TransWithAI/Faster-Whisper-TransWithAI-ChickenRice

16.1

Adjusted Score

16.1

Raw Score

100%

Time Factor

2026-07-05

Last Push

1.9K

Stars

Python

Language

7.5K

Lines of Code

Files

111

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 4LOW 107

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 111 distinct pattern matches across 10 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.

Excessive Try-Catch Wrapping33 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	download_models.py	79	except Exception:	CODE
LOW	download_models.py	165	except Exception as e:	CODE
LOW	download_models.py	214	except Exception as e:	CODE
LOW	download_models.py	609	except Exception as e:	STRING
LOW	modal_infer.py	33	except Exception:	CODE
LOW	modal_infer.py	521	except Exception as e:	CODE
LOW	modal_infer.py	628	except Exception as exc:	CODE
MEDIUM	build_windows.py	208	print("Error: project.spec not found!")	CODE
MEDIUM	build_windows.py	304	print("Error: dist/faster_whisper_transwithai_chickenrice directory not found after build")	CODE
LOW	runtime_hook.py	39	except Exception as e:	CODE
LOW	.github/workflows/build-windows.yml	177	except Exception:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	183	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	206	except Exception as e:	CODE
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	115	except Exception as e:	CODE
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	495	except Exception as e:	CODE
LOW⚡	src/faster_whisper_transwithai_chickenrice/infer.py	1502	except Exception as e:	CODE
LOW⚡	src/faster_whisper_transwithai_chickenrice/infer.py	1510	except Exception as e:	CODE
LOW⚡	src/faster_whisper_transwithai_chickenrice/infer.py	1518	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	31	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	39	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	232	except Exception:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	239	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	803	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1021	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1060	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1200	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1379	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1440	except Exception as e:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1451	except Exception as e:	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	198	except Exception:	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	216	except Exception:	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	258	except Exception as e:	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	313	except Exception:	CODE

Hyper-Verbose Identifiers25 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	download_models.py	305	def download_whisper_base_for_feature_extractor():	CODE
LOW	download_models.py	367	def verify_whisper_base_feature_extractor():	CODE
LOW	build_windows.py	144	def download_models_if_needed():	CODE
LOW	runtime_hook.py	29	def _add_windows_dll_directory(path: str) -> None:	CODE
LOW	tests/test_download_models_retry.py	109	def test_falls_back_to_hf_mirror_after_primary_exhausts_retries(self) -> None:	CODE
LOW	tests/test_download_models_retry.py	140	def test_mirror_failure_removes_partial_file_after_both_hosts_exhausted(self) -> None:	CODE
LOW	tests/test_download_models_retry.py	153	def test_non_huggingface_url_has_no_mirror_fallback(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	53	def test_uses_task_from_generation_config(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	58	def test_cli_task_overrides_generation_config(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	63	def test_cli_task_takes_precedence_over_invalid_config_task(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	68	def test_invalid_config_task_fails_without_cli_override(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	72	def test_defaults_to_translate_without_config_file(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	84	def test_converts_sample_indices_to_clip_timestamp_pairs(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	89	def test_converts_sample_indices_to_batched_clip_dicts(self) -> None:	CODE
LOW⚡	tests/test_whisper_task_config.py	94	def test_prepare_transcription_uses_vad_clips_when_smart_split_disabled(self) -> None:	CODE
LOW	tests/test_whisper_task_config.py	118	def test_create_contiguous_chunks_prefers_silence_near_target_end(self) -> None:	CODE
LOW	tests/test_whisper_task_config.py	132	def test_enforce_segment_timeline_caps_and_removes_overlaps(self) -> None:	CODE
LOW	tests/test_whisper_task_config.py	143	def test_smart_chunk_transcription_runs_internal_vad_per_chunk(self) -> None:	CODE
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	60	def get_speech_timestamps_injected(	CODE
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	299	def get_speech_timestamps_onnx(	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	331	def vad_segments_to_clip_timestamps(	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	352	def vad_segments_to_speech_spans(	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1118	def _find_executable_batch_size(self, model, sample_audio_path, min_batch_size=1, max_batch_size=64):	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1213	def _transcribe_with_auto_batch_size(self, batched_model, audio_path, generation_config, starting_batch_size=None):	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1383	def check_onnxruntime_detailed():	CODE

Redundant / Tautological Comments15 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	download_models.py	28	# Check if UTF-8 is explicitly set	COMMENT
LOW	download_models.py	313	# Check if files already exist from main models folder	COMMENT
LOW	download_models.py	453	# Check if at least one model file exists	COMMENT
LOW⚡	download_models.py	526	# Check if VAD model already exists	STRING
LOW⚡	download_models.py	533	# Check if whisper-base feature extractor already exists	STRING
LOW⚡	download_models.py	539	# Check if HF model already exists (if specified)	STRING
LOW	build_windows.py	191	# Check if we're in a virtual environment or conda environment	COMMENT
LOW	runtime_hook.py	11	# Set KMP_DUPLICATE_LIB_OK to allow multiple OpenMP libraries	COMMENT
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	72	# Check if a specific model was requested via kwargs	COMMENT
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	75	# Check if a progress callback was provided (from kwargs or global)	COMMENT
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	258	# Check if we should inject based on configuration	COMMENT
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	410	# Check if silence is long enough	COMMENT
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1578	# Check if console mode requested	COMMENT
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1600	# Set logger to DEBUG so file handler captures everything;	COMMENT
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	159	# Check if running from PyInstaller bundle	COMMENT

Deep Nesting18 hits · 16 pts

Severity	File	Line	Context
LOW	download_models.py	98	CODE
LOW	download_models.py	119	CODE
LOW	download_models.py	305	CODE
LOW	modal_infer.py	16	CODE
LOW	modal_infer.py	293	CODE
LOW	modal_infer.py	307	CODE
LOW	modal_infer.py	640	CODE
LOW	build_windows.py	38	CODE
LOW	build_windows.py	187	CODE
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	299	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	364	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1383	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	973	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1213	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	1274	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	66	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	286	CODE
LOW	…/faster_whisper_transwithai_chickenrice/i18n_modern.py	294	CODE

Unused Imports12 hits · 12 pts

Severity	File	Line	Context
LOW	modal_infer.py	1	CODE
LOW	build_windows.py	225	CODE
LOW	build_windows.py	226	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	5	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	14	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	14	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/faster_whisper_transwithai_chickenrice/__init__.py	18	__all__ = [	CODE
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/faster_whisper_transwithai_chickenrice/infer.py	554	logger = logging.getLogger(__name__)	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/build-release-conda.yml	33	# Create the initial GitHub release	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/faster_whisper_transwithai_chickenrice/vad_manager.py	299		CODE

AI Slop Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/faster_whisper_transwithai_chickenrice/infer.py	1326	"""Run comprehensive environment diagnostics for debugging"""	STRING

Overly Generic Function Names1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	src/faster_whisper_transwithai_chickenrice/injection.py	271	def my_function():	STRING