Home / TransWithAI / Faster-Whisper-TransWithAI-ChickenRice
AI Slop Code RIsk Monitor

TransWithAI/Faster-Whisper-TransWithAI-ChickenRice

19.4 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for TransWithAI/Faster-Whisper-TransWithAI-ChickenRice, a Python project with 2,427 GitHub stars. SynthScan examined 7,516 lines of code across 27 source files, recording 116 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 19.4 (Elevated pattern signal); it is not an authorship estimate.

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

19.4
Adjusted Signal
19.4
Raw Pattern Score
100%
Time Factor
2026-07-05
Last Push
2.4K
Stars
Python
Language
7.5K
Lines of Code
27
Files
116
Pattern Hits
2026-10-12
Scan Date
0.19
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 37.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 62 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.7/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 46.3/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 68 finding(s).

PR Review Velocity Impact 62.9/100 · HIGH

Which changes need focused human review? 116 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 5MEDIUM 4LOW 107

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 116 distinct pattern matches across 11 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.

Excessive Try-Catch Wrapping33 hits · 35 pts
SeverityFileLineSnippetContext
LOWdownload_models.py79 except Exception:CODE
LOWdownload_models.py165 except Exception as e:CODE
LOWdownload_models.py214 except Exception as e:CODE
LOWdownload_models.py609 except Exception as e:STRING
LOWmodal_infer.py33 except Exception:CODE
LOWmodal_infer.py521 except Exception as e:CODE
LOWmodal_infer.py628 except Exception as exc:CODE
MEDIUMbuild_windows.py208 print("Error: project.spec not found!")CODE
MEDIUMbuild_windows.py304 print("Error: dist/faster_whisper_transwithai_chickenrice directory not found after build")CODE
LOWruntime_hook.py39 except Exception as e:CODE
LOW.github/workflows/build-windows.yml177 except Exception:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py183 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py206 except Exception as e:CODE
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py115 except Exception as e:CODE
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py495 except Exception as e:CODE
LOW⚡src/faster_whisper_transwithai_chickenrice/infer.py1502 except Exception as e:CODE
LOW⚡src/faster_whisper_transwithai_chickenrice/infer.py1510 except Exception as e:CODE
LOW⚡src/faster_whisper_transwithai_chickenrice/infer.py1518 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py31except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py39except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py232 except Exception:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py239 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py803 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1021 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1060 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1200 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1379 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1440 except Exception as e:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1451 except Exception as e:CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py198 except Exception:CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py216 except Exception:CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py258 except Exception as e:CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py313 except Exception:CODE
Hyper-Verbose Identifiers25 hits · 28 pts
SeverityFileLineSnippetContext
LOWdownload_models.py305def download_whisper_base_for_feature_extractor():CODE
LOWdownload_models.py367def verify_whisper_base_feature_extractor():CODE
LOWbuild_windows.py144def download_models_if_needed():CODE
LOWruntime_hook.py29def _add_windows_dll_directory(path: str) -> None:CODE
LOWtests/test_download_models_retry.py109 def test_falls_back_to_hf_mirror_after_primary_exhausts_retries(self) -> None:CODE
LOWtests/test_download_models_retry.py140 def test_mirror_failure_removes_partial_file_after_both_hosts_exhausted(self) -> None:CODE
LOWtests/test_download_models_retry.py153 def test_non_huggingface_url_has_no_mirror_fallback(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py53 def test_uses_task_from_generation_config(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py58 def test_cli_task_overrides_generation_config(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py63 def test_cli_task_takes_precedence_over_invalid_config_task(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py68 def test_invalid_config_task_fails_without_cli_override(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py72 def test_defaults_to_translate_without_config_file(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py84 def test_converts_sample_indices_to_clip_timestamp_pairs(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py89 def test_converts_sample_indices_to_batched_clip_dicts(self) -> None:CODE
LOW⚡tests/test_whisper_task_config.py94 def test_prepare_transcription_uses_vad_clips_when_smart_split_disabled(self) -> None:CODE
