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AI Slop Code RIsk Monitor

chidiwilliams/buzz

Buzz transcribes and translates audio offline on your personal computer. Powered by OpenAI's Whisper.

30.6 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for chidiwilliams/buzz, a Python project with 21,913 GitHub stars. SynthScan examined 66,316 lines of code across 361 source files, recording 1736 pattern matches distributed across 15 syntactic categories. The legacy adjusted pattern signal is 30.6 (High pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

30.6
Adjusted Signal
30.6
Raw Pattern Score
100%
Time Factor
2026-10-02
Last Push
21.9K
Stars
Python
Language
66.3K
Lines of Code
361
Files
1.7K
Pattern Hits
2026-10-12
Scan Date
0.13
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 66.1/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 1423 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.1/100 · LOW

Are imports declared and package/API names verified? 82 finding(s).

Agent Over-Engineering Ratio 75.3/100 · CRITICAL

Are wrappers, guards, and repeated structures necessary? 1576 finding(s).

PR Review Velocity Impact 79.3/100 · CRITICAL

Which changes need focused human review? 1736 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 47MEDIUM 55LOW 1633

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1736 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers1345 hits · 1343 pts
SeverityFileLineSnippetContext
LOWtests/cache_test.py10 def test_should_save_and_load(self, tmp_path):CODE
LOWtests/conftest.py65def transcription_segment_dao(db) -> TranscriptionSegmentDAO:CODE
LOW⚡tests/gui_test.py53 def test_should_show_sorted_whisper_languages(self, qtbot):CODE
LOW⚡tests/gui_test.py60 def test_should_select_en_as_default_language(self, qtbot):CODE
LOW⚡tests/gui_test.py65 def test_should_select_detect_language_as_default(self, qtbot):CODE
LOWtests/gui_test.py83 def test_select_default_mic_when_no_default(self):CODE
LOWtests/gui_test.py97 def test_should_check_for_updates(self, qtbot: QtBot):CODE
LOWtests/gui_test.py115 def test_should_update_advanced_settings(self, qtbot: QtBot):CODE
LOWtests/gui_test.py156 def test_should_update_selected_model_on_type(self, qtbot: QtBot):CODE
LOWtests/gui_test.py169 def test_should_show_list_of_models(self, qtbot: QtBot):CODE
LOWtests/gui_test.py181 def test_should_select_model_from_list(self, qtbot: QtBot):CODE
LOWtests/gui_test.py219 def _set_text_and_wait_response(qtbot: QtBot, widget: HuggingFaceSearchLineEdit):CODE
LOWtests/gui_test.py226 def test_should_update_model_type(self, qtbot):CODE
LOWtests/recording_test.py9 def test_initial_buffer_is_empty(self):CODE
LOWtests/recording_test.py15 def test_initial_accumulation_size_is_zero(self):CODE
LOWtests/recording_test.py26 def test_emits_amplitude_changed(self):CODE
LOWtests/recording_test.py54 def test_emits_average_amplitude_when_buffer_full(self):CODE
LOWtests/recording_test.py67 def test_resets_buffer_after_emitting_average(self):CODE
LOWtests/recording_test.py77 def test_does_not_emit_average_before_buffer_full(self):CODE
LOWtests/recording_test.py89 def test_average_amplitude_is_rms_of_accumulated_buffer(self):CODE
LOWtests/recording_test.py106 def test_accumulation_size_set_from_sample_rate(self):CODE
LOWtests/transformers_transcriber_test.py59 def test_should_transcribe_parakeet(self):CODE
LOWtests/transformers_transcriber_test.py70 def test_should_transcribe_orukeet(self, monkeypatch):CODE
