack	COMMENT
MEDIUM	tests/providers/bandcamp/test_converters.py	39	# Create a mock SearchResultAlbum	COMMENT
MEDIUM	tests/providers/bandcamp/test_converters.py	58	# Create a mock SearchResultArtist	COMMENT
MEDIUM	tests/providers/apple_music/test_library.py	483	# Create an ItemMapping instead of a Track	COMMENT
MEDIUM	tests/providers/msx_bridge/test_player.py	422	# Create a member whose play_media calls back into leader's propagation	COMMENT
MEDIUM	tests/providers/smart_playlist/test_smart_playlist.py	1738	# Create a library track without genres	COMMENT
MEDIUM	tests/providers/yandex_ynison/test_ynison_client.py	527	# Create a real task that we can cancel	COMMENT
MEDIUM	tests/providers/tidal/test_api_client.py	45	# Create a mock that acts as an async context manager	COMMENT
MEDIUM	tests/providers/tidal/test_streaming.py	636	# Create a mapping that triggers the update path	COMMENT
MEDIUM	tests/controllers/players/test_protocol_linking.py	39	# Create a mock manifest	COMMENT
MEDIUM	tests/helpers/test_throttle_retry.py	329	# Create a date 60 seconds in the future	COMMENT
MEDIUM	music_assistant/providers/vban_receiver/vban.py	44	# Create a socket and set the options	COMMENT
MEDIUM	…c_assistant/providers/_demo_music_provider/__init__.py	452	# Create a new playlist on the provider.	COMMENT
MEDIUM	music_assistant/providers/airplay_receiver/metadata.py	71	# Create an asyncio.Event to signal when data is available	COMMENT
MEDIUM	music_assistant/providers/party/__init__.py	817	# Create a QueueItem from the media item	COMMENT
MEDIUM	music_assistant/providers/spotify/parsers.py	292	# Create a minimal podcast reference if none available	COMMENT
MEDIUM	music_assistant/providers/deezer/parsers.py	772	# Create a full Artist object so MA doesn't try to resolve it.	COMMENT
MEDIUM	music_assistant/providers/deezer/parsers.py	800	# Create a full Album object so MA doesn't try to resolve it.	COMMENT
MEDIUM	…istant/providers/nicovideo/provider_mixins/playlist.py	120	# Create a new mylist using niconico.py	COMMENT
MEDIUM	…assistant/providers/digitally_incorporated/__init__.py	784	# Create a mapping of filter ID to genre name	COMMENT
MEDIUM	music_assistant/providers/snapcast/socket_server.py	77	# Create the socket server	COMMENT
MEDIUM	music_assistant/providers/universal_player/provider.py	133	# Create the player instance	COMMENT
MEDIUM	music_assistant/providers/plex/__init__.py	1248	# Create a recommendation folder for each hub	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	40	# This method is optional and should be implemented if you need to handle	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	243	# This method is mandatory and should be implemented.	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	283	# This method is optional and should be implemented if you want to support	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	295	# This method is optional and should be implemented if the player supports	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	306	# This method is optional and should be implemented if the player supports	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	314	# This method is optional and should be implemented if the player supports	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	326	# This method is optional and should be implemented if the player supports	COMMENT
MEDIUM	music_assistant/controllers/webserver/auth.py	1052	# Create a long-lived token (only long-lived tokens can be created via this command)	COMMENT
MEDIUM	music_assistant/controllers/webserver/api_docs.py	196	# Create a schema reference for this type	COMMENT
MEDIUM	music_assistant/controllers/webserver/api_docs.py	289	# Create a detailed enum definition with descriptions	COMMENT
MEDIUM	…istant/controllers/webserver/helpers/auth_providers.py	438	# Create the user	COMMENT
MEDIUM	music_assistant/controllers/metadata/radio.py	468	# Create a minimal Album object to pass the MusicBrainz release group ID	COMMENT

