18.8

Adjusted Signal

18.8

Raw Pattern Score

100%

Time Factor

2026-11-10

Last Push

8.2K

Stars

Python

Language

286.2K

Lines of Code

1.2K

Files

4.4K

Pattern Hits

2026-11-11

Scan Date

0.07

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-11-11.

Cognitive Ownership Risk 40.0/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 2804 finding(s).

Hallucinated Dependency & Supply Chain Risk 18.6/100 · LOW

Are imports declared and package/API names verified? 1006 finding(s).

Agent Over-Engineering Ratio 46.1/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 2919 finding(s).

PR Review Velocity Impact 61.5/100 · HIGH

Which changes need focused human review? 4364 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

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

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 87MEDIUM 330LOW 3946

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 4364 distinct pattern matches across 21 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 Identifiers2157 hits · 2053 pts

Severity	File	Line	Snippet	Context
LOW	mlx_audio/server.py	241	def _load_model_for_inference(model_name: str):	CODE
LOW	mlx_audio/server.py	443	def _cancel_disconnected_requests(self) -> None:	CODE
LOW	mlx_audio/server.py	584	def _can_call_continuous_session(self, model, request: InferenceRequest) -> bool:	CODE
LOW	mlx_audio/server.py	597	def supports_continuous_batch(self, request: InferenceRequest) -> bool:	CODE
LOW	mlx_audio/server.py	624	def create_continuous_batch_session(self, request: InferenceRequest):	CODE
LOW	mlx_audio/server.py	896	async def _stream_inference_results(	CODE
LOW	mlx_audio/server.py	1295	async def stt_realtime_transcriptions(websocket: WebSocket):	CODE
LOW	mlx_audio/server.py	1533	def _default_transcription_delay_ms() -> Optional[int]:	CODE
LOW	mlx_audio/server.py	1576	def _resolve_realtime_model_name(requested_model: Optional[str]) -> Optional[str]:	CODE
LOW	mlx_audio/server_inference.py	76	def supports_continuous_batch(self, request: InferenceRequest) -> bool: ...	CODE
LOW	mlx_audio/server_inference.py	80	def create_continuous_batch_session(	CODE
LOW	mlx_audio/server_inference.py	115	def supports_continuous_batch(self, request: InferenceRequest) -> bool:	CODE
LOW	mlx_audio/server_inference.py	122	def create_continuous_batch_session(	CODE
LOW	mlx_audio/server_inference.py	315	def _route_continuous_requests(self, pending: list[InferenceRequest]) -> None:	CODE
LOW⚡	mlx_audio/server_inference.py	347	def _step_continuous_sessions(self) -> None:	CODE
LOW	mlx_audio/convert.py	174	def _discover_detection_hints(domain: str) -> dict:	CODE
LOW	mlx_audio/audio_io.py	65	def _detect_format_from_bytes(data: bytes) -> Optional[str]:	CODE
LOW	mlx_audio/audio_io.py	309	def _decode_miniaudio_resampled(	CODE
LOW	mlx_audio/utils.py	558	def random_select_audio_segment(audio, length: int):	CODE
LOW	mlx_audio/music/tests/test_generate.py	13	def test_parser_exposes_only_music_generation_controls() -> None:	CODE
LOW	mlx_audio/music/tests/test_generate.py	57	def test_generate_music_joins_results_and_writes_audio(mock_write, tmp_path) -> None:	CODE
LOW	mlx_audio/music/tests/test_generate.py	94	def test_main_reads_lyrics_file(tmp_path, verbose) -> None:	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	23	def test_tiny_generation_returns_finite_stereo_audio() -> None:	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	67	def test_waveform_crops_match_the_official_chunk_stitching() -> None:	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	85	def test_flow_schedule_runs_from_noise_to_data() -> None:	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	94	def test_quantization_policy_targets_only_large_generation_linears() -> None:	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	128	def test_all_mlx_quantization_modes_rebuild_the_same_quantized_topology(	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	220	def _write_official_tiny_tree(source: Path) -> None:	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	277	def test_official_tree_converts_and_loads_in_every_mlx_quantization_mode(	CODE
LOW	mlx_audio/music/models/minimax_music3/minimax_music3.py	78	def _encode_official_text_pair(	CODE
LOW	mlx_audio/music/models/minimax_music3/fusion.py	19	def latent_length_from_frames(num_frames: int, config: ModelConfig) -> int:	CODE
LOW	mlx_audio/ui/app/speech-to-text/realtime/page.tsx	10	export default function RealtimeTranscriptionPage() {	CODE
LOW	mlx_audio/lm/generate.py	240	def _supports_input_embeddings(model: nn.Module) -> bool:	CODE
LOW	mlx_audio/lm/convert.py	16	def mixed_quant_predicate_builder(recipe: str, model: nn.Module, group_size: int = 64):	CODE
LOW	mlx_audio/lm/sample_utils.py	300	def repetition_penalty_processor(tokens, logits):	CODE
LOW	mlx_audio/lm/sample_utils.py	332	def presence_penalty_processor(tokens, logits):	CODE
LOW	mlx_audio/lm/sample_utils.py	361	def frequency_penalty_processor(tokens, logits):	CODE
LOW	mlx_audio/lm/models/rope_utils.py	153	def yarn_find_correction_range():	CODE
LOW	mlx_audio/lm/models/qwen3_next.py	215	def fix_query_key_value_ordering(	CODE
LOW	mlx_audio/lm/models/base.py	64	def scaled_dot_product_attention(	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	58	def test_parent_config_defaults_to_mono(self):	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	72	def test_import_from_codec_models(self):	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	75	def test_from_pretrained_tiny_tokenizer_encode_decode(self):	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	94	def test_streaming_decoder_matches_offline_without_decoder_modules(self):	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	115	def test_streaming_decoder_matches_offline_with_causal_transformer(self):	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	174	def test_from_model_dir_prefers_nested_audio_tokenizer(self):	CODE
LOW	mlx_audio/codec/tests/test_moss_audio_tokenizer.py	188	def test_same_dimension_projection_keys_force_linear_modules(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	112	def test_streaming_step_matches_full_decode(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	124	def test_streaming_state_resets_between_streams(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	132	def test_streaming_continues_past_rope_table(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	143	def test_streaming_rejects_chunk_larger_than_rope_table(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	150	def test_folded_kernels_match_and_refold_after_new_weights(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	175	def test_folded_codec_decodes_on_another_thread(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	196	def test_folded_codec_compiles_with_captured_state(self):	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	209	def test_checkpoint_causal_masks_are_dropped(self):	CODE
LOW	mlx_audio/codec/tests/test_stepaudio2.py	9	def test_tiny_dit_forward_shape(self):	CODE
LOW	mlx_audio/codec/tests/test_stepaudio2.py	30	def test_partial_segments_exclude_padding(self):	CODE
LOW	mlx_audio/codec/tests/test_stepaudio2.py	44	def test_statistics_use_sample_standard_deviation_without_epsilon(self):	CODE
LOW	mlx_audio/codec/tests/test_ecapa_speaker.py	19	def test_speechbrain_frontend_conventions(self):	CODE
LOW	mlx_audio/codec/tests/test_ecapa_speaker.py	48	def test_reflection_padding_matches_numpy(self):	CODE
2097 more matches not shown…