LOWtests/transformers_transcriber_test.py89 def test_should_transcribe_vibevoice(self):CODE
LOWtests/transformers_transcriber_test.py104 def test_should_transcribe_qwen(self):CODE
LOW⚡tests/model_loader_test.py56 def test_empty_returns_english(self):CODE
LOW⚡tests/model_loader_test.py59 def test_two_letter_known_code(self):CODE
LOW⚡tests/model_loader_test.py64 def test_three_letter_code_returned_as_is(self):CODE
LOW⚡tests/model_loader_test.py68 def test_unknown_two_letter_code_returned_as_is(self):CODE
LOW⚡tests/model_loader_test.py103 def test_parakeet_in_model_id(self):CODE
LOW⚡tests/model_loader_test.py106 def test_parakeet_case_insensitive(self):CODE
LOW⚡tests/model_loader_test.py112 def test_orukeet_detected_from_downloaded_config(self, tmp_path):CODE
LOW⚡tests/model_loader_test.py152 def test_to_faster_whisper_model_size_large(self):CODE
LOW⚡tests/model_loader_test.py155 def test_to_faster_whisper_model_size_tiny(self):CODE
LOW⚡tests/model_loader_test.py161 def test_to_whisper_cpp_model_size_large(self):CODE
LOW⚡tests/model_loader_test.py164 def test_to_whisper_cpp_model_size_tiny(self):CODE
LOW⚡tests/model_loader_test.py247 def test_default_respects_model_type_env(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py252 def test_default_respects_model_size_env(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py257 def test_default_invalid_model_type_env_falls_back(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py262 def test_default_invalid_model_size_env_falls_back(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py267 def test_get_local_model_path_openai_api(self):CODE
LOW⚡tests/model_loader_test.py277 def test_unknown_size_returns_none(self):CODE
LOW⚡tests/model_loader_test.py281 def test_all_defined_sizes_have_values(self):CODE
LOW⚡tests/model_loader_test.py309 def test_lumii_uses_lumii_repo(self):CODE
LOW⚡tests/model_loader_test.py314 def test_lumii_on_coreml_uses_mac_repo(self):CODE
LOW⚡tests/model_loader_test.py319 def test_standard_size_on_coreml_stays_in_whisper_cpp_repo(self):CODE
LOW⚡tests/model_loader_test.py338 def test_reduce_gpu_memory_uses_quantized_model(CODE
LOW⚡tests/model_loader_test.py347 def test_reduce_gpu_memory_lumii(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py353 def test_reduce_gpu_memory_lumii_on_coreml_has_no_quantized_model(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py359 def test_reduce_gpu_memory_keeps_coreml_encoder_unquantized(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py367 def test_reduce_gpu_memory_disabled(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py373 def test_reduce_gpu_memory_unset(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py381 def test_custom_size_does_not_use_hugging_face(self):CODE
LOW⚡tests/model_loader_test.py385 def test_looks_up_size_named_file(self):CODE
LOW⚡tests/model_loader_test.py395 def test_looks_up_quantized_file_when_reducing_gpu_memory(self, monkeypatch):CODE
LOW⚡tests/model_loader_test.py430 def test_whisper_model_not_downloaded(self):CODE
LOW⚡tests/model_loader_test.py435 def test_whisper_model_downloaded(self):CODE
LOW⚡tests/model_loader_test.py440 def test_openai_api_not_deletable(self):CODE
LOW⚡tests/model_loader_test.py444 def test_hugging_face_not_deletable(self):CODE
LOW⚡tests/model_loader_test.py453 def test_whisper_cpp_file_not_exists(self):CODE
1285 more matches not shown…
Empty Error Handlers46 hits · 230 pts
SeverityFileLineSnippetContext
HIGHtests/conftest.py22except RuntimeError:CODE
HIGHtests/conftest.py125except OSError:CODE