AI Slop Vocabulary44 hits · 92 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/providers/sync_group/test_sync_group.py	427	# (that path is only for the seamless handoff). Instead, dissolve+reform	COMMENT
MEDIUM	tests/providers/sync_group/test_sync_group.py	311	"""When the new leader IS in the live session, seamless protocol-level handoff is used."""	STRING
MEDIUM	music_assistant/providers/ambient_sounds/__init__.py	91	# 0.1 Hz swell = 3 full cycles per 30s loop, keeping the loop seamless	COMMENT
MEDIUM	music_assistant/providers/ambient_sounds/__init__.py	216	"""Build the ffmpeg filter graph that renders the preset as a seamless loop."""	STRING
MEDIUM	music_assistant/providers/ambient_sounds/__init__.py	218	# seamless loop: generate CROSSFADE_DURATION extra seconds, trim that amount	COMMENT
MEDIUM	…sic_assistant/providers/local_audio/sendspin_bridge.py	975	# child (is_remap=False) — this is more robust than matching	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	350	# Note that (local) file based providers will simply return all artist tracks here.	COMMENT
MEDIUM	music_assistant/providers/sync_group/constants.py	45	# group can do a seamless leader handoff; otherwise it must dissolve and	COMMENT
MEDIUM	music_assistant/providers/sync_group/player.py	1159	# protocol so the session continuation is seamless.	COMMENT
MEDIUM	music_assistant/providers/sync_group/player.py	1178	# A seamless handoff requires the new leader to already be a	COMMENT
MEDIUM	music_assistant/providers/phishin/provider.py	100	# Replace with comprehensive song_slug results	COMMENT
MEDIUM⚡	…nt/providers/snapcast/snapweb/assets/index-BYMjFABP.js	33	*/var R3=J,ao=N3;function Ve(t){for(var r="https://reactjs.org/docs/error-decoder.html?invariant="+t,s=1;s<arguments.le	COMMENT
MEDIUM⚡	…nt/providers/snapcast/snapweb/assets/index-BYMjFABP.js	33	*/var R3=J,ao=N3;function Ve(t){for(var r="https://reactjs.org/docs/error-decoder.html?invariant="+t,s=1;s<arguments.le	COMMENT
MEDIUM⚡	…nt/providers/snapcast/snapweb/assets/index-BYMjFABP.js	40	`+d.stack}return{value:t,source:r,stack:p,digest:null}}function b2(t,r,s){return{value:t,source:null,stack:s??null,diges	CODE
MEDIUM⚡	…nt/providers/snapcast/snapweb/assets/index-BYMjFABP.js	40	`+d.stack}return{value:t,source:r,stack:p,digest:null}}function b2(t,r,s){return{value:t,source:null,stack:s??null,diges	CODE
MEDIUM	music_assistant/providers/opensubsonic/parsers.py	44	# the list of episodes in a channel, to facilitate, we will use both the episode id and the	COMMENT
MEDIUM	music_assistant/providers/squeezelite/provider.py	112	# If any ports are occupied, raise a comprehensive error message	COMMENT
MEDIUM	…ic_assistant/providers/_demo_player_provider/player.py	58	# used in conjunction with the needs_poll property.	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	122	# In this demo implementation we just set the power state to ON	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	129	# In this demo implementation we just set the power state to OFF	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	143	# In this demo implementation we just set the volume level	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	176	# In this demo implementation we just set the playback state to PLAYING	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	193	# In this demo implementation we just set the playback state to IDLE	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	209	# In this demo implementation we just set the playback state to PAUSED	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	253	# the queue controller will simply call this play_media method for	COMMENT
LOW	music_assistant/providers/sonos/provider.py	199	# we just return the previous, current and next item in the queue.	COMMENT
LOW	music_assistant/providers/filesystem_local/__init__.py	327	# for audiobooks and podcasts we just return all library items	COMMENT
LOW	music_assistant/models/provider.py	171	# default implementation - simply use the instance number/index	COMMENT
LOW	music_assistant/models/music_provider.py	1573	# just return False here to trigger that logic	COMMENT
LOW⚡	music_assistant/models/player.py	964	# default implementation will simply call set_members	COMMENT
LOW	music_assistant/models/player.py	946	# default implementation will simply call set_members	COMMENT
LOW	music_assistant/models/player.py	2615	# Scenario 1: Player is a protocol player - just return the (expanded) result	COMMENT
LOW	music_assistant/controllers/music/controller.py	2796	# simply return the first item because search is already sorted by best match	COMMENT
LOW	music_assistant/controllers/music/media/playlists.py	695	# simply sort by quality and just add the first available version	COMMENT
LOW	music_assistant/controllers/music/media/base.py	816	# simply return the fallback item	COMMENT
LOW	music_assistant/controllers/players/controller.py	1489	# else: any other media item, just add it to the favorites directly	COMMENT
LOW	music_assistant/controllers/streams/controller.py	688	# just set an insane high content length to make sure the player keeps playing	COMMENT
LOW	music_assistant/controllers/streams/controller.py	943	# just set an insane high content length to make sure the player keeps playing	COMMENT
LOW	music_assistant/controllers/webserver/api_docs.py	982	# Remove the ellipsis and just use the type	COMMENT
LOW	…ssistant/controllers/player_queues/playback_tracker.py	359	# so we just return the queue index and the elapsed time	COMMENT
LOW	music_assistant/helpers/api.py	346	# we can just use the bound type for documentation purposes	COMMENT
LOW	music_assistant/helpers/audio.py	755	# simply return the preference	COMMENT
MEDIUM	scripts/perf/perf_server.py	191	# skip the harness' own frames - they are measurement scaffolding	COMMENT
LOW	.github/workflows/release.yml	307	# Stable release - just use the version	COMMENT