Unused Imports969 hits · 960 pts

Severity	File	Line	Context
LOW	mlx_audio/server_inference.py	1	CODE
LOW	mlx_audio/registry.py	10	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/utils.py	31	CODE
LOW	mlx_audio/realtime_vad.py	18	CODE
LOW	mlx_audio/music/generate.py	3	CODE
LOW	mlx_audio/music/__init__.py	3	CODE
LOW	mlx_audio/music/__init__.py	3	CODE
LOW	mlx_audio/music/tests/test_minimax_music3.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/vocoder.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/config.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/conversion.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/__init__.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/__init__.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/__init__.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/__init__.py	4	CODE
LOW	mlx_audio/music/models/minimax_music3/__init__.py	4	CODE
LOW	mlx_audio/music/models/minimax_music3/minimax_music3.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/depth.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/fusion.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/sampling.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/ar.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/prompt.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/dit.py	3	CODE
LOW	mlx_audio/music/models/minimax_music3/euler.py	3	CODE
LOW	mlx_audio/lm/models/nemotron_h.py	5	CODE
LOW	mlx_audio/lm/models/qwen3_next.py	4	CODE
LOW	mlx_audio/lm/models/qwen3_next.py	8	CODE
LOW	mlx_audio/lm/models/switch_layers.py	5	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/__init__.py	1	CODE
LOW	mlx_audio/codec/models/__init__.py	1	CODE
LOW	mlx_audio/codec/models/__init__.py	2	CODE
LOW	mlx_audio/codec/models/__init__.py	2	CODE
LOW	mlx_audio/codec/models/__init__.py	3	CODE
LOW	mlx_audio/codec/models/__init__.py	4	CODE
LOW	mlx_audio/codec/models/__init__.py	5	CODE
LOW	mlx_audio/codec/models/__init__.py	6	CODE
LOW	mlx_audio/codec/models/__init__.py	7	CODE
LOW	mlx_audio/codec/models/__init__.py	8	CODE
LOW	mlx_audio/codec/models/__init__.py	9	CODE
LOW	mlx_audio/codec/models/__init__.py	10	CODE
LOW	mlx_audio/codec/models/s3/__init__.py	1	CODE
LOW	mlx_audio/codec/models/s3/__init__.py	1	CODE
LOW	mlx_audio/codec/models/s3/__init__.py	2	CODE
LOW	mlx_audio/codec/models/s3/__init__.py	2	CODE
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Decorative Section Separators280 hits · 866 pts

Severity	File	Line	Snippet	Context
MEDIUM	mlx_audio/dsp.py	757	# =============================================================================	COMMENT
MEDIUM	mlx_audio/dsp.py	759	# =============================================================================	COMMENT
MEDIUM	mlx_audio/utils.py	79	# =============================================================================	COMMENT
MEDIUM	mlx_audio/utils.py	81	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	45	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	47	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	252	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	254	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	325	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	327	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	387	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	389	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	462	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	464	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	617	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	619	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	783	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	785	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	908	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	910	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	960	# =============================================================================	COMMENT
MEDIUM	mlx_audio/codec/models/dacvae/codec.py	962	# =============================================================================	COMMENT
MEDIUM⚡	mlx_audio/tests/test_server.py	285	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tests/test_server.py	287	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tests/test_server.py	823	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tests/test_server.py	825	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tests/test_server.py	389	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tests/test_server.py	391	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/lid/models/ecapa_tdnn/ecapa_tdnn.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/lid/models/ecapa_tdnn/ecapa_tdnn.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/lid/models/ecapa_tdnn/ecapa_tdnn.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/lid/models/ecapa_tdnn/ecapa_tdnn.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	4646	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	4648	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	5087	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	5089	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	5710	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	5712	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	6308	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/tests/test_models.py	6310	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	4568	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	4570	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	5147	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	5149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	5414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	5416	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	8929	# ── VoxCPM2 ──────────────────────────────────────────────────────	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	10596	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	10598	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1026	# ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1028	# ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1034	# ── Numbers ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1044	# ── Scientific notation ─────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1048	# ── Scale suffixes ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1052	# ── Currency ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1056	# ── Percentages ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1059	# ── Ordinals ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1064	# ── Fractions ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1069	# ── Time ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/preprocess.py	1074	# ── Decades ────────────────────────────────────────────────────	COMMENT
220 more matches not shown…

Deep Nesting269 hits · 258 pts

Severity	File	Line	Context
LOW	mlx_audio/server.py	67	CODE
LOW	mlx_audio/server.py	1063	CODE
LOW	mlx_audio/server.py	1295	CODE
LOW	mlx_audio/server.py	1622	CODE
LOW	mlx_audio/server.py	296	CODE
LOW	mlx_audio/server_inference.py	195	CODE
LOW	mlx_audio/convert.py	174	CODE
LOW	mlx_audio/convert.py	312	CODE
LOW	mlx_audio/convert.py	334	CODE
LOW	mlx_audio/audio_io.py	65	CODE
LOW	mlx_audio/audio_io.py	420	CODE
LOW	mlx_audio/audio_io.py	569	CODE
LOW	mlx_audio/audio_io.py	650	CODE
LOW	mlx_audio/utils.py	269	CODE
LOW	mlx_audio/utils.py	775	CODE
LOW	mlx_audio/utils.py	828	CODE
LOW	mlx_audio/lm/convert.py	94	CODE
LOW	mlx_audio/lm/models/rope_utils.py	236	CODE
LOW	mlx_audio/lm/models/bailing_moe.py	347	CODE
LOW	mlx_audio/lm/models/nemotron_h.py	443	CODE
LOW	mlx_audio/lm/models/bailing_moe_v3.py	379	CODE
LOW	mlx_audio/lm/models/falcon_h1.py	460	CODE
LOW	mlx_audio/codec/tests/test_nemotron_voicechat.py	62	CODE
LOW	mlx_audio/codec/tests/test_encodec.py	47	CODE
LOW	mlx_audio/codec/tests/test_encodec.py	94	CODE
LOW	mlx_audio/codec/models/s3/model_v2.py	378	CODE
LOW	mlx_audio/codec/models/s3/model_v2.py	543	CODE
LOW	mlx_audio/codec/models/fish_s1_dac/fish_s1_dac.py	1438	CODE
LOW	mlx_audio/codec/models/higgs_audio/higgs_audio.py	182	CODE
LOW	mlx_audio/codec/models/bigvgan/bigvgan.py	124	CODE
LOW	mlx_audio/codec/models/stepaudio2/convert.py	70	CODE
LOW	mlx_audio/codec/models/stepaudio2/convert.py	169	CODE
LOW	mlx_audio/codec/models/descript/base.py	107	CODE
LOW	mlx_audio/codec/models/dacvae/codec.py	1170	CODE
LOW	mlx_audio/codec/models/dacvae/codec.py	1364	CODE
LOW	mlx_audio/tests/test_sampler_logprob_contract.py	43	CODE
LOW	mlx_audio/tests/test_sampler_logprob_contract.py	80	CODE
LOW	mlx_audio/tests/test_modelopt.py	371	CODE
LOW	mlx_audio/tests/test_modelopt.py	400	CODE
LOW	mlx_audio/tests/test_no_mlx_lm.py	21	CODE
LOW	mlx_audio/quantization/modelopt.py	36	CODE
LOW	mlx_audio/quantization/modelopt.py	56	CODE
LOW	mlx_audio/quantization/modelopt.py	146	CODE
LOW	mlx_audio/lid/models/ecapa_tdnn/mel.py	27	CODE
LOW	mlx_audio/tts/generate.py	151	CODE
LOW	mlx_audio/tts/audio_player.py	78	CODE
LOW	mlx_audio/tts/audio_player.py	97	CODE
LOW	mlx_audio/tts/tests/test_fish_drama3.py	101	CODE
LOW	mlx_audio/tts/tests/test_pocket_tts.py	297	CODE
LOW	mlx_audio/tts/models/pocket_tts/pocket_tts.py	691	CODE
LOW	mlx_audio/tts/models/pocket_tts/pocket_tts.py	133	CODE
LOW	mlx_audio/tts/models/pocket_tts/pocket_tts.py	196	CODE
LOW	mlx_audio/tts/models/moss_tts_nano/text.py	251	CODE
LOW	mlx_audio/tts/models/voxcpm2/audio_vae.py	450	CODE
LOW	mlx_audio/tts/models/voxcpm2/voxcpm2.py	320	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	147	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	210	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	271	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	352	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	780	CODE
209 more matches not shown…