HIGHtests/conftest.py115except OSError:CODE
HIGHtests/gui_test.py38except RuntimeError:CODE
HIGHtests/transcriber/recording_transcriber_test.py142except:CODE
HIGHtests/widgets/recording_transcriber_widget_test.py79except FileNotFoundError:CODE
HIGHbuzz/transformers_whisper.py270except ValueError:CODE
HIGHbuzz/recording.py62except RuntimeError:CODE
HIGHbuzz/sounddevice_player.py239except Exception:CODE
HIGHbuzz/cache.py56except (FileNotFoundError, json.JSONDecodeError):CODE
HIGHbuzz/model_loader.py28except ImportError:CODE
HIGHbuzz/model_loader.py70except ImportError:CODE
HIGHbuzz/model_loader.py832except OSError:CODE
HIGHbuzz/model_loader.py107except OSError:CODE
HIGHbuzz/model_loader.py1165except OSError:CODE
HIGHbuzz/model_loader.py1216except OSError:CODE
HIGHbuzz/ffmpeg_video_player.py190except Exception:CODE
HIGHbuzz/ffmpeg_video_player.py157except Exception:CODE
HIGHbuzz/update_checker.py63except ValueError:CODE
HIGHbuzz/cuda_manager.py142except (FileNotFoundError, subprocess.TimeoutExpired, OSError):CODE
HIGHbuzz/file_transcriber_queue_worker.py28except ImportError:CODE
HIGHbuzz/file_transcriber_queue_worker.py184except OSError:CODE
HIGHbuzz/file_transcriber_queue_worker.py211except Exception:CODE
HIGHbuzz/file_transcriber_queue_worker.py280except OSError:CODE
HIGHbuzz/file_transcriber_queue_worker.py312except Exception:CODE
HIGHbuzz/file_transcriber_queue_worker.py570except OSError:CODE
HIGHbuzz/file_transcriber_queue_worker.py692except Exception:CODE
HIGHbuzz/transcriber/whisper_file_transcriber.py72except (psutil.NoSuchProcess, psutil.AccessDenied):CODE
HIGHbuzz/transcriber/whisper_file_transcriber.py81except (psutil.NoSuchProcess, psutil.AccessDenied):CODE
HIGHbuzz/transcriber/whisper_file_transcriber.py168except OSError:CODE
HIGHbuzz/transcriber/whisper_file_transcriber.py175except OSError:CODE
HIGHbuzz/transcriber/whisper_file_transcriber.py152except OSError:CODE
HIGHbuzz/widgets/transcription_tasks_table_widget.py87except (ValueError, OSError):CODE
HIGHbuzz/widgets/transcription_tasks_table_widget.py522except Exception:CODE
HIGHbuzz/widgets/transcription_tasks_table_widget.py534except Exception:CODE
HIGHbuzz/widgets/transcription_tasks_table_widget.py773except ValueError:CODE
HIGHbuzz/widgets/recording_transcriber_widget.py816except OSError:CODE
HIGHbuzz/widgets/recording_transcriber_widget.py1213except RuntimeError:CODE
HIGH…/transcription_viewer/speaker_identification_widget.py21except ImportError:CODE
HIGH…/transcription_viewer/speaker_identification_widget.py353except (ImportError, AttributeError):CODE
HIGH…/transcription_viewer/speaker_identification_widget.py456except Exception:CODE
HIGH…/transcription_viewer/speaker_identification_widget.py449except Exception:CODE
HIGH…/transcription_viewer/speaker_identification_widget.py979except Exception:CODE
HIGH…ts/transcription_viewer/transcription_viewer_widget.py1763except Exception as e:CODE
HIGHbuzz/store/keyring_store.py240except keyring.errors.PasswordDeleteError:CODE
HIGHbuzz/store/keyring_store.py315except keyring.errors.PasswordDeleteError:CODE
Excessive Try-Catch Wrapping132 hits · 144 pts
SeverityFileLineSnippetContext
MEDIUMhatch_build.py184 print(f"Error building whisper.cpp: {e}", file=sys.stderr)CODE
MEDIUMhatch_build.py189 print("Error: 'make' command not found. Please ensure make is installed.", file=sys.stderr)CODE
MEDIUMtests/recording_transcriber_test.py117def callback():CODE
LOWtests/recording_transcriber_test.py121 except Exception as e:CODE
LOWtests/widgets/main_window_test.py147 except Exception:CODE