LOWtests/test_whisper_task_config.py118 def test_create_contiguous_chunks_prefers_silence_near_target_end(self) -> None:CODE
LOWtests/test_whisper_task_config.py132 def test_enforce_segment_timeline_caps_and_removes_overlaps(self) -> None:CODE
LOWtests/test_whisper_task_config.py143 def test_smart_chunk_transcription_runs_internal_vad_per_chunk(self) -> None:CODE
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py60def get_speech_timestamps_injected(CODE
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py299def get_speech_timestamps_onnx(CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py331def vad_segments_to_clip_timestamps(CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py352def vad_segments_to_speech_spans(CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1118 def _find_executable_batch_size(self, model, sample_audio_path, min_batch_size=1, max_batch_size=64):CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1213 def _transcribe_with_auto_batch_size(self, batched_model, audio_path, generation_config, starting_batch_size=None):CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1383def check_onnxruntime_detailed():CODE
Empty Error Handlers5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHdownload_models.py79except Exception:CODE
HIGHmodal_infer.py33except Exception:CODE
HIGH…/faster_whisper_transwithai_chickenrice/i18n_modern.py198except Exception:CODE
HIGH…/faster_whisper_transwithai_chickenrice/i18n_modern.py216except Exception:CODE
HIGH…/faster_whisper_transwithai_chickenrice/i18n_modern.py313except Exception:CODE
Redundant / Tautological Comments15 hits · 20 pts
SeverityFileLineSnippetContext
LOWdownload_models.py28 # Check if UTF-8 is explicitly setCOMMENT
LOWdownload_models.py313 # Check if files already exist from main models folderCOMMENT
LOWdownload_models.py453 # Check if at least one model file existsCOMMENT
LOW⚡download_models.py526 # Check if VAD model already existsSTRING
LOW⚡download_models.py533 # Check if whisper-base feature extractor already existsSTRING
LOW⚡download_models.py539 # Check if HF model already exists (if specified)STRING
LOWbuild_windows.py191 # Check if we're in a virtual environment or conda environmentCOMMENT
LOWruntime_hook.py11# Set KMP_DUPLICATE_LIB_OK to allow multiple OpenMP librariesCOMMENT
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py72 # Check if a specific model was requested via kwargsCOMMENT
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py75 # Check if a progress callback was provided (from kwargs or global)COMMENT
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py258 # Check if we should inject based on configurationCOMMENT
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py410 # Check if silence is long enoughCOMMENT
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1578 # Check if console mode requestedCOMMENT
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1600 # Set logger to DEBUG so file handler captures everything;COMMENT
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py159 # Check if running from PyInstaller bundleCOMMENT
Deep Nesting18 hits · 16 pts
SeverityFileLineSnippetContext
LOWdownload_models.py98CODE
LOWdownload_models.py119CODE
LOWdownload_models.py305CODE
LOWmodal_infer.py16CODE
LOWmodal_infer.py293CODE
LOWmodal_infer.py307CODE
LOWmodal_infer.py640CODE
LOWbuild_windows.py38CODE
LOWbuild_windows.py187CODE
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py299CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py364CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1383CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py973CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1213CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py1274CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py66CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py286CODE
LOW…/faster_whisper_transwithai_chickenrice/i18n_modern.py294CODE
Unused Imports12 hits · 12 pts
SeverityFileLineSnippetContext
LOWmodal_infer.py1CODE
LOWbuild_windows.py225CODE
LOWbuild_windows.py226CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py5CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py14CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py14CODE
Modern Structural Boilerplate4 hits · 4 pts
SeverityFileLineSnippetContext
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py21logger = logging.getLogger(__name__)CODE
LOWsrc/faster_whisper_transwithai_chickenrice/__init__.py18__all__ = [CODE
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py22logger = logging.getLogger(__name__)CODE
LOWsrc/faster_whisper_transwithai_chickenrice/infer.py554logger = logging.getLogger(__name__)CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/build-release-conda.yml33 # Create the initial GitHub releaseCOMMENT
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…/faster_whisper_transwithai_chickenrice/vad_manager.py299CODE
AI Slop Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
MEDIUMsrc/faster_whisper_transwithai_chickenrice/infer.py1326 """Run comprehensive environment diagnostics for debugging"""STRING
Overly Generic Function Names1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsrc/faster_whisper_transwithai_chickenrice/injection.py271 def my_function():STRING