huggingface/speech-to-speech

43.1

Adjusted Score

43.1

Raw Score

100%

Time Factor

2026-07-31

Last Push

10.4K

Stars

Python

Language

43.5K

Lines of Code

178

Files

1.2K

Pattern Hits

2026-08-02

Scan Date

0.16

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 28MEDIUM 253LOW 948

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 1229 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators248 hits · 868 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/main.js	56	// ── Noise gate ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	73	// ── Tools ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	309	// ── Connection target ────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	341	// ── Tool state ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	378	// ── Chat view ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	389	// ── Account / limiter ─────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	500	// ── Radial gate arc (around the mic button, live during a call) ─────────────	COMMENT
MEDIUM	demo/main.js	626	// ── Tools panel ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	714	// ── Camera ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	832	// ── Tool executor ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	1362	// ── "Your turn" join countdown ──────────────────────────────────────────────	COMMENT
MEDIUM	demo/main.js	1555	// ── Conversation-time heartbeat ─────────────────────────────────────────────	COMMENT
MEDIUM	demo/limiter.py	40	# ── Tunables (env-overridable) ───────────────────────────────────────────────	COMMENT
MEDIUM	demo/limiter.py	140	# ── Internal helpers (call under _lock) ───────────────────────────────────────	COMMENT
MEDIUM	demo/limiter.py	168	# ── Public API ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	49	// ── User transcript state (keyed by item_id) ───────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	70	// ── Assistant transcript state (keyed by response_id) ──────────────────	COMMENT
MEDIUM	demo/ui/chat.js	74	// ── Ephemeral bubble auto-dismiss ──────────────────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	92	// ── Panel ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	125	// ── Shared rendering ──────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	142	// ── Ephemeral bubbles ───────────────────────────────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	297	// ── History ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/ui/chat.js	432	// ── Client event handlers ─────────────────────────────────────────────────	COMMENT
MEDIUM	demo/rtc/s2s-rtc-client.js	141	// ── Response lock ────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/rtc/s2s-rtc-client.js	319	// ── Audio graph ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/rtc/s2s-rtc-client.js	386	// ── Output-RMS status + mic level ─────────────────────────────────────────	COMMENT
MEDIUM	demo/rtc/s2s-rtc-client.js	427	// ── Data channel protocol ─────────────────────────────────────────────────	COMMENT
MEDIUM	demo/ws/s2s-ws-client.js	188	// ── Response lock ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_responses_api_language_model.py	502	# ── Out-of-band (conversation="none") responses ──────────────────────────	COMMENT
MEDIUM⚡	tests/test_chat_completions_backend.py	167	# ── Converter tests ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_chat_completions_backend.py	509	# ── tool_choice decoupled from tools ──────────────────────────────────────────	COMMENT
MEDIUM	tests/test_chat_completions_backend.py	43	# ── Fakes ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_chat_completions_backend.py	270	# ── Streaming / non-streaming parse tests ─────────────────────────────────────	COMMENT
MEDIUM	tests/test_chat_completions_backend.py	445	# ── Text-only (output_modalities=["text"]) ────────────────────────────────────	COMMENT
MEDIUM	tests/test_chat_completions_backend.py	528	# ── Error propagation ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_chat_completions_backend.py	563	# ── Out-of-band (conversation="none") responses ───────────────────────────────	COMMENT
MEDIUM	tests/test_chat_completions_backend.py	581	# ── Standalone runner (no pytest required) ────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_chat.py	110	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	112	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	163	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	165	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	187	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	189	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	342	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	344	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	486	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	488	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	745	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	747	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	808	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	810	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	864	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	866	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	908	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	910	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	1227	# ===================================================================	COMMENT
MEDIUM⚡	tests/test_chat.py	1229	# ===================================================================	COMMENT
MEDIUM	tests/test_chat.py	42	# ===================================================================	COMMENT
MEDIUM	tests/test_chat.py	44	# ===================================================================	COMMENT
MEDIUM	tests/test_chat.py	129	# ===================================================================	COMMENT
188 more matches not shown…