LOWtests/widgets/main_window_test.py170 except Exception:CODE
MEDIUMscripts/build_ctc_forced_aligner.py137 print(f"Error building ctc_forced_aligner: {e}", file=sys.stderr)CODE
LOWbuzz/transformers_whisper.py731 except Exception:CODE
LOWbuzz/recording.py40 except Exception as e:CODE
MEDIUMbuzz/recording.py29def start_recording(self):CODE
LOWbuzz/sounddevice_player.py104 except Exception:CODE
LOWbuzz/sounddevice_player.py120 except Exception:CODE
LOWbuzz/sounddevice_player.py169 except Exception:CODE
LOWbuzz/sounddevice_player.py195 except Exception:CODE
LOWbuzz/sounddevice_player.py239 except Exception:CODE
LOW⚡buzz/audio_devices.py56 except Exception:CODE
LOW⚡buzz/audio_devices.py62 except Exception:CODE
LOW⚡buzz/audio_devices.py67 except Exception:CODE
MEDIUMbuzz/cli.py52 print(f"Error: {str(exc)}\n", file=sys.stderr)CODE
LOWbuzz/model_loader.py30except Exception as e:CODE
LOWbuzz/model_loader.py72except Exception as e:CODE
LOWbuzz/model_loader.py116 except Exception as e:CODE
LOWbuzz/model_loader.py312 except Exception:CODE
LOWbuzz/model_loader.py345 except Exception:CODE
LOWbuzz/model_loader.py380 except Exception:CODE
LOWbuzz/model_loader.py417 except Exception:CODE
LOWbuzz/model_loader.py770 except Exception as exc:CODE
LOWbuzz/model_loader.py1051 except Exception as exc:CODE
LOWbuzz/model_loader.py1096 except Exception as e:CODE
LOWbuzz/model_loader.py1122 except Exception as e:CODE
LOWbuzz/model_loader.py1125 except Exception as e:CODE
LOWbuzz/model_loader.py1212 except Exception:CODE
LOWbuzz/ffmpeg_video_player.py45 except Exception:CODE
LOWbuzz/ffmpeg_video_player.py147 except Exception:CODE
LOWbuzz/ffmpeg_video_player.py157 except Exception:CODE
LOWbuzz/ffmpeg_video_player.py190 except Exception:CODE
LOWbuzz/ffmpeg_video_player.py224 except Exception:CODE
LOWbuzz/translator.py72 except Exception as e:CODE
LOWbuzz/translator.py109 except Exception as e:CODE
LOWbuzz/cuda_setup.py260 except Exception as e:CODE
MEDIUMbuzz/file_transcriber_queue_worker.py202def callback(progress):CODE
LOW⚡buzz/file_transcriber_queue_worker.py305 except Exception as e:CODE
LOW⚡buzz/file_transcriber_queue_worker.py312 except Exception:CODE
LOWbuzz/file_transcriber_queue_worker.py211 except Exception:CODE
LOWbuzz/file_transcriber_queue_worker.py459 except Exception as e:CODE
LOWbuzz/file_transcriber_queue_worker.py692 except Exception:CODE
LOWbuzz/sleep_inhibitor.py147 except Exception:CODE
LOWbuzz/transcriber/whisper_cpp.py352 except Exception as e:CODE
LOWbuzz/transcriber/whisper_cpp.py358 except Exception as e:CODE
LOWbuzz/transcriber/whisper_cpp.py513 except Exception as e:CODE
LOWbuzz/transcriber/speaker_identifier.py117 except Exception:CODE
LOWbuzz/transcriber/file_transcriber.py69 except Exception as exc:CODE
LOWbuzz/transcriber/file_transcriber.py151 except Exception as exc:CODE
LOWbuzz/transcriber/recording_transcriber.py164 except Exception as exc:CODE
LOWbuzz/transcriber/recording_transcriber.py362 except Exception as e:CODE
LOWbuzz/transcriber/recording_transcriber.py522 except Exception as e:CODE
LOWbuzz/transcriber/cuda_device.py15 except Exception as e:CODE
LOWbuzz/transcriber/whisper_file_transcriber.py274 except Exception as e:CODE
LOWbuzz/transcriber/whisper_file_transcriber.py498 except Exception as e:CODE
LOWbuzz/transcriber/whisper_file_transcriber.py504 except Exception as e:CODE
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Decorative Section Separators33 hits · 120 pts
SeverityFileLineSnippetContext