AI Structural Patterns208 hits · 204 pts

Severity	File	Line	Context
LOW	mlx_audio/dsp.py	900	CODE
LOW	mlx_audio/server.py	1063	CODE
LOW	mlx_audio/convert.py	600	CODE
LOW	mlx_audio/lm/generate.py	270	CODE
LOW	mlx_audio/lm/sample_utils.py	11	CODE
LOW	mlx_audio/lm/models/rope_utils.py	130	CODE
LOW	mlx_audio/lm/models/gemma3_text.py	163	CODE
LOW	mlx_audio/lm/models/gpt2.py	109	CODE
LOW	mlx_audio/lm/models/gpt2.py	169	CODE
LOW	mlx_audio/lm/models/llama.py	149	CODE
LOW	mlx_audio/lm/models/qwen3_5.py	239	CODE
LOW	mlx_audio/lm/models/cohere2.py	200	CODE
LOW	mlx_audio/lm/models/lfm2.py	236	CODE
LOW	mlx_audio/lm/models/qwen3_next.py	390	CODE
LOW	mlx_audio/lm/models/qwen3.py	127	CODE
LOW	mlx_audio/lm/models/granite.py	135	CODE
LOW	mlx_audio/lm/models/qwen2.py	122	CODE
LOW	mlx_audio/codec/models/fish_s1_dac/fish_s1_dac.py	943	CODE
LOW	mlx_audio/codec/models/fish_s1_dac/fish_s1_dac.py	1280	CODE
LOW	mlx_audio/codec/models/bigvgan/resample.py	98	CODE
LOW	…x_audio/codec/models/stepaudio2/upsample_encoder_v2.py	81	CODE
LOW	mlx_audio/codec/models/stepaudio2/flow.py	10	CODE
LOW	mlx_audio/codec/models/snac/snac.py	16	CODE
LOW	mlx_audio/codec/models/descript/dac.py	133	CODE
LOW	mlx_audio/codec/models/dacvae/codec.py	260	CODE
LOW	mlx_audio/codec/models/dacvae/codec.py	905	CODE
LOW	mlx_audio/codec/models/dacvae/codec.py	1067	CODE
LOW	mlx_audio/tests/test_server.py	1246	CODE
LOW	mlx_audio/tts/generate.py	151	CODE
LOW	mlx_audio/tts/utils.py	220	CODE
LOW	mlx_audio/tts/models/interpolate.py	117	CODE
LOW	mlx_audio/tts/models/base.py	68	CODE
LOW	mlx_audio/tts/models/moss_tts_nano/moss_tts_nano.py	335	CODE
LOW	mlx_audio/tts/models/voxcpm2/voxcpm2.py	409	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	780	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	1018	CODE
LOW	…io/tts/models/chatterbox_turbo/models/s3gen/decoder.py	431	CODE
LOW	…io/tts/models/chatterbox_turbo/models/s3gen/hifigan.py	334	CODE
LOW	…_audio/tts/models/chatterbox_turbo/models/s3gen/mel.py	56	CODE
LOW	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	104	CODE
LOW	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	281	CODE
LOW	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	336	CODE
LOW	mlx_audio/tts/models/kitten_tts/istftnet.py	848	CODE
LOW	mlx_audio/tts/models/kitten_tts/istftnet.py	945	CODE
LOW	mlx_audio/tts/models/kitten_tts/preprocess.py	918	CODE
LOW	mlx_audio/tts/models/vibevoice/vibevoice.py	751	CODE
LOW	mlx_audio/tts/models/vibevoice/scheduler.py	53	CODE
LOW	mlx_audio/tts/models/zonos2/model.py	851	CODE
LOW	mlx_audio/tts/models/zonos2/model.py	1009	CODE
LOW	mlx_audio/tts/models/zonos2/prompt.py	315	CODE
LOW	mlx_audio/tts/models/lingv3_tts/lingv3_tts.py	223	CODE
LOW	mlx_audio/tts/models/zonos3/generation.py	102	CODE
LOW	mlx_audio/tts/models/zonos3/model.py	127	CODE
LOW	mlx_audio/tts/models/omnivoice/omnivoice.py	299	CODE
LOW	mlx_audio/tts/models/omnivoice/omnivoice.py	489	CODE
LOW	mlx_audio/tts/models/irodori_tts/model.py	824	CODE
LOW	mlx_audio/tts/models/irodori_tts/irodori_tts.py	296	CODE
LOW	mlx_audio/tts/models/irodori_tts/sampling.py	72	CODE
LOW	mlx_audio/tts/models/echo_tts/sampling.py	53	CODE
LOW	mlx_audio/tts/models/echo_tts/sampling.py	164	CODE
148 more matches not shown…

Cross-Language Confusion33 hits · 202 pts

Severity	File	Line	Snippet	Context
HIGH	mlx_audio/server.py	1869	# Manual-commit mode (turn_detection: null): no VAD, so	COMMENT
HIGH	mlx_audio/realtime_vad.py	187	events.extend(self._detector.push(prob, VAD_FRAME_MS))	CODE
HIGH⚡	mlx_audio/tests/test_realtime_vad.py	73	events.extend(detector.push(p, frame_ms))	CODE
HIGH⚡	mlx_audio/tts/tests/test_ming_dense.py	179	'{"audio_sequence": [{"序号": 1, "说话人": "speaker_1", "方言": null, '	CODE
HIGH⚡	mlx_audio/tts/tests/test_ming_dense.py	180	'"风格": null, "语速": null, "基频": null, "音量": null, "情感": null, '	CODE
HIGH⚡	mlx_audio/tts/tests/test_ming_dense.py	181	'"BGM": {"Genre": null, "Mood": null, "Instrument": null, "Theme": null, '	CODE
HIGH⚡	mlx_audio/tts/tests/test_ming_dense.py	182	'"ENV": null, "SNR": null}, "IP": "US_James"}]}',	CODE
HIGH⚡	mlx_audio/tts/tests/test_ming_dense.py	189	self.assertTrue(caption.endswith('"ip": null}]}'))	CODE
HIGH	mlx_audio/tts/models/zonos3/codec.py	484	[self.resampler.push(self.head.flush()), self.resampler.flush()]	CODE
HIGH	mlx_audio/tts/models/zonos3/codec.py	537	out = self.resampler.push(	CODE
HIGH	mlx_audio/tts/models/zonos3/codec.py	538	self.head.push(	CODE
HIGH	mlx_audio/sts/voice_pipeline.py	232	for chunk in self.chunker.push(samples):	CODE
HIGH	mlx_audio/sts/models/nemotron_voicechat/streaming.py	214	mel = self._mel_stream.push(frame)	CODE
HIGH	mlx_audio/sts/models/nemotron_voicechat/streaming.py	215	chunks = self._conformer_stream.push(mel, emit_partial=True)	CODE
HIGH	…o/sts/models/mossformer2_se/depthwise_conv1d_kernel.py	31	if (batch >= B \|\| time >= L_out \|\| chan >= C) {	CODE
HIGH	…o/sts/models/mossformer2_se/depthwise_conv1d_kernel.py	41	if (in_time >= 0 && in_time < L_in) {	CODE
HIGH⚡	mlx_audio/stt/tests/test_nemotron_asr.py	175	chunks.append(frontend.push(audio[start : start + 937]))	CODE
HIGH	mlx_audio/stt/tests/test_nemotron_asr.py	218	mel = frontend.push(frame)	CODE
HIGH	mlx_audio/stt/tests/test_nemotron_asr.py	219	outputs = state.push(mel, emit_partial=True)	CODE
HIGH	mlx_audio/stt/tests/test_nemotron_unified.py	190	state.push(audio[start : start + feed])	CODE
HIGH⚡	mlx_audio/stt/tests/test_nemotron_unified_session.py	140	state.push(np.zeros(1280, np.float32))	CODE
HIGH⚡	mlx_audio/stt/tests/test_nemotron_unified_session.py	152	single = one.push(audio, final=True)	CODE
HIGH	mlx_audio/stt/models/nemotron_asr/buffered.py	152	return self.push(mx.zeros(0, dtype=mx.float32), final=True)	CODE
HIGH⚡	mlx_audio/stt/models/nemotron_asr/session.py	159	chunks = self._buffered.push(samples, final=final)	CODE
HIGH⚡	mlx_audio/stt/models/nemotron_asr/session.py	168	mel = self._frontend.push(mx.array(samples), final=final)	CODE
HIGH⚡	mlx_audio/stt/models/nemotron_asr/session.py	169	for encoded in self._encoder.push(mel, final=final):	CODE
HIGH	mlx_audio/stt/models/nemotron_asr/speaker_streaming.py	150	mel = self._frontend.push(samples, final=final)	CODE
HIGH	mlx_audio/stt/models/nemotron_asr/speaker_streaming.py	197	for encoded in encoder.push(masked, final=last):	CODE
HIGH⚡	mlx_audio/stt/models/nemotron_asr/nemotron_asr.py	579	for result in self._decode_prompted_chunks(state.push(audio_data, final=True)):	CODE
HIGH⚡	mlx_audio/stt/models/nemotron_asr/nemotron_asr.py	593	yield from state.push(samples[start : start + step])	CODE
HIGH	mlx_audio/stt/models/nemotron_asr/audio.py	306	return self.push(mx.zeros((0,), dtype=self._samples.dtype), final=True)	CODE
HIGH	mlx_audio/stt/models/nemotron_asr/streaming.py	196	for encoded in state.push(current):	CODE
HIGH	mlx_audio/stt/models/nemotron_asr/streaming.py	200	for encoded in state.push(current, final=True):	CODE