Hyper-Verbose Identifiers680 hits · 579 pts

Severity	File	Line	Snippet	Context
LOW	demo/main.js	455	function updateRestartAvailability() {	CODE
LOW	demo/main.js	1004	function createResumedAudioContext() {	CODE
LOW	demo/main.js	1253	function supportsAudioOutputSelection() {	CODE
LOW	demo/ws/codec.js	22	export function extractResponseTranscript(response) {	CODE
LOW	tests/test_parakeet_transcription_events.py	15	def test_show_progressive_transcription_returns_combined_text(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	30	def test_live_transcription_clears_terminal_line_before_each_update(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	58	def test_live_transcription_truncates_terminal_updates(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	82	def test_live_transcription_uses_lines_for_non_terminal_logs(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	101	def test_process_yields_partial_tagged_tuple(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	121	def test_process_yields_final_transcript(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	144	def test_parakeet_timing_logs_only_final_transcriptions():	CODE
LOW	tests/test_parakeet_transcription_events.py	153	def test_final_transcription_resets_live_streaming_state(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	180	def test_turn_change_resets_live_streaming_state_before_progressive(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	213	def test_mlx_final_ignores_fixed_text_that_exceeds_current_audio(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	251	def test_final_transcription_prevents_stale_fixed_window_on_next_progressive(monkeypatch):	CODE
LOW	tests/test_parakeet_transcription_events.py	292	def test_on_session_end_resets_streaming_state():	CODE
LOW	tests/test_paraformer_transcription_events.py	19	def test_progressive_paraformer_transcription_is_partial(monkeypatch):	CODE
LOW	tests/test_paraformer_transcription_events.py	41	def test_final_paraformer_transcription_is_final(monkeypatch):	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	213	def test_setup_rejects_incomplete_local_gguf_pair(monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	223	def test_setup_rejects_cached_ggml_references_with_torch_backend(monkeypatch):	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	233	def test_setup_defaults_to_custom_voice_profile_off_darwin(monkeypatch):	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	414	def test_local_gguf_filename_takes_precedence_when_inferring_model_type():	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	422	def test_local_gguf_parent_directory_does_not_affect_model_type_inference():	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	430	def test_prepare_mlx_ref_audio_normalizes_file_and_caches_result(monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	906	def test_estimate_max_new_tokens_respects_configured_cap():	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	916	def test_estimate_max_new_tokens_can_exceed_default_ceiling_when_raised():	CODE
LOW⚡	tests/test_qwen3_tts_handler_backend.py	926	def test_process_voice_clone_scales_max_new_tokens_for_faster_backend(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	22	def test_setup_uses_mlx_backend_on_darwin_and_maps_qwen_repo_ids(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	51	def test_setup_supports_quantized_mlx_mapping_on_darwin(monkeypatch, quantization):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	73	def test_setup_preserves_explicit_mlx_model_suffix_when_quantization_unset(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	94	def test_setup_preserves_faster_backend_off_darwin(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	131	def test_setup_passes_torch_backend_override_off_darwin(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	153	def test_setup_passes_ggml_model_and_cache_options_to_faster_backend(monkeypatch, tmp_path):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	191	def test_setup_passes_ggml_quantization_for_hub_model(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	294	def test_setup_preserves_explicit_chunk_size_on_darwin(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	313	def test_setup_logs_when_non_streaming_mode_set_on_darwin(monkeypatch, caplog):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	333	def test_setup_rejects_invalid_mlx_quantization(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	351	def test_setup_rejects_invalid_faster_backend(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	362	def test_warmup_uses_public_faster_backend_api(faster_backend):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	380	def test_warmup_logs_backend_neutral_failure(caplog):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	398	def test_mlx_helper_methods_use_model_config_and_streaming_conversion():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	462	def test_apply_session_voice_override_warns_for_non_file_for_base_model(caplog):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	476	def test_apply_session_voice_override_ignores_unsupported_custom_voice_speaker(caplog):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	492	def test_apply_session_voice_override_accepts_supported_custom_voice_speaker():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	505	def test_process_only_reenables_listening_after_end_of_response(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	531	def test_process_waits_for_pending_reopen_and_drops_stale_tts_input():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	563	def test_process_waits_for_pending_reopen_and_drops_stale_end_of_response():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	587	def test_process_waits_for_reopen_grace_and_drops_stale_tts_input():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	620	def test_process_waits_for_reopen_grace_and_drops_stale_end_of_response():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	645	def test_process_commits_turn_before_generating_audio(monkeypatch, caplog):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	686	def test_process_does_not_set_should_listen_when_generation_fails(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	714	def test_process_voice_clone_passes_non_streaming_mode_to_faster_backend(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	748	def test_process_voice_clone_passes_none_non_streaming_mode_when_unset(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	782	def test_process_voice_clone_uses_precomputed_ggml_references_without_audio(monkeypatch):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	822	def test_process_custom_voice_passes_non_streaming_mode_to_faster_backend(monkeypatch, override):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	857	def test_process_voice_design_passes_non_streaming_mode_to_faster_backend(monkeypatch, override):	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	891	def test_estimate_max_new_tokens_scales_with_utterance_length():	CODE
LOW	tests/test_qwen3_tts_handler_backend.py	962	def test_process_voice_clone_scales_max_tokens_for_mlx_backend(monkeypatch):	CODE
LOW	tests/test_llm_utils.py	12	def test_remove_unspeechable_normalizes_smart_apostrophes() -> None:	CODE
LOW	tests/test_llm_utils.py	16	def test_remove_unspeechable_keeps_text_and_drops_emoji() -> None:	CODE
620 more matches not shown…