Over-Commented Block73 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	tests/providers/fastmcp_server/conftest.py	1	"""	COMMENT
LOW	tests/controllers/streams/test_audio_sources.py	381	"""Queue preload must not claim the source and block a later handoff."""	COMMENT
LOW	music_assistant/constants.py	861		COMMENT
LOW	music_assistant/providers/local_audio/constants.py	41	# y = a * e^(b*x) gives constant dB-per-slider-step ("audio taper" /	COMMENT
LOW	…sic_assistant/providers/local_audio/sendspin_bridge.py	141		COMMENT
LOW	…sic_assistant/providers/local_audio/sendspin_bridge.py	301	# Remap sink: apply the restored volume/mute to PA sink hardware	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	121	"""	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	221	# It allows retrieving the library/favorite artists from your provider.	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	261	# It allows retrieving the library/favorite albums from your provider.	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	281	# You are free to implement caching in your provider, as long as you return all items	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	301	# the 'sync_library' method.	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	321	# If you need more fine grained control over the sync process, you can override	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	341	# to easily apply caching to this method.	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	361	# Get full details of a single Album.	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	381	# NOTE: Because this is often static data, it is advised to apply caching here	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	401	# Mandatory only if you reported ARTIST_ALBUMS in the supported_features.	COMMENT
LOW	…c_assistant/providers/_demo_music_provider/__init__.py	481	Returns a boolean with the fully_played status	COMMENT
LOW	music_assistant/providers/sync_group/player.py	101	else:	COMMENT
LOW	music_assistant/providers/sync_group/player.py	801		COMMENT
LOW	music_assistant/providers/msx_bridge/static/input.js	1	/******************************************************************************/	COMMENT
LOW	music_assistant/providers/amplipi/constants.py	61	"bluetooth": "Bluetooth",	COMMENT
LOW	music_assistant/providers/siriusxm/__init__.py	241	"""Get streamdetails for a track/radio."""	COMMENT
LOW	…_assistant/providers/fastmcp_server/connect/_revoke.py	41	# loaded (frontend / chardet / torch are not installed), so fall back to	COMMENT
LOW	…t/providers/fastmcp_server/debug/inspect_serializer.py	41	# — walking them drags every other provider, queue, player, cache and	COMMENT
LOW	…sic_assistant/providers/sonic_analysis/clap_prompts.py	101	# Calibration provenance	COMMENT
LOW	music_assistant/providers/yandex_music/constants.py	81	BROWSE_INITIAL_TRACKS: Final[int] = 15	COMMENT
LOW	music_assistant/providers/yandex_music/constants.py	101	# Per-kind request budgets (requests per second). Tuned by endpoint cost:	COMMENT
LOW	music_assistant/providers/yandex_music/constants.py	121	# this value. Sized one below Yandex's observed datacenter-IP captcha	COMMENT
LOW	music_assistant/providers/yandex_music/constants.py	181	# a specific preset (diversity/moodEnergy/language) on top of the base My Wave station.	COMMENT
LOW	music_assistant/providers/yandex_music/api_client.py	141	] = OrderedDict()	COMMENT
LOW	music_assistant/providers/hue_entertainment/analyzer.py	41	_PALETTE_DIM_FACTOR = 0.45	COMMENT
LOW	music_assistant/providers/hue_entertainment/analyzer.py	101	color_gradient_spread: float	COMMENT
LOW	music_assistant/providers/hue_entertainment/analyzer.py	181		COMMENT
LOW	music_assistant/providers/hue_entertainment/analyzer.py	201	# Transient scaling, beat animation fraction, pulse peak and color gradient	COMMENT
LOW	…sic_assistant/providers/snapcast/snapweb/snapstream.js	381	// rate = 1.0 - Math.min(rate, 0.0005);	COMMENT
LOW	music_assistant/providers/yandex_ynison/provider.py	261	self._in_use_by_queue: str \| None = None	COMMENT
LOW	music_assistant/providers/yandex_ynison/provider.py	421	# updates _active_session_id but not _in_use_by_queue) is treated as a	COMMENT
LOW	music_assistant/providers/yandex_ynison/__init__.py	81	selected = ym_instances[0][0] if len(ym_instances) == 1 else YM_INSTANCE_OWN	COMMENT
LOW	…sic_assistant/providers/yandex_ynison/ynison_client.py	721		COMMENT
LOW	music_assistant/providers/ariacast_receiver/__init__.py	101	self._default_player_id = str(config.get_value(CONF_MASS_PLAYER_ID))	COMMENT
LOW	music_assistant/providers/ariacast_receiver/__init__.py	321	player_id: str,	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	141	In most cases its not needed to override any of the builtin methods and you only	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	181	# this is an optional method that you can implement if	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	241	# Return a StreamDetails with stream_type=CUSTOM when audio comes from	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	281	# by streamdetails.audio_format. Release any per-stream resources in a	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	321	raise NotImplementedError	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	341	# Plugins MUST store stream_session_id so the matching	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	361	# OPTIONAL — fires in the queue-item stream handler's finally block, so	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	401	"""Retrieve a list of recommendation folders from this plugin."""	COMMENT
LOW	…_assistant/providers/_demo_plugin_provider/__init__.py	441	# Implement when surfacing playlists. Tracks SHOULD carry	COMMENT
LOW	…_assistant/providers/_demo_player_provider/provider.py	121	# the player has become unavailable	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	221	# this method should send a next track command to the given player.	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	241	"""Play media command."""	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	281	"""Handle enqueuing of the next (queue) item on the player."""	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	301	# will take care of setting the volume level for the announcement and resuming etc.	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	341	# refresh affected members so their derived synced_to / can_group_with recompute	COMMENT
LOW	…ic_assistant/providers/_demo_player_provider/player.py	361	#	COMMENT
LOW	music_assistant/providers/spotify_connect/__init__.py	201	# from queue preload, where claiming would block a later cross-queue	COMMENT
LOW	music_assistant/models/player.py	361	self._extra_attributes: dict[str, Any] = {}	COMMENT
LOW	music_assistant/controllers/music/constants.py	21	# max time to wait for a single provider's search results before	COMMENT
13 more matches not shown…