MEDIUMtests/plugins/plugin_system_test.py668# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/plugins/plugin_system_test.py670# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/widgets/speaker_identification_widget_test.py399 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tests/widgets/speaker_identification_widget_test.py404 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tests/widgets/speaker_identification_widget_test.py583 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tests/widgets/speaker_identification_widget_test.py585 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py998 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1000 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1141 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1143 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1200 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1202 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1232 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1234 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1310 # ------------------------------------------------------------------COMMENT
MEDIUM⚡…_viewer/transcription_viewer_widget_additional_test.py1312 # ------------------------------------------------------------------COMMENT
MEDIUMappimage/build-appimage.sh33# ── Step 1: PyInstaller bundle ──────────────────────────────────────────────COMMENT
MEDIUMappimage/build-appimage.sh42# ── Step 2: Create AppDir ───────────────────────────────────────────────────COMMENT
MEDIUMappimage/build-appimage.sh74# ── Step 3: Desktop integration ─────────────────────────────────────────────COMMENT
MEDIUMappimage/build-appimage.sh100# ── Step 4: AppRun entry point ──────────────────────────────────────────────COMMENT
MEDIUMappimage/build-appimage.sh120# ── Step 5: Build AppImage ──────────────────────────────────────────────────COMMENT
MEDIUMbuzz/widgets/video_player.py131 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/video_player.py133 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/video_player.py153 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/video_player.py155 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/video_player.py177 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/video_player.py179 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/audio_player.py129 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/audio_player.py131 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/audio_player.py162 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/audio_player.py164 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/audio_player.py225 # ------------------------------------------------------------------COMMENT
MEDIUMbuzz/widgets/audio_player.py227 # ------------------------------------------------------------------COMMENT
Unused Imports78 hits · 66 pts
SeverityFileLineSnippetContext
LOWtests/recording_test.py2CODE
LOWtests/mock_qt.py5CODE
LOWtests/model_loader_test.py1CODE
LOWtests/model_loader_test.py3CODE
LOWtests/model_loader_test.py4CODE
LOWtests/model_loader_test.py6CODE
LOWtests/model_loader_test.py1128CODE
LOWtests/model_loader_test.py1138CODE
LOWtests/recording_transcriber_test.py2CODE
LOWtests/recording_transcriber_test.py5CODE
LOWtests/translator_test.py2CODE
LOWtests/translator_test.py4CODE
LOWtests/translator_test.py11CODE
LOWtests/cuda_manager_test.py4CODE
LOWtests/cuda_manager_test.py8CODE
LOWtests/update_checker_test.py6CODE