Cross-Language Confusion23 hits · 118 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_demo_startup_greeting.py	24	globalThis.localStorage = {{ getItem() {{ return null; }} }};	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	34	client._send = (event) => sent.push(event);	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	35	client.requestResponse = () => sent.push({{ type: "response.create" }});	CODE
HIGH	tests/test_demo_startup_greeting.py	68	globalThis.localStorage = {{ getItem() {{ return null; }} }};	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	98	globalThis.localStorage = { getItem() { return null; } };	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	107	timeline.push(`mic:${value}`);	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	117	client._sendSessionUpdate = () => timeline.push("session.update");	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	118	client._send = (event) => timeline.push(event.type);	CODE
HIGH⚡	tests/test_demo_startup_greeting.py	119	client.requestResponse = () => timeline.push("response.create");	CODE
HIGH	tests/test_demo_startup_greeting.py	154	globalThis.localStorage = { getItem() { return null; } };	CODE
HIGH	tests/test_demo_startup_greeting.py	169	events.push(["started", event.detail.itemId]);	CODE
HIGH	tests/test_demo_startup_greeting.py	172	events.push(["stopped", event.detail.itemId]);	CODE
HIGH⚡	tests/test_demo_user_audio.py	83	if (first.durationMs !== 100 \|\| reopened.durationMs !== 200) {	STRING
HIGH⚡	tests/test_demo_user_audio.py	96	globalThis.localStorage = { getItem() { return null; } };	STRING
HIGH⚡	tests/test_demo_user_audio.py	113	let recording = null;	STRING
HIGH⚡	tests/test_demo_user_audio.py	117	turnEvents.push(["started", event.detail.itemId]);	STRING
HIGH⚡	tests/test_demo_user_audio.py	120	turnEvents.push(["stopped", event.detail.itemId]);	STRING
HIGH⚡	tests/test_demo_user_audio.py	202	querySelector() { return null; },	STRING
HIGH⚡	tests/test_demo_user_audio.py	204	let dismissed = null;	STRING
HIGH⚡	tests/test_demo_user_audio.py	209	if (view._activeUserBubble !== null) throw new Error("active voice bubble was not released");	STRING
HIGH	tests/test_demo_user_audio.py	234	querySelector() { return null; },	STRING
HIGH	tests/test_demo_user_audio.py	252	if (view._activeUserBubble !== null) {	STRING
HIGH	tests/test_demo_user_audio.py	258	if (spawned !== 1 \|\| view._activeUserBubble !== bubble) {	STRING