Verbosity Indicators32 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/controllers/music/test_genres.py	2375	# Step 2: album gains its own genre metadata.	COMMENT
LOW⚡	tests/controllers/music/test_genres.py	2378	# Step 3: incremental scan must replace the derived mapping with a direct one,	COMMENT
LOW	tests/controllers/music/test_genres.py	2352	# Step 1: album has no genres yet → propagation creates a derived mapping.	COMMENT
LOW⚡	tests/controllers/players/test_protocol_linking.py	3946	# Step 1: Mock config - AirPlay has cached parent, Sendspin does not	COMMENT
LOW⚡	tests/controllers/players/test_protocol_linking.py	3993	# Step 2: AirPlay reconnects first - links via cached parent_id	COMMENT
LOW⚡	tests/controllers/players/test_protocol_linking.py	4002	# Step 3: Sendspin registers next - should match Universal Player by MAC	COMMENT
LOW	music_assistant/providers/hass_players/provider.py	115	# if the player is an ESPHome player, we need to check if it is a V2 player	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	160	# Step 1: CSRF token extraction	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	214	# Step 2: list existing skills (for duplicate-name detection)	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	235	# Step 3: create the skill app	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	270	# Step 4: upload logo	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	314	# Step 5: update draft settings	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	323	# Step 6: create OAuth app (account-linking)	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	370	# Step 7: bind OAuth app to the skill	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	380	# Step 8: publish (send for moderation)	COMMENT
LOW⚡	…sic_assistant/providers/yandex_ynison/ynison_client.py	246	# Step 1: Get redirect ticket	COMMENT
LOW⚡	…sic_assistant/providers/yandex_ynison/ynison_client.py	249	# Step 2: Connect to state service	COMMENT
LOW	music_assistant/providers/airplay/pairing.py	724	# Step 1: Send device ID and method	STRING
LOW	music_assistant/providers/airplay/pairing.py	746	# Step 2: SRP authentication	STRING
LOW	music_assistant/providers/airplay/pairing.py	776	# Step 3: Encrypt and send auth public key using AES-GCM	STRING
LOW⚡	music_assistant/helpers/tags.py	225	# Step 1: Always split on featuring splitters	COMMENT
LOW⚡	music_assistant/helpers/tags.py	232	# Step 2: If no expected_count or already at/above target, we're done	COMMENT
LOW⚡	music_assistant/helpers/tags.py	236	# Step 3: Need more artists - split on extra splitters to reach expected_count	COMMENT
LOW	music_assistant/helpers/resources/api_docs.html	462	<span class="comment"># Step 1: Authenticate (REQUIRED as first command)</span>	CODE
LOW	music_assistant/helpers/resources/api_docs.html	480	<span class="comment"># Step 2: Send commands (message_id is REQUIRED)</span>	CODE
LOW⚡	.github/workflows/dependency-security.yml	58	# Step 1: Verify requirements_all.txt is in sync	COMMENT
LOW	.github/workflows/dependency-security.yml	84	# Step 2: Run pip-audit for known vulnerabilities	COMMENT
LOW	.github/workflows/dependency-security.yml	103	# Step 2: Detect new or changed dependencies	COMMENT
LOW	.github/workflows/dependency-security.yml	151	# Step 3: Check manifest.json changes	COMMENT
LOW	.github/workflows/dependency-security.yml	199	# Step 4: Run package safety check on new dependencies	COMMENT
LOW	.github/workflows/dependency-security.yml	258	# Step 5: Persist analysis results for the reporting workflow.	COMMENT
LOW	.github/workflows/dependency-security.yml	277	# Step 6: Hand off report fragments and results to the reporting workflow	COMMENT