LOWtests/transcriber/recording_transcriber_test.py5CODE
LOWtests/transcriber/recording_transcriber_test.py14CODE
LOWtests/transcriber/recording_transcriber_test.py62CODE
LOWtests/transcriber/transformers_whisper_test.py1CODE
LOWtests/transcriber/transformers_whisper_test.py2CODE
LOWtests/transcriber/transformers_whisper_test.py3CODE
LOW…ranscriber/openai_whisper_api_file_transcriber_test.py10CODE
LOWtests/settings/settings_test.py1CODE
LOWtests/settings/settings_test.py2CODE
LOWtests/db/service/transcription_service_test.py2CODE
LOWtests/db/service/transcription_service_test.py3CODE
LOWtests/widgets/update_dialog_test.py4CODE
LOWtests/widgets/transcription_tasks_table_widget_test.py10CODE
LOWtests/widgets/transcription_tasks_table_widget_test.py14CODE
LOWtests/widgets/speaker_identification_widget_test.py1CODE
LOWtests/widgets/recording_transcriber_widget_test.py10CODE
LOWtests/widgets/presentation_window_test.py2CODE
LOWtests/widgets/presentation_window_test.py3CODE
LOWtests/widgets/presentation_window_test.py5CODE
LOWtests/widgets/presentation_window_test.py5CODE
LOWtests/widgets/video_player_test.py4CODE
LOWtests/widgets/cuda_installer_widget_test.py3CODE
LOWtests/widgets/hugging_face_search_line_edit_test.py5CODE
LOWtests/widgets/menu_bar_test.py1CODE
LOWtests/widgets/plugins_dialog/plugins_dialog_test.py1CODE
LOWtests/store/keyring_store_test.py1CODE
LOWtests/store/keyring_store_test.py5CODE
LOWtests/store/keyring_store_test.py5CODE
LOWbuzz/transformers_whisper.py3CODE
LOWbuzz/transformers_whisper.py8CODE
LOWbuzz/transformers_whisper.py426CODE
LOWbuzz/transformers_whisper.py312CODE
LOWbuzz/whisper_audio.py5CODE
LOWbuzz/locale.py1CODE
LOWbuzz/locale.py2CODE
LOWbuzz/translator.py7CODE
LOWbuzz/buzz.py7CODE
LOWbuzz/buzz.py12CODE
LOWbuzz/transcriber/recording_transcriber.py16CODE
LOWbuzz/transcriber/openai_whisper_api_file_transcriber.py11CODE
LOWbuzz/transcriber/whisper_file_transcriber.py10CODE
LOWbuzz/transcriber/whisper_file_transcriber.py22CODE
LOWbuzz/transcriber/whisper_file_transcriber.py24CODE
LOW…zz/transcriber/local_whisper_cpp_server_transcriber.py7CODE
18 more matches not shown…
Deep Nesting48 hits · 36 pts
SeverityFileLineSnippetContext
LOWhatch_build.py13CODE
LOWtests/cuda_setup_test.py184CODE
LOWtests/cuda_manager_test.py309CODE
LOWtests/cuda_manager_test.py444CODE
LOWtests/transcriber/recording_transcriber_test.py88CODE
LOWbuzz/transformers_whisper.py240CODE
LOWbuzz/model_loader.py777CODE
LOWbuzz/model_loader.py901CODE
LOWbuzz/model_loader.py1021CODE
LOWbuzz/model_loader.py1058CODE
LOWbuzz/model_loader.py1151CODE
LOWbuzz/ffmpeg_video_player.py102CODE
LOWbuzz/translator.py149CODE
LOWbuzz/cuda_setup.py107CODE
LOWbuzz/cuda_setup.py163CODE
LOWbuzz/cuda_setup.py182CODE
LOWbuzz/cuda_manager.py195CODE
LOWbuzz/file_transcriber_queue_worker.py524CODE
LOWbuzz/transcriber/whisper_cpp.py77CODE
LOWbuzz/transcriber/whisper_cpp.py243CODE
LOWbuzz/transcriber/file_transcriber.py253CODE
LOWbuzz/transcriber/recording_transcriber.py88CODE
LOWbuzz/transcriber/openai_whisper_api_file_transcriber.py193CODE
LOWbuzz/transcriber/whisper_file_transcriber.py215CODE
LOWbuzz/transcriber/whisper_file_transcriber.py518CODE
LOWbuzz/plugins/loader.py248CODE
LOWbuzz/plugins/manager.py167CODE
LOWbuzz/plugins/base.py44CODE
LOWbuzz/plugins/skip_already_transcribed/plugin.py77CODE
LOWbuzz/plugins/skip_already_transcribed/plugin.py98CODE
LOWbuzz/widgets/transcription_tasks_table_widget.py67CODE
LOWbuzz/widgets/recording_transcriber_widget.py804CODE
LOWbuzz/widgets/recording_transcriber_widget.py839CODE