Excessive Try-Catch Wrapping123 hits · 141 pts

Severity	File	Line	Snippet	Context
MEDIUM	mlx_audio/server.py	1464	print(f"Error during initial transcription: {error_msg}")	CODE
MEDIUM	mlx_audio/server.py	1498	print(f"Error during transcription: {error_msg}")	CODE
LOW⚡	mlx_audio/server.py	1509	except Exception:	CODE
LOW⚡	mlx_audio/server.py	1514	except Exception as e:	CODE
LOW⚡	mlx_audio/server.py	1517	except Exception:	CODE
LOW⚡	mlx_audio/server.py	1522	except Exception:	CODE
LOW⚡	mlx_audio/server.py	1995	except Exception as e:	CODE
LOW⚡	mlx_audio/server.py	2001	except Exception:	CODE
LOW⚡	mlx_audio/server.py	2006	except Exception:	CODE
LOW	mlx_audio/server.py	273	except Exception as exc:	CODE
LOW	mlx_audio/server.py	911	except Exception as exc:	CODE
LOW	mlx_audio/server.py	1047	except Exception as e:	CODE
LOW	mlx_audio/server.py	1152	except Exception:	CODE
LOW	mlx_audio/server.py	1351	except Exception:	CODE
LOW	mlx_audio/server.py	1459	except Exception as e:	CODE
LOW	mlx_audio/server.py	1493	except Exception as e:	CODE
LOW	mlx_audio/server.py	1678	except Exception as e:	CODE
LOW	mlx_audio/server.py	1812	except Exception as e:	CODE
LOW	mlx_audio/server.py	1845	except Exception as e:	CODE
LOW	mlx_audio/server.py	2052	except Exception as e:	CODE
LOW	mlx_audio/server_inference.py	248	except Exception as exc: # pragma: no cover - defensive broker guard	CODE
LOW⚡	mlx_audio/server_inference.py	340	except Exception as exc:	CODE
LOW⚡	mlx_audio/server_inference.py	351	except Exception as exc:	CODE
LOW	mlx_audio/convert.py	490	except Exception:	CODE
LOW	mlx_audio/codec/tests/test_fish_s1_dac.py	188	except Exception as error:	CODE
MEDIUM	mlx_audio/codec/tests/test_fish_s1_dac.py	184	def decode():	CODE
LOW	mlx_audio/tests/test_server.py	141	except Exception as e:	CODE
LOW	mlx_audio/tests/test_server.py	477	except Exception:	CODE
LOW	mlx_audio/tts/generate.py	466	except Exception as e:	CODE
MEDIUM	mlx_audio/tts/generate.py	467	print(f"Error loading model: {e}")	CODE
MEDIUM	mlx_audio/tts/tests/test_models.py	226	def run_sine_generator():	CODE
MEDIUM	mlx_audio/tts/tests/test_models.py	8695	def _require_g2p(self):	CODE
LOW	mlx_audio/tts/tests/test_models.py	231	except Exception as exc:	CODE
LOW	mlx_audio/tts/tests/test_models.py	3701	except Exception:	CODE
LOW	mlx_audio/tts/tests/test_models.py	3722	except Exception:	CODE
LOW	mlx_audio/tts/tests/test_models.py	9433	except Exception:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	295	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	313	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	344	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	414	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	424	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	500	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	537	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	587	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	641	except Exception as e:	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	1301	except Exception as e:	CODE
LOW⚡	mlx_audio/tts/models/kitten_tts/istftnet.py	169	except Exception as e:	CODE
MEDIUM⚡	mlx_audio/tts/models/kitten_tts/istftnet.py	170	print(f"Error: {e}")	CODE
LOW	mlx_audio/tts/models/kitten_tts/preprocess.py	512	except Exception:	CODE
LOW	mlx_audio/tts/models/kitten_tts/kitten_tts.py	578	except Exception:	CODE
LOW	mlx_audio/tts/models/omnivoice/omnivoice.py	676	except Exception as e:	CODE
LOW⚡	mlx_audio/tts/models/irodori_tts/irodori_tts.py	117	except Exception as e:	CODE
LOW	mlx_audio/tts/models/echo_tts/echo_tts.py	88	except Exception:	CODE
LOW	mlx_audio/tts/models/chatterbox/tokenizer.py	136	except Exception as e:	CODE
LOW	mlx_audio/tts/models/chatterbox/tokenizer.py	195	except Exception as e:	CODE
LOW	mlx_audio/tts/models/chatterbox/tokenizer.py	263	except Exception as e:	CODE
MEDIUM	mlx_audio/tts/models/chatterbox/tokenizer.py	170	def _load_cangjie_mapping(self, model_dir=None):	CODE
LOW⚡	mlx_audio/tts/models/tada/tada.py	1488	except Exception as e:	CODE
LOW⚡	mlx_audio/tts/models/tada/tada.py	1494	except Exception as e:	CODE
LOW	mlx_audio/tts/models/tada/tada.py	487	except Exception as e:	CODE
63 more matches not shown…