Structural Annotation Overuse31 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/controllers/music/test_genres.py	2375	# Step 2: album gains its own genre metadata.	COMMENT
LOW⚡	tests/controllers/music/test_genres.py	2378	# Step 3: incremental scan must replace the derived mapping with a direct one,	COMMENT
LOW	tests/controllers/music/test_genres.py	2352	# Step 1: album has no genres yet → propagation creates a derived mapping.	COMMENT
LOW⚡	tests/controllers/players/test_protocol_linking.py	3946	# Step 1: Mock config - AirPlay has cached parent, Sendspin does not	COMMENT
LOW⚡	tests/controllers/players/test_protocol_linking.py	3993	# Step 2: AirPlay reconnects first - links via cached parent_id	COMMENT
LOW⚡	tests/controllers/players/test_protocol_linking.py	4002	# Step 3: Sendspin registers next - should match Universal Player by MAC	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	160	# Step 1: CSRF token extraction	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	214	# Step 2: list existing skills (for duplicate-name detection)	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	235	# Step 3: create the skill app	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	270	# Step 4: upload logo	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	314	# Step 5: update draft settings	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	323	# Step 6: create OAuth app (account-linking)	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	370	# Step 7: bind OAuth app to the skill	COMMENT
LOW⚡	…sic_assistant/providers/yandex_smarthome/auto_skill.py	380	# Step 8: publish (send for moderation)	COMMENT
LOW⚡	…sic_assistant/providers/yandex_ynison/ynison_client.py	246	# Step 1: Get redirect ticket	COMMENT
LOW⚡	…sic_assistant/providers/yandex_ynison/ynison_client.py	249	# Step 2: Connect to state service	COMMENT
LOW	music_assistant/providers/airplay/pairing.py	724	# Step 1: Send device ID and method	STRING
LOW	music_assistant/providers/airplay/pairing.py	746	# Step 2: SRP authentication	STRING
LOW	music_assistant/providers/airplay/pairing.py	776	# Step 3: Encrypt and send auth public key using AES-GCM	STRING
LOW⚡	music_assistant/helpers/tags.py	225	# Step 1: Always split on featuring splitters	COMMENT
LOW⚡	music_assistant/helpers/tags.py	232	# Step 2: If no expected_count or already at/above target, we're done	COMMENT
LOW⚡	music_assistant/helpers/tags.py	236	# Step 3: Need more artists - split on extra splitters to reach expected_count	COMMENT
LOW	music_assistant/helpers/resources/api_docs.html	462	<span class="comment"># Step 1: Authenticate (REQUIRED as first command)</span>	CODE
LOW	music_assistant/helpers/resources/api_docs.html	480	<span class="comment"># Step 2: Send commands (message_id is REQUIRED)</span>	CODE
LOW⚡	.github/workflows/dependency-security.yml	58	# Step 1: Verify requirements_all.txt is in sync	COMMENT
LOW	.github/workflows/dependency-security.yml	84	# Step 2: Run pip-audit for known vulnerabilities	COMMENT
LOW	.github/workflows/dependency-security.yml	103	# Step 2: Detect new or changed dependencies	COMMENT
LOW	.github/workflows/dependency-security.yml	151	# Step 3: Check manifest.json changes	COMMENT
LOW	.github/workflows/dependency-security.yml	199	# Step 4: Run package safety check on new dependencies	COMMENT
LOW	.github/workflows/dependency-security.yml	258	# Step 5: Persist analysis results for the reporting workflow.	COMMENT
LOW	.github/workflows/dependency-security.yml	277	# Step 6: Hand off report fragments and results to the reporting workflow	COMMENT