LOWbuzz/widgets/recording_transcriber_widget.py885CODE
LOWbuzz/widgets/recording_transcriber_widget.py963CODE
LOWbuzz/widgets/recording_transcriber_widget.py1037CODE
LOWbuzz/widgets/recording_transcriber_widget.py1163CODE
LOW…/transcription_viewer/speaker_identification_widget.py279CODE
LOW…/transcription_viewer/speaker_identification_widget.py384CODE
LOW…/transcription_viewer/speaker_identification_widget.py848CODE
LOW…/transcription_viewer/speaker_identification_widget.py928CODE
LOW…ription_viewer/transcription_segments_editor_widget.py66CODE
LOW…ription_viewer/transcription_segments_editor_widget.py169CODE
LOW…ts/transcription_viewer/transcription_viewer_widget.py1258CODE
LOW…ts/transcription_viewer/transcription_viewer_widget.py1645CODE
LOW…ts/transcription_viewer/transcription_viewer_widget.py1684CODE
LOW…ts/transcription_viewer/transcription_viewer_widget.py1732CODE
LOWbuzz/store/keyring_store.py31CODE
Redundant / Tautological Comments20 hits · 31 pts
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LOWtests/conftest.py16# Set multiprocessing to use 'spawn' instead of 'fork' on LinuxCOMMENT
LOW…_viewer/transcription_viewer_widget_additional_test.py300 # Set speed to a known value below maximum to ensure we can increaseCOMMENT
LOW…_viewer/transcription_viewer_widget_additional_test.py317 # Set speed to a known value above minimum to ensure we can decreaseCOMMENT
LOWbuzz/transformers_whisper.py297 # Check if this is a PEFT modelCOMMENT
LOWbuzz/transformers_whisper.py306 # Check if user wants reduced GPU memory usage (8-bit quantization)COMMENT
LOWbuzz/pip_utils.py87 # Check if pip is already availableCOMMENT
LOWbuzz/model_loader.py96 # Check if it's the same fileCOMMENT
LOWbuzz/file_transcriber_queue_worker.py656 # Check if the error indicates cancellationCOMMENT
LOWbuzz/transcriber/recording_transcriber.py212 # Check if user wants reduced GPU memory usage (int8 quantization)COMMENT
LOWbuzz/transcriber/whisper_file_transcriber.py195 # Check if the process was terminated (likely due to cancellation).COMMENT
LOWbuzz/transcriber/whisper_file_transcriber.py250 # Check if the file has audio streams before processingCOMMENT
LOWbuzz/transcriber/whisper_file_transcriber.py357 # Check if user wants reduced GPU memory usage (int8 quantization)COMMENT
LOWbuzz/widgets/transcription_tasks_table_widget.py705 # Check if the task can be restartedCOMMENT
LOWbuzz/widgets/transcription_tasks_table_widget.py810 # Add the task to the queue workerCOMMENT
LOW⚡…widgets/transcriber/transcription_options_group_box.py309 # Check if this is an MMS modelCOMMENT
LOW…ription_viewer/transcription_segments_editor_widget.py192 # Check if new start overlaps with previous segment's endCOMMENT
LOW…ription_viewer/transcription_segments_editor_widget.py212 # Check if new end overlaps with next segment's startCOMMENT
LOW…s/transcription_viewer/transcription_resizer_widget.py57 # Check if the language uses spaces between wordsCOMMENT
LOW…ts/transcription_viewer/transcription_viewer_widget.py620 # Set position to the start of the segmentCOMMENT
LOW…ts/transcription_viewer/transcription_viewer_widget.py1401 # Check if we're editing the currently selected segmentCOMMENT
Self-Referential Comments7 hits · 21 pts
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MEDIUMtests/model_loader_test.py1104 # Create a fake zip with a single top-level directory insideCOMMENT
MEDIUMtests/transcriber/file_transcriber_queue_worker_test.py225 # Create a temporary file to simulate speech extraction outputCOMMENT