Modern Structural Boilerplate120 hits · 120 pts

Severity	File	Line	Snippet	Context
LOW	mlx_audio/dsp.py	10	__all__ = [	CODE
LOW	mlx_audio/utils.py	728	__all__ = [	CODE
LOW	mlx_audio/music/__init__.py	5	__all__ = ["load", "load_model"]	CODE
LOW	mlx_audio/music/utils.py	40	__all__ = ["MODEL_REMAPPING", "load", "load_model"]	CODE
LOW	mlx_audio/music/models/minimax_music3/conversion.py	214	__all__ = ["copy_supporting_files", "load_source_weights", "prepare_config"]	CODE
LOW	mlx_audio/music/models/minimax_music3/__init__.py	19	__all__ = [	CODE
LOW	mlx_audio/music/models/minimax_music3/minimax_music3.py	273	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/codec/__init__.py	14	__all__ = [	CODE
LOW	mlx_audio/codec/models/__init__.py	12	__all__ = [	CODE
LOW	mlx_audio/codec/models/s3/__init__.py	17	__all__ = [	CODE
LOW	mlx_audio/codec/models/fish_s1_dac/__init__.py	3	__all__ = ["DAC", "ModelArgs", "build_ae"]	CODE
LOW	mlx_audio/codec/models/moss_audio_tokenizer/__init__.py	8	__all__ = [	CODE
LOW	mlx_audio/codec/models/mimo_audio_tokenizer/__init__.py	4	__all__ = ["MiMoAudioTokenizer", "Model", "ModelConfig"]	CODE
LOW	mlx_audio/codec/models/higgs_audio/__init__.py	11	__all__ = [	CODE
LOW	mlx_audio/codec/models/stepaudio2/__init__.py	9	__all__ = [	CODE
LOW	mlx_audio/codec/models/nemotron_voicechat/__init__.py	9	__all__ = [	CODE
LOW	mlx_audio/codec/models/ecapa_tdnn/__init__.py	5	__all__ = ["EcapaTdnnBackbone", "EcapaTdnnConfig", "EcapaSpeakerEmbeddingExtractor"]	CODE
LOW	mlx_audio/quantization/modelopt.py	14	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/lid/__init__.py	3	__all__ = ["load", "load_model"]	CODE
LOW	mlx_audio/tts/__init__.py	3	__all__ = ["load", "load_model"]	CODE
LOW	mlx_audio/tts/models/pocket_tts/conditioners.py	11	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/tts/models/moss_tts_nano/__init__.py	4	__all__ = ["GPT2Config", "Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/bark/__init__.py	4	__all__ = ["Model", "Pipeline", "ModelConfig"]	CODE
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	24	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/tts/models/chatterbox_turbo/__init__.py	11	__all__ = [	CODE
LOW	…x_audio/tts/models/chatterbox_turbo/models/__init__.py	7	__all__ = [	CODE
LOW	…models/chatterbox_turbo/models/s3tokenizer/__init__.py	19	__all__ = [	CODE
LOW	…udio/tts/models/chatterbox_turbo/models/t3/__init__.py	8	__all__ = [	CODE
LOW	…dels/chatterbox_turbo/models/voice_encoder/__init__.py	7	__all__ = [	CODE
LOW	…o/tts/models/chatterbox_turbo/models/s3gen/__init__.py	17	__all__ = [	CODE
LOW	…_audio/tts/models/chatterbox_turbo/models/s3gen/mel.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…udio/tts/models/chatterbox_turbo/models/s3gen/s3gen.py	19	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/tts/models/kugelaudio/__init__.py	4	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/kitten_tts/__init__.py	3	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/vibevoice/__init__.py	10	__all__ = [	CODE
LOW	mlx_audio/tts/models/zonos2/convert.py	233	def update_largest(key: str, value: mx.array) -> None:	CODE
LOW	mlx_audio/tts/models/zonos2/__init__.py	4	__all__ = ["Model", "ModelConfig", "Zonos2Config"]	CODE
LOW	mlx_audio/tts/models/zonos3/__init__.py	4	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/zonos3/codec.py	20	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/tts/models/omnivoice/__init__.py	7	__all__ = ["Model", "ModelConfig", "OmniVoiceConfig", "create_voice_clone_prompt"]	CODE
LOW	mlx_audio/tts/models/omnivoice/utils.py	8	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/tts/models/qwen3/__init__.py	3	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/higgs_audio/__init__.py	14	__all__ = [	CODE
LOW	mlx_audio/tts/models/chatterbox/__init__.py	5	__all__ = ["Model", "ModelConfig", "convert_from_source"]	CODE
LOW	mlx_audio/tts/models/chatterbox/tokenizer.py	20	logger = logging.getLogger(__name__)	CODE
LOW	mlx_audio/tts/models/chatterbox/s3tokenizer/__init__.py	17	__all__ = [	CODE
LOW	mlx_audio/tts/models/chatterbox/t3/__init__.py	6	__all__ = [	CODE
LOW	…_audio/tts/models/chatterbox/voice_encoder/__init__.py	5	__all__ = ["VoiceEncoder", "VoiceEncConfig", "melspectrogram"]	CODE
LOW	mlx_audio/tts/models/chatterbox/s3gen/__init__.py	10	__all__ = [	CODE
LOW	…io/tts/models/chatterbox/s3gen/transformer/__init__.py	10	__all__ = [	CODE
LOW	…x_audio/tts/models/chatterbox/s3gen/matcha/__init__.py	12	__all__ = [	CODE
LOW	mlx_audio/tts/models/dense/__init__.py	3	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/maya2/__init__.py	7	__all__ = [	CODE
LOW	mlx_audio/tts/models/fish_drama3/__init__.py	4	__all__ = ["Model", "ModelConfig", "TowerConfig"]	CODE
LOW	mlx_audio/tts/models/arktts/__init__.py	9	__all__ = [	CODE
LOW	mlx_audio/tts/models/confucius4/__init__.py	4	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/melotts/__init__.py	3	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/rumik_oss/__init__.py	3	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/moss_tts_delay/__init__.py	3	__all__ = ["Model", "ModelConfig"]	CODE
LOW	mlx_audio/tts/models/higgs_audio_v3/__init__.py	17	__all__ = [	CODE
60 more matches not shown…

Empty Error Handlers24 hits · 120 pts

Severity	File	Line	Snippet	Context
HIGH	mlx_audio/server.py	1512	except WebSocketDisconnect:	CODE
HIGH	mlx_audio/server.py	1993	except WebSocketDisconnect:	CODE
HIGH	mlx_audio/server.py	1522	except Exception:	CODE
HIGH	mlx_audio/server.py	2006	except Exception:	CODE
HIGH	mlx_audio/server.py	1517	except Exception:	CODE
HIGH	mlx_audio/server.py	2001	except Exception:	CODE
HIGH	mlx_audio/server.py	1509	except Exception:	CODE
HIGH	mlx_audio/codec/models/vocos/vocos.py	335	except KeyError:	CODE
HIGH	mlx_audio/tts/tests/test_models.py	9433	except Exception:	CODE
HIGH	mlx_audio/tts/tests/test_models.py	3701	except Exception:	CODE
HIGH	mlx_audio/tts/tests/test_models.py	3722	except Exception:	CODE
HIGH	mlx_audio/tts/models/voxcpm2/voxcpm2.py	348	except ImportError:	CODE
HIGH	mlx_audio/tts/models/kitten_tts/kitten_tts.py	88	except KeyError:	CODE
HIGH	mlx_audio/tts/models/kitten_tts/kitten_tts.py	578	except Exception:	CODE
HIGH	mlx_audio/tts/models/tada/tada.py	956	except Exception:	CODE
HIGH	mlx_audio/tts/models/voxtral_tts/voxtral_tts.py	421	except Exception:	CODE
HIGH	mlx_audio/sts/voice_pipeline.py	1565	except KeyboardInterrupt:	CODE
HIGH	mlx_audio/sts/audio_player.py	49	except Exception:	CODE
HIGH	mlx_audio/sts/models/deepfilternet/weight_loader.py	209	except (KeyError, AttributeError, TypeError, IndexError):	CODE
HIGH	mlx_audio/sts/models/moshi/moshi.py	145	except Exception:	CODE
HIGH	mlx_audio/stt/models/fireredasr2/fireredasr2.py	658	except ValueError:	CODE
HIGH	mlx_audio/stt/models/sensevoice/sensevoice.py	591	except ImportError:	CODE
HIGH	mlx_audio/stt/models/moonshine/moonshine.py	462	except Exception:	CODE
HIGH	mlx_audio/stt/eval/seed_tts.py	181	except Exception:	CODE