Excessive Try-Catch Wrapping72 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	demo/auth.py	52	except Exception as exc: # pragma: no cover - import guard	CODE
LOW	demo/auth.py	70	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	demo/auth.py	100	except Exception:	CODE
LOW	demo/auth.py	154	except Exception as exc: # pragma: no cover - network/permission dependent	CODE
LOW	demo/server.py	158	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	demo/server.py	247	except Exception:	CODE
LOW⚡	demo/server.py	518	except Exception:	CODE
LOW⚡	demo/server.py	527	except Exception:	CODE
LOW⚡	demo/server.py	536	except Exception:	CODE
MEDIUM	demo/server.py	515	def _safe_json(response) -> dict:	CODE
LOW	tests/test_chat_completions_backend.py	590	except Exception as e: # noqa: BLE001	CODE
LOW⚡	tests/openai_realtime/test_websocket_router.py	805	except Exception:	CODE
LOW	scripts/benchmark_tts.py	189	except Exception:	CODE
LOW	scripts/benchmark_tts.py	205	except Exception as e:	CODE
LOW	scripts/benchmark_stt.py	259	except Exception as e:	CODE
LOW⚡	scripts/synthetic_conversation_realtime_client.py	321	except Exception as e: # noqa: BLE001 — diagnostic path	CODE
LOW⚡	scripts/synthetic_conversation_realtime_client.py	349	except Exception as e: # noqa: BLE001	CODE
LOW⚡	scripts/synthetic_conversation_realtime_client.py	419	except Exception as e: # noqa: BLE001 — diagnostic path	CODE
LOW⚡	scripts/synthetic_conversation_realtime_client.py	430	except Exception as e: # noqa: BLE001	CODE
LOW	scripts/listen_and_play_realtime.py	202	except Exception:	CODE
LOW	scripts/listen_and_play_realtime.py	228	except Exception:	CODE
LOW	src/speech_to_speech/baseHandler.py	99	except Exception as e:	CODE
LOW	src/speech_to_speech/baseHandler.py	136	except Exception as e:	CODE
LOW	src/speech_to_speech/LLM/language_model.py	600	except Exception as exc:	CODE
LOW	src/speech_to_speech/LLM/language_model.py	704	except Exception:	CODE
LOW	src/speech_to_speech/LLM/language_model.py	876	except Exception:	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	488	except Exception as exc:	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	500	except Exception:	CODE
LOW	src/speech_to_speech/LLM/chat.py	569	except Exception:	CODE
LOW	src/speech_to_speech/LLM/tool_call/function_call.py	107	except Exception:	CODE
LOW	src/speech_to_speech/LLM/tool_call/function_call.py	283	except Exception:	CODE
LOW	src/speech_to_speech/LLM/tool_call/function_call.py	320	except Exception:	CODE
LOW	…c/speech_to_speech/connections/local_audio_streamer.py	56	except Exception:	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	56	except Exception as e:	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	93	except Exception:	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	142	except Exception as e:	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	237	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	212	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	300	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	412	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/facebookmms_handler.py	134	except Exception as e:	CODE
MEDIUM	src/speech_to_speech/TTS/qwen3_tts_handler.py	973	def cleanup(self) -> None:	CODE
LOW⚡	src/speech_to_speech/TTS/qwen3_tts_handler.py	979	except Exception:	CODE
LOW⚡	src/speech_to_speech/TTS/qwen3_tts_handler.py	986	except Exception:	CODE
LOW⚡	src/speech_to_speech/TTS/qwen3_tts_handler.py	994	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	487	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	552	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	559	except Exception as e:	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	825	except Exception as e:	CODE
LOW⚡	…speech_to_speech/api/openai_realtime/webrtc_session.py	283	except Exception as e: # noqa: BLE001	CODE
LOW⚡	…speech_to_speech/api/openai_realtime/webrtc_session.py	297	except Exception as e: # noqa: BLE001	CODE
LOW	…speech_to_speech/api/openai_realtime/webrtc_session.py	339	except Exception: # noqa: BLE001	CODE
LOW	src/speech_to_speech/api/openai_realtime/llm_proxy.py	204	except Exception:	CODE
LOW	src/speech_to_speech/api/openai_realtime/llm_proxy.py	255	except Exception:	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	239	except Exception:	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	430	except Exception:	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	496	except Exception as e:	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	618	except Exception as e: # noqa: BLE001	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	670	except Exception as e: # noqa: BLE001	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	680	except Exception as e: # noqa: BLE001	CODE
12 more matches not shown…