MEDIUMtests/transcriber/whisper_file_transcriber_test.py82 # Create a temporary text file (not a valid media file)COMMENT
MEDIUMbuzz/transformers_whisper.py455 # Create a simple processor-like object that the pipeline expectsCOMMENT
MEDIUMbuzz/widgets/transcription_tasks_table_widget.py438 # Create a mapping of column IDs to their saved visual positionsCOMMENT
MEDIUMbuzz/widgets/transcription_tasks_table_widget.py798 # Create the new taskCOMMENT
MEDIUMbuzz/store/keyring_store.py55 # Create a socket pair for receiving the secretCOMMENT
Modern Structural Boilerplate20 hits · 20 pts
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LOWbuzz/pip_utils.py23logger = logging.getLogger(__name__)CODE
LOWbuzz/cuda_setup.py22logger = logging.getLogger(__name__)CODE
LOWbuzz/cuda_manager.py13logger = logging.getLogger(__name__)CODE
LOWbuzz/sleep_inhibitor.py125 def set_busy(self, busy: bool) -> None:CODE
LOWbuzz/sleep_inhibitor.py129 def set_enabled(self, enabled: bool) -> None:CODE
LOWbuzz/settings/settings.py107 def set_value(self, key: Key, value: typing.Any) -> None:CODE
LOWbuzz/plugins/loader.py28logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/manager.py23logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/manager.py192 def set_config(self, plugin_id: str, values: dict) -> None:CODE
LOWbuzz/plugins/manager.py214 def set_enabled(self, plugin_id: str, enabled: bool) -> None:CODE
LOWbuzz/plugins/base.py30logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/skip_already_transcribed/plugin.py18logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/export_docx/plugin.py27logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/ai_summary/plugin.py25logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/enhanced_language_detection/plugin.py29logger = logging.getLogger(__name__)CODE
LOWbuzz/plugins/transcript_resizer/plugin.py27logger = logging.getLogger(__name__)CODE
LOWbuzz/widgets/cuda_installer_widget.py25logger = logging.getLogger(__name__)CODE
LOW…/transcription_viewer/speaker_identification_widget.py721 def _setup_audio_player(self) -> None:CODE
LOWbuzz/store/keyring_store.py221def set_password(username: Key, password: str) -> None:CODE
LOWbuzz/store/keyring_store.py298def set_secret(name: str, password: str) -> None:CODE
Hallucination Indicators1 hit · 10 pts
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CRITICAL…ranscriber/openai_whisper_api_file_transcriber_test.py121 mock_openai_client.return_value.audio.transcriptions.create.assert_called()CODE
Cross-Language Confusion1 hit · 5 pts
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HIGH…ferences_dialog/shortcuts_editor_preferences_widget.py41 self.shortcuts.set(shortcut, sequence.toString())CODE
Fake / Example Data2 hits · 2 pts
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LOWtests/widgets/update_dialog_test.py217 reply = MockDownloadReply(data=b"fake-data")CODE
LOWtests/widgets/update_dialog_test.py232 reply = MockDownloadReply(data=b"fake-data")CODE
Example Usage Blocks1 hit · 2 pts
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LOWappimage/build-appimage.sh17# Usage:COMMENT
Over-Commented Block1 hit · 1 pts
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LOWappimage/build-appimage.sh1#!/usr/bin/env bashCOMMENT
AI Slop Vocabulary1 hit · 0 pts
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MEDIUMtests/widgets/transcription_viewer_test.py994 """Test comprehensive search clear functionality including UI state reset"""STRING