Docstring Block Structure21 hits · 105 pts

Severity	File	Line	Snippet	Context
HIGH	mlx_audio/server.py	980	Remove a model from the API. Args: model_name (str): The name of the model to remove. Returns:	STRING
HIGH	mlx_audio/audio_io.py	135	Decode audio using ffmpeg (for formats not supported by miniaudio like M4A). Args: input_data: Path to the	STRING
HIGH	mlx_audio/utils.py	115	Ensures the model is available locally. If the path does not exist locally, it is downloaded from the Hugging F	STRING
HIGH	mlx_audio/utils.py	157	Load model configuration from a path or Hugging Face repo. Args: model_path: Local path or Hugging Face rep	STRING
HIGH	mlx_audio/utils.py	181	Load model weights from safetensors or npz files. Args: model_path: Path to the model directory Return	STRING
HIGH	mlx_audio/utils.py	275	Retrieve the model architecture module based on the model type and name. Args: model_type: The type of	STRING
HIGH	mlx_audio/utils.py	667	Load audio from file path or return mx.array as-is. Args: audio: Audio input - can be: - str: P	STRING
HIGH	mlx_audio/utils.py	875	Load a TTS, STT, STS, LID, or VAD model based on its configuration and name. Args: model_name (str): Name o	STRING
HIGH	mlx_audio/lid/models/wav2vec2/wav2vec_lid.py	106	Predict language from raw audio waveform. Automatically applies zero-mean unit-variance normalization b	STRING
HIGH	mlx_audio/tts/generate.py	27	Detect the start and end points of speech in an audio signal using RMS energy. Args: wav: Input audio signa	STRING
HIGH	mlx_audio/tts/generate.py	71	Remove silence from both ends of an audio signal. Args: wav: Input audio signal array sample_rate:	STRING
HIGH	mlx_audio/tts/utils.py	81	Retrieve the model architecture module based on the model type and name. This function attempts to find the ap	STRING
HIGH	mlx_audio/tts/utils.py	115	Load and initialize the model from a given path. Args: model_path (Path): The path to load the model f	STRING
HIGH	…odels/chatterbox/s3gen/transformer/upsample_encoder.py	129	Make mask tensor containing indices of padded part. Args: lengths: Batch of lengths (B,). max_len:	STRING
HIGH	…odels/chatterbox/s3gen/transformer/upsample_encoder.py	164	Create mask for subsequent steps (size, size) with chunk size. This is for streaming encoder. Args: si	STRING
HIGH	mlx_audio/tts/models/dia/config.py	239	Load and validate a Dia configuration from a JSON file. Args: path: The path to the configuration f	STRING
HIGH	mlx_audio/tts/models/dia/dia.py	53	Loads the Dia model from local configuration and checkpoint files. Args: config_path: Path to the c	STRING
HIGH	mlx_audio/tts/models/dia/dia.py	88	Loads the Dia model from a Hugging Face Hub repository. Downloads the configuration and checkpoint files from t	STRING
HIGH	mlx_audio/tts/models/kokoro/pipeline.py	319	Generate audio from either raw phonemes or pre-processed tokens. Args: tokens: Either a phoneme str	STRING
HIGH	mlx_audio/tts/models/spark/utils/audio.py	144	Detect the start and end points of speech in an audio signal using RMS energy. Args: wav: Input audio signa	STRING
HIGH	mlx_audio/tts/models/spark/utils/audio.py	188	Remove silence from both ends of an audio signal. Args: wav: Input audio signal array sample_rate:	STRING

Self-Referential Comments25 hits · 72 pts

Severity	File	Line	Snippet	Context
MEDIUM	mlx_audio/lm/models/cache.py	97	# Create an instance of cls without calling __init__	COMMENT
MEDIUM	mlx_audio/codec/models/snac/vq.py	44	# Create a new tensor with the expanded shape	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	16	# Create a patch for the deprecated open_text function	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	196	# Create a mock output	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	391	# Create a mock output	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	396	# Create a Result instance	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	538	# Create a minimal config	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	724	# Create a minimal config	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	778	# Create a config with tie_word_embeddings=True	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	872	# Create a minimal config	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	1034	# Create a minimal config	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	1149	# Create a config instance	COMMENT
MEDIUM	mlx_audio/tts/tests/test_models.py	2798	# Create a simple test audio	COMMENT
MEDIUM	mlx_audio/tts/tests/test_base.py	13	# Define a test subclass	COMMENT
MEDIUM	mlx_audio/tts/tests/test_interpolate.py	42	# Create a simple test array	COMMENT
MEDIUM	mlx_audio/tts/tests/test_interpolate.py	63	# Create a simple test array	COMMENT
MEDIUM	mlx_audio/tts/models/qwen3/qwen3.py	142	# Create a mask and filter manually since boolean indexing isn't supported	COMMENT
MEDIUM	mlx_audio/tts/models/dia/dia.py	512	# Create a mask for setting tokens beyond 1025 to -inf	COMMENT
MEDIUM	mlx_audio/tts/models/spark/modules/blocks/sampler.py	61	# Create a new tensor with the expanded shape	COMMENT
MEDIUM	mlx_audio/tts/models/llama/llama.py	174	# Create a mask and filter manually since boolean indexing isn't supported	COMMENT
MEDIUM	mlx_audio/sts/models/sam_audio/model.py	928	# Create the generator	COMMENT
MEDIUM	mlx_audio/sts/models/mossformer2_se/mossformerblock.py	74	# Create a list of attention layers using FLASH_ShareA_FFConvM	COMMENT
MEDIUM	…dio/sts/models/mossformer2_se/mossformerblock_gfsmn.py	65	# Create a list of Gated FSMN blocks	COMMENT
MEDIUM	…dio/sts/models/mossformer2_se/mossformerblock_gfsmn.py	73	# Create a list of attention layers using FLASH_ShareA_FFConvM	COMMENT
MEDIUM	mlx_audio/stt/models/vibevoice_asr/audio_encoder.py	67	# Create the convolution layer (no padding in conv, we'll handle it manually)	COMMENT