Unused Imports71 hits · 68 pts

Severity	File	Line	Context
LOW	archive/TTS/parler_handler.py	1	CODE
LOW	archive/TTS/melo_handler.py	1	CODE
LOW	tests/test_language_prompt.py	17	CODE
LOW	tests/test_stt_stale_filter.py	1	CODE
LOW	tests/test_chat_completions_backend.py	10	CODE
LOW	tests/test_mlx_audio_whisper_handler.py	16	CODE
LOW	tests/test_chat.py	9	CODE
LOW	tests/install_smoke.py	1	CODE
LOW	src/speech_to_speech/baseHandler.py	1	CODE
LOW	src/speech_to_speech/pipeline/events.py	9	CODE
LOW	src/speech_to_speech/pipeline/control.py	1	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	1	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	2	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	2	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	2	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	2	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	8	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	17	CODE
LOW	src/speech_to_speech/pipeline/messages.py	9	CODE
LOW	src/speech_to_speech/pipeline/handler_types.py	8	CODE
LOW	src/speech_to_speech/pipeline/queue_types.py	7	CODE
LOW	src/speech_to_speech/pipeline/speculative_turns.py	1	CODE
LOW	src/speech_to_speech/LLM/language_model.py	1	CODE
LOW	…peech_to_speech/LLM/chat_completions_language_model.py	1	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	1	CODE
LOW	src/speech_to_speech/LLM/compaction_prompt.py	14	CODE
LOW	src/speech_to_speech/LLM/lm_output_processor.py	9	CODE
LOW	src/speech_to_speech/LLM/chat.py	1	CODE
LOW	…c/speech_to_speech/LLM/responses_api_language_model.py	1	CODE
LOW	src/speech_to_speech/utils/utils.py	1	CODE
LOW	src/speech_to_speech/TTS/chatTTS_handler.py	1	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	11	CODE
LOW	src/speech_to_speech/TTS/facebookmms_handler.py	1	CODE
LOW	src/speech_to_speech/TTS/pocket_tts_handler.py	1	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	8	CODE
LOW	…speech_to_speech/api/openai_realtime/webrtc_session.py	14	CODE
LOW	src/speech_to_speech/api/openai_realtime/transports.py	13	CODE
LOW	…to_speech/api/openai_realtime/handlers/conversation.py	1	CODE
LOW	…eech_to_speech/api/openai_realtime/handlers/session.py	1	CODE
LOW	…ech_to_speech/api/openai_realtime/handlers/__init__.py	1	CODE
LOW	…ech_to_speech/api/openai_realtime/handlers/__init__.py	2	CODE
LOW	…ech_to_speech/api/openai_realtime/handlers/__init__.py	3	CODE
LOW	…ech_to_speech/api/openai_realtime/handlers/__init__.py	4	CODE
LOW	…ech_to_speech/api/openai_realtime/handlers/response.py	1	CODE
11 more matches not shown…