Slop Phrases14 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	…c_assistant/providers/_demo_music_provider/__init__.py	138	# and a callback url that you can use to redirect the user back to the Music Assistant UI.	COMMENT
MEDIUM	…c_assistant/providers/_demo_music_provider/__init__.py	511	# for most providers this will be HTTP but you can also use CUSTOM	COMMENT
LOW	music_assistant/providers/theaudiodb/__init__.py	200	# make sure to include the version in the album name	COMMENT
LOW	music_assistant/providers/theaudiodb/__init__.py	228	# make sure to include the version in the album name	COMMENT
LOW	music_assistant/providers/spotify/__init__.py	125	label_text = "Authenticated to Spotify. Don't forget to save to complete setup."	CODE
LOW	music_assistant/providers/spotify/__init__.py	131	dev_label_text = "Developer session authenticated. Don't forget to save to complete setup."	CODE
LOW⚡	music_assistant/providers/yandex_ynison/__init__.py	131	label_text = f"Authenticated to Yandex Music{who}. Don't forget to save to complete setup."	CODE
LOW	music_assistant/providers/lastfm_scrobble/__init__.py	136	self.logger.info("No session key available, don't forget to authenticate!")	CODE
LOW	music_assistant/providers/lastfm_scrobble/strings.json	26	"label": "Successfully logged in as {0}, don't forget to hit save to complete the setup"	CODE
MEDIUM	…_assistant/providers/_demo_plugin_provider/__init__.py	161	# you can use this for instance to trigger custom (non-mdns) discovery of plugins	COMMENT
MEDIUM	…_assistant/providers/_demo_player_provider/provider.py	42	# you can use this to do any async initialization of the provider,	COMMENT
MEDIUM	…_assistant/providers/_demo_player_provider/provider.py	128	# note that you can use this point to update the player connection info	COMMENT
LOW	music_assistant/controllers/music/controller.py	184	# make sure to finish any removal jobs	COMMENT
LOW	music_assistant/translations/en.json	1379	"provider.lastfm_scrobble.config_entries.save_reminder.label": "Successfully logged in as {0}, don't forget to hit sav	CODE

AI Structural Patterns25 hits · 22 pts

Severity	File	Line	Context
LOW	tests/providers/zvuk_music/test_parsers.py	72	CODE
LOW	tests/providers/zvuk_music/test_parsers.py	137	CODE
LOW	tests/providers/music_quiz/test_plugin.py	103	CODE
LOW	tests/providers/smart_playlist/test_smart_playlist.py	363	CODE
LOW	tests/providers/airplay/dacp/conftest.py	75	CODE
LOW	tests/providers/plex/test_provider_methods.py	67	CODE
LOW	tests/controllers/music/test_library_listing_queries.py	233	CODE
LOW	…c_assistant/providers/smart_fades/feature_extractor.py	40	CODE
LOW	…c_assistant/providers/smart_fades/dbn_postprocessor.py	29	CODE
LOW	…s/sonic_analysis/vendored_clap/models/pytorch_utils.py	30	CODE
LOW	…providers/sonic_analysis/vendored_clap/models/htsat.py	61	CODE
LOW	…providers/sonic_analysis/vendored_clap/models/htsat.py	384	CODE
LOW	…providers/sonic_analysis/vendored_clap/models/htsat.py	588	CODE
LOW	…providers/sonic_analysis/vendored_clap/models/htsat.py	686	CODE
LOW	music_assistant/providers/music_quiz/__init__.py	337	CODE
LOW	music_assistant/providers/squeezelite/player.py	774	CODE
LOW	music_assistant/controllers/music/media/tracks.py	235	CODE
LOW	music_assistant/controllers/music/media/podcasts.py	77	CODE
LOW	music_assistant/controllers/music/media/audiobooks.py	151	CODE
LOW	music_assistant/controllers/music/media/artists.py	131	CODE
LOW	music_assistant/controllers/music/media/base.py	363	CODE
LOW	music_assistant/controllers/music/media/base.py	1113	CODE
LOW	music_assistant/controllers/music/media/albums.py	130	CODE
LOW	music_assistant/controllers/tasks/controller.py	239	CODE
LOW	music_assistant/controllers/cache/helpers.py	44	CODE

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…sic_assistant/providers/nicovideo/converters/stream.py	57	Convert StreamConversionData into StreamDetails. Args: conversion_data: Data containing vi	STRING
HIGH	music_assistant/providers/airplay/helpers.py	165	Find the correct raop/airplay binary belonging to the platform. Args: protocol: The streaming protocol	STRING
HIGH	music_assistant/providers/pandora/helpers.py	57	Get CSRF token from Pandora website. Attempts to retrieve CSRF token from Pandora cookies. Args:	STRING
HIGH	music_assistant/providers/internet_archive/provider.py	740	Get streamdetails for a track or audiobook. Delegates to the streaming handler for proper multi-file s	STRING

Synthetic Comment Markers2 hits · 19 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/providers/smart_playlist/test_smart_playlist.py	1837	# AI-generated description tests	COMMENT
HIGH	music_assistant/providers/zvuk_music/constants.py	32	# These AI-generated playlists are identified by low fixed IDs, stable per account.	COMMENT

Dead Code6 hits · 11 pts

Severity	File	Line	Context
MEDIUM	tests/providers/msx_bridge/conftest.py	21	CODE
MEDIUM	tests/providers/yandex_ynison/test_ynison_client.py	1298	CODE
MEDIUM	tests/providers/airplay/test_protocol_crash.py	55	CODE
MEDIUM	tests/providers/kion_music/test_streaming.py	265	CODE
MEDIUM	tests/controllers/streams/test_audio_buffer.py	234	CODE
MEDIUM	music_assistant/models/plugin.py	118	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/providers/smart_fades/test_provider.py	20	# Clip ends 0.2s after the last beat to avoid end-of-track hallucination.	COMMENT
MEDIUM	scripts/perf/perf_server.py	191	# skip the harness' own frames - they are measurement scaffolding	COMMENT

Fake / Example Data5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/providers/yandex_music/test_api_client.py	1556	client = YandexMusicClient(token=SecretStr("fake_token"))	CODE
LOW	tests/providers/yandex_music/test_api_client.py	48	client = YandexMusicClient(token=SecretStr("fake_token"))	CODE
LOW	tests/providers/kion_music/test_api_client.py	21	return KionMusicClient("fake_token", base_url=DEFAULT_BASE_URL)	CODE
LOW	tests/providers/kion_music/test_api_client.py	35	mock_cls.assert_called_once_with("fake_token", base_url=DEFAULT_BASE_URL)	CODE
LOW	…nt/providers/snapcast/snapweb/assets/index-BYMjFABP.js	129	`&&(Q.value+=" ");const U=B.boxSizing,ee=Bu(B.paddingBottom)+Bu(B.paddingTop),q=Bu(B.borderBottomWidth)+Bu(B.borderTopWi	CODE

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/providers/audible/test_audible.py	34	def helper(mass_mock: AsyncMock, audible_client_mock: AsyncMock) -> AudibleHelper:	CODE
LOW	music_assistant/providers/nicovideo/converters/base.py	29	def helper(self) -> NicovideoConverterHelper:	CODE
LOW	music_assistant/controllers/tasks/controller.py	135	def run_task(self, task_id: str) -> BackgroundTask:	CODE

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	music_assistant/providers/filesystem_local/__init__.py	1171	track.favorite = False # TODO: implement favorite status based on rating ?	CODE

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