Redundant / Tautological Comments42 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW⚡	mlx_audio/base.py	21	# Check if the shape has 4 dimensions	COMMENT
LOW⚡	mlx_audio/base.py	24	# Check if out_channels is the largest, and kH and KW are the same	COMMENT
LOW⚡	mlx_audio/base.py	29	# Check if the shape has 3 dimensions	COMMENT
LOW⚡	mlx_audio/base.py	32	# Check if out_channels is the largest	COMMENT
LOW	mlx_audio/lm/models/falcon_h1.py	461	# Check if needs sanitization	COMMENT
LOW	mlx_audio/codec/models/s3/model_v2.py	364	# Check if any audio exceeds 30 seconds	COMMENT
LOW	mlx_audio/tests/test_audio_io.py	14	# Check if ffmpeg is available for optional tests	COMMENT
LOW	mlx_audio/tts/models/base.py	24	# Check if the shape has 4 dimensions	COMMENT
LOW	mlx_audio/tts/models/base.py	30	# Check if out_channels is the largest, and kH and KW are the same	COMMENT
LOW	…_audio/tts/models/chatterbox_turbo/chatterbox_turbo.py	121	# Check if first argument is a config dict (from load_model)	COMMENT
LOW	mlx_audio/tts/models/kugelaudio/kugelaudio.py	430	# Check if target key exists	COMMENT
LOW⚡	mlx_audio/tts/models/kitten_tts/istftnet.py	162	# Check if channels last match or if groups > 1 for ConvTransposed1d	COMMENT
LOW	mlx_audio/tts/models/kitten_tts/istftnet.py	1005	# Check if this block has upsampling	COMMENT
LOW	mlx_audio/tts/models/vibevoice/vibevoice.py	562	# Check if key exists in model	COMMENT
LOW	mlx_audio/tts/models/vibevoice/vibevoice.py	578	# Check if it's a transposed conv weight	COMMENT
LOW	mlx_audio/tts/models/qwen3/qwen3.py	128	# Check if we found any tokens BEFORE converting to MLX array	COMMENT
LOW	mlx_audio/tts/models/chatterbox/chatterbox.py	187	# Check if first argument is a config	COMMENT
LOW	mlx_audio/tts/models/chatterbox/chatterbox.py	511	# Check if we have quantized weights (scales) for this path	COMMENT
LOW	mlx_audio/tts/models/chatterbox/t3/t3.py	94	# Check if already converted (idempotent)	COMMENT
LOW	mlx_audio/tts/models/chatterbox/s3gen/s3gen.py	407	# Check if this is ConvTranspose (ups) or regular Conv	COMMENT
LOW	…udio/tts/models/chatterbox/s3gen/matcha/transformer.py	65	# Check if it's additive bias (contains large negative values)	COMMENT
LOW	mlx_audio/tts/models/outetts/audio_processor.py	158	if audio.size == 0: # Check if array is empty	CODE
LOW	mlx_audio/tts/models/qwen3_tts/qwen3_tts.py	1268	# Check if we should use ICL mode	COMMENT
LOW⚡	mlx_audio/tts/models/kokoro/istftnet.py	160	# Check if channels last match or if groups > 1 for ConvTransposed1d	COMMENT
LOW	mlx_audio/tts/models/kokoro/istftnet.py	993	# Check if this block has upsampling	COMMENT
LOW	mlx_audio/tts/models/kokoro/pipeline.py	186	# Check if voice exists in local snapshot first	COMMENT
LOW	mlx_audio/tts/models/spark/utils/file.py	61	# Open the file for reading	COMMENT
LOW	mlx_audio/tts/models/spark/utils/file.py	116	# Check if there is a base configuration specified and merge if necessary	COMMENT
LOW	mlx_audio/tts/models/spark/utils/file.py	169	# Set headers to keys from the first dictionary in data if not explicitly provided	COMMENT
LOW	mlx_audio/tts/models/spark/modules/residual.py	130	# Check if indices are empty	COMMENT
LOW	mlx_audio/tts/models/voxcpm/audio_vae.py	538	# Check if this is a 3D weight that needs transposition by comparing with model shape	COMMENT
LOW	mlx_audio/sts/models/sam_audio/processor.py	33	# Check if file exists first	COMMENT
LOW	mlx_audio/sts/models/sam_audio/model.py	507	] = None, # Set it to 50 for better performance	CODE
LOW	mlx_audio/sts/models/deepfilternet/network.py	310	# Check if separable (has pointwise conv at index '2')	COMMENT
LOW	…udio/sts/models/mossformer2_se/flash_sharea_ffconvm.py	230	# Check if it's mlx.nn.RoPE or custom implementation	COMMENT
LOW	mlx_audio/sts/models/mossformer2_se/model.py	260	# Check if segmented processing is needed	COMMENT
LOW	mlx_audio/sts/models/mossformer2_se/mossformerm.py	92	# Set MossFormerBlock to eval mode	COMMENT
LOW	mlx_audio/sts/models/mossformer2_se/mossformerm.py	99	# Set MossFormerBlock to train mode	COMMENT
LOW	mlx_audio/stt/models/mimo_v2_asr/model.py	607	# Check if we need speech tokens	COMMENT
LOW	mlx_audio/stt/models/qwen3_asr/config.py	100	# Check if this is a forced aligner config	COMMENT
LOW	mlx_audio/stt/models/whisper/whisper.py	311	# Check if this is HuggingFace format (has d_model or encoder_layers)	COMMENT
LOW	mlx_audio/stt/models/whisper/whisper.py	596	# Check if this is HuggingFace format (has 'model.' prefix)	COMMENT

Structural Annotation Overuse31 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	194	# Step 1: Remove DC offset per frame (before preemphasis)	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	198	# Step 2: Apply preemphasis PER FRAME (Kaldi applies it after framing)	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	209	# Step 3: Apply window	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	212	# Step 4: Pad to FFT length	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	216	# Step 5: Compute FFT and get magnitude/power spectrum	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	222	# Step 6: Apply mel filterbank	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	225	# Step 7: Apply log with epsilon floor	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	587	# Step 1: STFT → real/imag [B, 2, freq_bins, T]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	593	# Step 2: CaC interleave — [B, 2, freq_bins, T] → [B, freq_bins*2, T]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	600	# Step 3: BandSplit → [B, T, num_bands, dim]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	605	# Step 4: 6× dual-axis transformer	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	617	# Step 5: Mask estimation → list of [B, T, band_dim]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	620	# Step 6: Merge masks → [B, freq_bins*2, T, 2]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	623	# Step 7: Complex multiply (input × mask)	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	632	# Step 8: De-interleave → [B, 2, freq_bins, T]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	636	# Step 9: iSTFT → [B, 2, samples]	COMMENT
LOW⚡	…o/sts/models/mossformer2_se/flash_attention_kernels.py	115	# Step 1: Q @ K^T scaled	COMMENT
LOW⚡	…o/sts/models/mossformer2_se/flash_attention_kernels.py	118	# Step 2: Apply fused ReLU² kernel	COMMENT
LOW	…o/sts/models/mossformer2_se/flash_attention_kernels.py	133	# Step 3: Attention @ V	COMMENT
LOW	mlx_audio/stt/models/qwen3_asr/qwen3_asr.py	980	# Step 1: Encode audio features	COMMENT
LOW	mlx_audio/stt/models/qwen3_asr/qwen3_asr.py	994	# Step 2: Build input embeddings with audio merged	COMMENT
LOW	docs/contributing/adding-a-model.md	28	## Step 1: Create the Model Package	COMMENT
LOW	docs/contributing/adding-a-model.md	39	## Step 2: Implement the Model	COMMENT
LOW	docs/contributing/adding-a-model.md	148	## Step 3: Register the Model	COMMENT
LOW	docs/contributing/adding-a-model.md	194	## Step 4: Convert and Test	COMMENT
LOW	docs/contributing/adding-a-model.md	239	## Step 5: Add Documentation	COMMENT
LOW⚡	docs/models/tts/omnivoice.md	45	# Step 1: Preprocess reference audio (silence removal, RMS norm)	COMMENT
LOW⚡	docs/models/tts/omnivoice.md	49	# Step 2: Decode preprocessed tokens back to audio, then transcribe	COMMENT
LOW⚡	docs/models/tts/omnivoice.md	59	# Step 3: Generate with ref_tokens + ref_text from the same source	COMMENT
LOW	examples/qwen3_asr_transcription.py	55	# Step 1: Transcribe audio with Qwen3-ASR	COMMENT
LOW	examples/qwen3_asr_transcription.py	90	# Step 2: Run forced alignment with Qwen3-ForcedAligner	COMMENT