Modern Structural Boilerplate56 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	demo/auth.py	235	def set_anon_cookie(response, signed: str) -> None:	CODE
LOW	archive/TTS/parler_handler.py	28	logger = logging.getLogger(__name__)	CODE
LOW	archive/TTS/melo_handler.py	19	logger = logging.getLogger(__name__)	CODE
LOW	archive/STT/moonshine_handler.py	14	logger = logging.getLogger(__name__)	CODE
LOW	scripts/benchmark_tts.py	28	logger = logging.getLogger(__name__)	CODE
LOW	scripts/benchmark_stt.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/s2s_pipeline.py	87	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/baseHandler.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/pipeline/__init__.py	31	__all__ = [	CODE
LOW	src/speech_to_speech/pipeline/speculative_turns.py	9	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/LLM/language_model.py	80	logger = logging.getLogger(__name__)	CODE
LOW	…peech_to_speech/LLM/chat_completions_language_model.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	44	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/speech_to_speech/LLM/compaction_prompt.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/LLM/lm_output_processor.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/LLM/chat.py	43	logger = logging.getLogger(__name__)	CODE
LOW	…c/speech_to_speech/LLM/responses_api_language_model.py	33	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/LLM/tool_call/function_call.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/utils/mlx_lock.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/utils/thread_manager.py	6	logger = logging.getLogger(__name__)	CODE
LOW	…c/speech_to_speech/connections/local_audio_streamer.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/connections/socket_receiver.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/connections/socket_sender.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/TTS/chatTTS_handler.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	154	def _setup_mlx(self, model_name: str) -> None:	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	183	def _setup_kokoro(self, model_name: str) -> None:	CODE
LOW	src/speech_to_speech/TTS/facebookmms_handler.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/TTS/pocket_tts_handler.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	36	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	201	def _setup_faster(self, model_name: str, dtype: Any, attn_implementation: str, backend: str) -> None:	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	239	def _setup_mlx(self, model_name: str) -> None:	CODE
LOW	…speech_to_speech/api/openai_realtime/webrtc_session.py	36	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/api/openai_realtime/service.py	59	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/api/openai_realtime/server.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/api/openai_realtime/llm_proxy.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	62	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/api/openai_realtime/transports.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…to_speech/api/openai_realtime/handlers/conversation.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…eech_to_speech/api/openai_realtime/handlers/session.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…ech_to_speech/api/openai_realtime/handlers/__init__.py	6	__all__ = [	CODE
LOW⚡	…ech_to_speech/api/openai_realtime/handlers/response.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…speech_to_speech/api/openai_realtime/handlers/audio.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…/speech_to_speech/api/openai_realtime/handlers/base.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/VAD/vad_handler.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/base_stt_handler.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/mlx_audio_whisper_handler.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/transcription_notifier.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/faster_whisper_handler.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…/speech_to_speech/STT/lightning_whisper_mlx_handler.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/whisper_stt_handler.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/parakeet_tdt_handler.py	37	logger = logging.getLogger(__name__)	CODE
LOW	src/speech_to_speech/STT/parakeet_tdt_handler.py	180	def _setup_mlx(self, model_name: str) -> None:	CODE
LOW	src/speech_to_speech/STT/parakeet_tdt_handler.py	193	def _setup_nano_parakeet(self, model_name: str) -> None:	CODE
LOW	src/speech_to_speech/STT/paraformer_handler.py	17	logger = logging.getLogger(__name__)	CODE

Deep Nesting49 hits · 44 pts

Severity	File	Line	Context
LOW	demo/auth.py	132	CODE
LOW	tests/test_chat_completions_backend.py	133	CODE
LOW	tests/test_chat.py	84	CODE
LOW	tests/openai_realtime/test_websocket_router.py	466	CODE
LOW	tests/openai_realtime/test_websocket_router.py	847	CODE
LOW	scripts/benchmark_tts.py	91	CODE
LOW	scripts/benchmark_stt.py	110	CODE
LOW	scripts/synthetic_conversation_realtime_client.py	205	CODE
LOW	scripts/synthetic_conversation_realtime_client.py	283	CODE
LOW	scripts/listen_and_play_realtime.py	136	CODE
LOW	scripts/listen_and_play_realtime.py	219	CODE
LOW	src/speech_to_speech/s2s_pipeline.py	259	CODE
LOW	src/speech_to_speech/s2s_pipeline.py	609	CODE
LOW	src/speech_to_speech/s2s_pipeline.py	781	CODE
LOW	src/speech_to_speech/s2s_pipeline.py	938	CODE
LOW	src/speech_to_speech/baseHandler.py	84	CODE
LOW	src/speech_to_speech/LLM/language_model.py	291	CODE
LOW	src/speech_to_speech/LLM/language_model.py	944	CODE
LOW	src/speech_to_speech/LLM/language_model.py	981	CODE
LOW	…peech_to_speech/LLM/chat_completions_language_model.py	206	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	330	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	411	CODE
LOW	src/speech_to_speech/LLM/chat.py	174	CODE
LOW	src/speech_to_speech/LLM/chat.py	296	CODE
LOW	src/speech_to_speech/LLM/chat.py	369	CODE
LOW	src/speech_to_speech/LLM/chat.py	472	CODE
LOW	…c/speech_to_speech/LLM/responses_api_language_model.py	113	CODE
LOW	src/speech_to_speech/LLM/tool_call/function_call.py	36	CODE
LOW	…c/speech_to_speech/connections/local_audio_streamer.py	30	CODE
LOW	…c/speech_to_speech/connections/local_audio_streamer.py	35	CODE
LOW	src/speech_to_speech/connections/socket_receiver.py	53	CODE
LOW	src/speech_to_speech/connections/socket_sender.py	37	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	100	CODE
LOW	src/speech_to_speech/connections/websocket_streamer.py	152	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	280	CODE
LOW	src/speech_to_speech/TTS/pocket_tts_handler.py	98	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	775	CODE
LOW	src/speech_to_speech/api/openai_realtime/llm_proxy.py	59	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	125	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	318	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	407	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	510	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	713	CODE
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	514	CODE
LOW	src/speech_to_speech/VAD/vad_handler.py	569	CODE
LOW	…/speech_to_speech/STT/lightning_whisper_mlx_handler.py	70	CODE
LOW	src/speech_to_speech/STT/parakeet_tdt_handler.py	236	CODE
LOW	src/speech_to_speech/STT/smart_progressive_streaming.py	243	CODE
LOW	src/speech_to_speech/STT/smart_progressive_streaming.py	159	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	src/speech_to_speech/STT/faster_whisper_handler.py	handles the speech to text generation using a whisper model.	STRING
HIGH	…/speech_to_speech/STT/lightning_whisper_mlx_handler.py	handles the speech to text generation using a whisper model.	STRING
HIGH	src/speech_to_speech/STT/whisper_stt_handler.py	handles the speech to text generation using a whisper model.	STRING