Verbosity Indicators23 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	194	# Step 1: Remove DC offset per frame (before preemphasis)	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	198	# Step 2: Apply preemphasis PER FRAME (Kaldi applies it after framing)	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	209	# Step 3: Apply window	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	212	# Step 4: Pad to FFT length	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	216	# Step 5: Compute FFT and get magnitude/power spectrum	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	222	# Step 6: Apply mel filterbank	COMMENT
LOW⚡	…io/tts/models/chatterbox_turbo/models/s3gen/xvector.py	225	# Step 7: Apply log with epsilon floor	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	587	# Step 1: STFT → real/imag [B, 2, freq_bins, T]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	593	# Step 2: CaC interleave — [B, 2, freq_bins, T] → [B, freq_bins*2, T]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	600	# Step 3: BandSplit → [B, T, num_bands, dim]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	605	# Step 4: 6× dual-axis transformer	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	617	# Step 5: Mask estimation → list of [B, T, band_dim]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	620	# Step 6: Merge masks → [B, freq_bins*2, T, 2]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	623	# Step 7: Complex multiply (input × mask)	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	632	# Step 8: De-interleave → [B, 2, freq_bins, T]	COMMENT
LOW⚡	mlx_audio/sts/models/mel_roformer/model.py	636	# Step 9: iSTFT → [B, 2, samples]	COMMENT
LOW⚡	…o/sts/models/mossformer2_se/flash_attention_kernels.py	115	# Step 1: Q @ K^T scaled	COMMENT
LOW⚡	…o/sts/models/mossformer2_se/flash_attention_kernels.py	118	# Step 2: Apply fused ReLU² kernel	COMMENT
LOW	…o/sts/models/mossformer2_se/flash_attention_kernels.py	133	# Step 3: Attention @ V	COMMENT
LOW	mlx_audio/stt/models/qwen3_asr/qwen3_asr.py	980	# Step 1: Encode audio features	COMMENT
LOW	mlx_audio/stt/models/qwen3_asr/qwen3_asr.py	994	# Step 2: Build input embeddings with audio merged	COMMENT
LOW	examples/qwen3_asr_transcription.py	55	# Step 1: Transcribe audio with Qwen3-ASR	COMMENT
LOW	examples/qwen3_asr_transcription.py	90	# Step 2: Run forced alignment with Qwen3-ForcedAligner	COMMENT

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	mlx_audio/lid/utils.py	load and initialize an stt model from a given path. args: model_path: the path or huggingface repo to load the model fro	STRING
HIGH	mlx_audio/vad/utils.py	load and initialize an stt model from a given path. args: model_path: the path or huggingface repo to load the model fro	STRING
HIGH	mlx_audio/stt/utils.py	load and initialize an stt model from a given path. args: model_path: the path or huggingface repo to load the model fro	STRING
HIGH	mlx_audio/tts/models/qwen3/qwen3.py	hook called after model weights are loaded. used to initialize the tokenizer which is required for text input.	STRING
HIGH	mlx_audio/tts/models/spark/spark.py	hook called after model weights are loaded. used to initialize the tokenizer which is required for text input.	STRING
HIGH	mlx_audio/tts/models/voxcpm/voxcpm.py	hook called after model weights are loaded. used to initialize the tokenizer which is required for text input.	STRING
HIGH	mlx_audio/stt/models/glmasr/glmasr.py	hook called after model weights are loaded. used to initialize the tokenizer which is required for text input.	STRING

Modern AI Meta-Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	mlx_audio/tts/tests/test_models.py	9360	# Simulate zero-shot input	COMMENT
MEDIUM	mlx_audio/tts/models/voxcpm2/voxcpm2.py	622	# In zero-shot/ref modes, warmup patches are generated for conditioning	COMMENT
MEDIUM	mlx_audio/tts/models/tada/tada.py	1336	# For zero-shot: skip structural prefix features	COMMENT
MEDIUM	mlx_audio/sts/models/mimo_audio/README.md	104	## Base: few-shot speech tasks and completion	COMMENT
MEDIUM	mlx_audio/stt/models/whisper/whisper.py	1202	# skip silence before possible hallucinations	COMMENT
MEDIUM	mlx_audio/stt/models/whisper/whisper.py	1217	# if first segment might be a hallucination, skip leading silence	COMMENT
MEDIUM	mlx_audio/stt/models/whisper/whisper.py	1229	# skip silence before any possible hallucination that is surrounded	COMMENT
MEDIUM	mlx_audio/stt/models/whisper/whisper.py	1230	# by silence or more hallucinations	COMMENT
MEDIUM	examples/nemotron_diarization_asr.py	231	# Silence has no speaker stream to transcribe; avoid ASR silence hallucinations.	COMMENT

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	…udio/tts/models/chatterbox_turbo/models/s3gen/s3gen.py	441		COMMENT
LOW	mlx_audio/tts/models/omnivoice/duration.py	1	#!/usr/bin/env python3	COMMENT
LOW	mlx_audio/tts/models/chatterbox/s3gen/s3gen.py	361	)	COMMENT
LOW	mlx_audio/tts/models/arktts/arktts.py	1121	continue	COMMENT
LOW	mlx_audio/tts/models/spark/utils/audio.py	1	# Copyright (c) 2025 SparkAudio	COMMENT
LOW	…/tts/models/spark/modules/speaker/perceiver_encoder.py	1	# Copyright (c) 2025 SparkAudio	COMMENT
LOW	…x_audio/tts/models/spark/modules/speaker/ecapa_tdnn.py	1	# Copyright (c) 2021 Zhengyang Chen (chenzhengyang117@gmail.com)	COMMENT
LOW	…x_audio/tts/models/spark/modules/speaker/ecapa_tdnn.py	281	# x_np = torch.randn(1, 200, 80)	COMMENT
LOW	…dio/tts/models/spark/modules/speaker/pooling_layers.py	1	# Copyright (c) 2021 Shuai Wang (wsstriving@gmail.com)	COMMENT
LOW	…io/tts/models/spark/modules/speaker/speaker_encoder.py	1	# Copyright (c) 2025 SparkAudio	COMMENT
LOW	…s/models/spark/modules/encoder_decoder/feat_decoder.py	1	# Copyright (c) 2025 SparkAudio	COMMENT
LOW	…s/models/spark/modules/encoder_decoder/feat_encoder.py	1	# Copyright (c) 2025 SparkAudio	COMMENT
LOW	mlx_audio/vad/models/sortformer/convert.py	41	#	COMMENT
LOW	mlx_audio/vad/models/fsmn/convert.py	41	# 2. 去掉多余的 ".linear" (in_linear1.linear.weight → in_linear1.weight)	COMMENT
LOW	mlx_audio/sts/models/sam_audio/model.py	1301	)	COMMENT
LOW	…udio/sts/models/mossformer2_se/flash_sharea_ffconvm.py	341	# Compute k^T @ v: (batch, query_key_dim, value_dim)	COMMENT
LOW	…_audio/stt/models/voxtral_realtime/voxtral_realtime.py	581		COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	mlx_audio/tts/tests/test_pocket_tts.py	629	model.flow_lm.conditioner.embed.weight.astype(mx.bfloat16)	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	mlx_audio/tts/models/sesame/sesame.py	684	# This applies an imperceptible watermark to identify audio as AI-generated.	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	mlx_audio/tts/models/voxcpm/audio_vae.py	228	# I'll implement it just in case.	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	mlx_audio/tts/models/voxcpm2/README.md	88	--ref_text "placeholder" \	CODE
LOW	mlx_audio/tts/models/kitten_tts/preprocess.py	678	"555-1234" → "five five five one two three four"	STRING
LOW⚡	mlx_audio/stt/tests/test_ming_v3_asr.py	151	with self.assertRaisesRegex(ValueError, "placeholder"):	CODE

Neywa-Labs/mlx-audio

Open-Source Code Quality, Security and Technical Debt Review