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/speech_to_speech/LLM/README.md	67	--responses_api_api_key YOUR_API_KEY \	CODE
HIGH	src/speech_to_speech/LLM/README.md	138	--responses_api_api_key YOUR_API_KEY	CODE

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/synthetic_conversation_realtime_client.py	317	# Step 1: allocate a slot via the LB (if configured).	COMMENT
LOW⚡	scripts/synthetic_conversation_realtime_client.py	343	# Step 3: tell the LB the client actually connected (clears the	COMMENT
LOW⚡	scripts/synthetic_conversation_realtime_client.py	423	# Step 5: release the LB slot, regardless of how the ws session ended.	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/synthetic_conversation_realtime_client.py	317	# Step 1: allocate a slot via the LB (if configured).	COMMENT
LOW⚡	scripts/synthetic_conversation_realtime_client.py	343	# Step 3: tell the LB the client actually connected (clears the	COMMENT
LOW⚡	scripts/synthetic_conversation_realtime_client.py	423	# Step 5: release the LB slot, regardless of how the ws session ended.	COMMENT

Over-Commented Block6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	demo/server.py	61	# Speech-to-speech load balancer URL. When set, the browser POSTs /api/session	COMMENT
LOW	demo/main.js	301	/** @type {HTMLElement} */	COMMENT
LOW	demo/ui/chat.js	61	this._activeUserItemId = "";	COMMENT
LOW	tests/test_llm_utils.py	21	#	COMMENT
LOW	src/speech_to_speech/TTS/kokoro_handler.py	41	# Additional European languages from Parakeet - map to closest Kokoro language	COMMENT
LOW	…eech_to_speech/api/openai_realtime/websocket_router.py	61		COMMENT

AI Structural Patterns7 hits · 6 pts

Severity	File	Line	Context
LOW	archive/TTS/parler_handler.py	53	CODE
LOW	src/speech_to_speech/LLM/language_model.py	157	CODE
LOW	…to_speech/LLM/base_openai_compatible_language_model.py	126	CODE
LOW	src/speech_to_speech/TTS/kokoro_handler.py	87	CODE
LOW	src/speech_to_speech/TTS/pocket_tts_handler.py	27	CODE
LOW	src/speech_to_speech/TTS/qwen3_tts_handler.py	94	CODE
LOW	src/speech_to_speech/VAD/vad_handler.py	59	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/speech_to_speech/VAD/vad_handler.py	571	# Check if we're currently in a speech segment.	COMMENT
LOW	src/speech_to_speech/STT/mlx_audio_whisper_handler.py	62	# Check if processor was loaded, if not, load it manually from original model	COMMENT
LOW	src/speech_to_speech/STT/smart_progressive_streaming.py	122	# Check if window exceeds max_window_size	COMMENT
LOW	src/speech_to_speech/STT/smart_progressive_streaming.py	195	# Check if window exceeds max_window_size	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…to_speech/LLM/base_openai_compatible_language_model.py	440	# ── orchestration ─────────────────────────────────────────────────────────	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_qwen3_tts_handler_backend.py	702		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings