livekit/agents

30.1

Adjusted Score

30.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

11.4K

Stars

Python

Language

204.2K

Lines of Code

1.1K

Files

4.7K

Pattern Hits

2026-07-14

Scan Date

0.23

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 5HIGH 244MEDIUM 203LOW 4230

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 4682 distinct pattern matches across 23 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.

Hyper-Verbose Identifiers1579 hits · 1546 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_plugin_inworld_tts.py	18	async def test_delivery_mode_default_not_given():	CODE
LOW⚡	tests/test_plugin_inworld_tts.py	25	async def test_delivery_mode_set_on_init():	CODE
LOW⚡	tests/test_plugin_inworld_tts.py	32	async def test_delivery_mode_accepts_all_documented_values():	CODE
LOW⚡	tests/test_plugin_inworld_tts.py	40	async def test_delivery_mode_rejects_unknown_value():	CODE
LOW⚡	tests/test_plugin_inworld_tts.py	47	async def test_delivery_mode_update_options():	CODE
LOW	tests/test_plugin_inworld_tts.py	59	async def _capture_first_ws_create_packet(opts) -> dict:	CODE
LOW	tests/test_plugin_inworld_tts.py	99	async def test_ws_create_packet_includes_delivery_mode():	CODE
LOW	tests/test_plugin_inworld_tts.py	121	async def test_ws_create_packet_omits_delivery_mode_when_not_given():	CODE
LOW	tests/test_plugin_inworld_tts.py	141	def _patch_session_to_capture_post(tts, captured: dict[str, object]) -> None:	CODE
LOW	tests/test_plugin_inworld_tts.py	164	async def test_http_body_includes_delivery_mode():	CODE
LOW	tests/test_plugin_inworld_tts.py	183	async def test_http_body_omits_delivery_mode_when_not_given():	CODE
LOW⚡	tests/test_audio_recognition_turn_detection.py	52	def _make_full_recognition_for_eou() -> AudioRecognition:	CODE
LOW⚡	tests/test_audio_recognition_turn_detection.py	621	def test_low_min_silence_with_audio_detector_raises(self) -> None:	CODE
LOW⚡	tests/test_audio_recognition_turn_detection.py	629	def test_adequate_min_silence_passes(self) -> None:	CODE
LOW⚡	tests/test_audio_recognition_turn_detection.py	636	def test_non_audio_detector_skips(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	151	async def test_sos_during_bounce_cancels_commit(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	216	async def test_stale_spike_does_not_block_next_commit(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	237	async def test_vad_then_stt_emits_eot_prediction_once(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	275	async def test_text_detector_emits_every_bounce(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	306	async def test_clear_user_turn_allows_next_turn_to_emit(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	344	async def test_emits_with_eot_context_when_turn_continues(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	362	async def test_emits_with_eot_context_when_turn_ends(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	379	async def test_no_emit_below_threshold(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	390	async def test_no_emit_when_backchannel_disabled(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	400	async def test_no_emit_for_text_detector(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	423	async def test_silence_tick_starts_request_once(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	433	async def test_resumed_speech_without_sos_rearms_next_pause(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	462	async def test_silence_tick_starts_request_while_agent_speaking(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	476	async def test_eos_consumes_silence_tick_request_without_predicting(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	493	async def test_eos_runs_eou_even_while_agent_speaking(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	512	async def test_sos_tears_down_request_and_rearms(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	523	async def test_eos_never_starts_request(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	539	async def test_late_stt_final_after_flush_short_circuits(	CODE
LOW	tests/test_audio_recognition_turn_detection.py	559	async def test_predict_timeout_signals_fallback_and_drops_future(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	578	async def test_commit_flushes_stream_and_marks_turn_flushed(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	606	def _make_recognition_for_validation() -> AudioRecognition:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	650	def test_vad_without_min_silence_knob_skips(self) -> None:	CODE
LOW	tests/test_audio_recognition_turn_detection.py	659	def test_update_turn_detector_validates_pairing(self) -> None:	CODE
LOW⚡	tests/test_audio_recognition_handoff.py	47	async def test_reusable_same_class_same_stt() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	58	async def test_not_reusable_different_stt_instance() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	77	async def test_not_reusable_different_stt_node_override() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	100	async def test_not_reusable_subclass_inherits_custom_stt_node() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	127	async def test_not_reusable_subclass_overrides_stt_node() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	150	async def test_not_reusable_no_audio_recognition() -> None:	CODE
LOW⚡	tests/test_audio_recognition_handoff.py	166	async def _detach_turn_detector_if_reusable(old: MagicMock, new: MagicMock) -> object \| None:	CODE
LOW⚡	tests/test_audio_recognition_handoff.py	172	async def test_turn_detector_reusable_same_instance() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	183	async def test_turn_detector_not_reusable_different_instance() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	197	async def test_turn_detector_not_reusable_when_new_opts_out() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	222	async def test_input_anchor_preserved_when_pipeline_reused() -> None:	CODE
LOW	tests/test_audio_recognition_handoff.py	243	def test_input_anchor_reads_through_to_pipeline() -> None:	CODE
LOW	tests/test_schema_gemini.py	73	async def test_json_def_replaced_any_of():	CODE
LOW	tests/test_ipc.py	197	async def _job_entrypoint_session_aclose_hangs(job_ctx: JobContext) -> None:	CODE
LOW	tests/test_ipc.py	233	async def _job_entrypoint_raises_after_shutdown(job_ctx: JobContext) -> None:	CODE
LOW	tests/test_ipc.py	420	async def test_proc_pool_launch_job_raises_when_all_spawns_fail():	CODE
LOW	tests/test_ipc.py	491	async def test_aclose_after_cancelled_start():	CODE
LOW	tests/test_ipc.py	542	async def test_shutdown_callback_runs_when_session_aclose_hangs():	CODE
LOW	tests/test_ipc.py	568	async def test_shutdown_callback_runs_when_entrypoint_raises():	CODE
LOW	tests/test_ipc.py	593	async def test_job_graceful_shutdown():	CODE
LOW	tests/test_ipc.py	610	def test_log_queue_drains_before_stop():	CODE
LOW⚡	tests/test_inference_stt_fallback.py	31	def test_simple_model_without_language(self):	CODE
1519 more matches not shown…

Unused Imports1164 hits · 1071 pts

Severity	File	Line	Context
LOW	tests/test_plugin_inworld_tts.py	3	CODE
LOW	tests/test_audio_recognition_turn_detection.py	26	CODE
LOW	tests/fake_session.py	1	CODE
LOW	tests/test_audio_recognition_handoff.py	1	CODE
LOW	tests/test_ipc.py	1	CODE
LOW	tests/test_tokenizer_xml_markup.py	7	CODE
LOW	tests/fake_vad.py	1	CODE
LOW	tests/test_tool_results_preserved_on_interruption.py	7	CODE
LOW	tests/test_plugin_assemblyai_stt.py	3	CODE
LOW	tests/test_room_io.py	1	CODE
LOW	tests/test_expr_markup.py	10	CODE
LOW	tests/test_session_host.py	1	CODE
LOW	tests/test_turn_detection_cloud_stream.py	13	CODE
LOW	tests/test_agent_session.py	1	CODE
LOW	tests/conftest.py	17	CODE
LOW	tests/conftest.py	17	CODE
LOW	tests/lk_server.py	8	CODE
LOW	tests/test_filler.py	1	CODE
LOW	tests/test_running_tool_placeholders.py	1	CODE
LOW	tests/test_amd_classifier.py	8	CODE
LOW	tests/test_tts.py	1	CODE
LOW	tests/fake_io.py	1	CODE
LOW	tests/test_run_input_errors.py	4	CODE
LOW	tests/test_audio_sink_proxy.py	1	CODE
LOW	tests/test_plugin_google_gemini_tts.py	1	CODE
LOW	tests/test_http_context_helper.py	5	CODE
LOW	tests/fake_stt.py	1	CODE
LOW	tests/test_plugin_fishaudio_tts.py	3	CODE
LOW	tests/test_convert_html_docs.py	3	CODE
LOW	tests/test_personaplex_realtime_model.py	3	CODE
LOW	tests/test_realtime_fallback.py	1	CODE
LOW	tests/test_tts_fallback.py	1	CODE
LOW	tests/test_cli_log_level.py	1	CODE
LOW	tests/test_speech_start_time_persistence.py	21	CODE
LOW	tests/test_audio_turn_detector_fallback.py	18	CODE
LOW	tests/fake_realtime.py	1	CODE
LOW	tests/test_inference_utils.py	15	CODE
LOW	tests/concurrency.py	63	CODE
LOW	tests/test_end_of_turn_metrics.py	11	CODE
LOW	tests/test_plugin_gnani_tts.py	3	CODE
LOW	tests/test_langgraph.py	3	CODE
LOW	tests/test_supervised_proc_memory.py	1	CODE
LOW	tests/test_supervised_proc_memory.py	105	CODE
LOW	tests/test_audio_emitter.py	3	CODE
LOW	tests/test_plugin_elevenlabs_stt.py	3	CODE
LOW	tests/test_agent_task_close_race.py	1	CODE
LOW	tests/test_user_turn_exceeded.py	1	CODE
LOW	tests/test_plugin_openai_responses.py	1	CODE
LOW	tests/test_recording.py	1	CODE
LOW	tests/test_plugin_openai_realtime_reasoning.py	1	CODE
LOW	tests/test_plugin_perplexity_responses.py	1	CODE
LOW	tests/test_plugin_deepgram_stt.py	1	CODE
LOW	tests/test_interruption_hold_window.py	12	CODE
LOW	tests/test_remote_session.py	1	CODE
LOW	tests/test_stt_base.py	3	CODE
LOW	tests/test_transcript_sync_markup.py	11	CODE
LOW	tests/test_worker_connection.py	8	CODE
LOW	tests/test_worker_config.py	10	CODE
LOW	tests/test_audio_recognition_push_audio.py	1	CODE
LOW	tests/test_speech_handle_exception.py	13	CODE
1104 more matches not shown…

Cross-Language Confusion174 hits · 975 pts

Severity	File	Line	Snippet	Context
HIGH	tests/fake_session.py	115	audio_input.push(0.1)	CODE
HIGH⚡	tests/test_tokenizer_xml_markup.py	522	out = s.push("Hi <emo")	CODE
HIGH⚡	tests/test_tokenizer_xml_markup.py	523	out += s.push('tion value="happy"/> the')	CODE
HIGH⚡	tests/test_tokenizer_xml_markup.py	524	out += s.push("re")	CODE
HIGH⚡	tests/test_tokenizer_xml_markup.py	535	first = s.push("The value 3 < 5 ")	CODE
HIGH⚡	tests/test_tokenizer_xml_markup.py	537	rest = s.push("is true.") + s.flush()	CODE
HIGH⚡	tests/test_expr_markup.py	212	out += stripper.push(chunk)	CODE
HIGH⚡	tests/test_tts.py	806	emitter_stream.push(pcm_chunk)	CODE
HIGH⚡	tests/test_tts.py	808	emitter_stream.push(pcm_chunk)	CODE
HIGH⚡	tests/test_tts.py	813	emitter_stream.push(pcm_chunk)	CODE
HIGH⚡	tests/test_tts.py	814	emitter_stream.push(pcm_chunk)	CODE
HIGH⚡	tests/test_tts.py	850	emitter_multi.push(pcm_chunk)	CODE
HIGH⚡	tests/test_tts.py	852	emitter_multi.push(pcm_chunk)	CODE
HIGH⚡	tests/test_tts.py	854	emitter_multi.push(pcm_chunk)	CODE
HIGH	tests/test_tts.py	881	emitter_nostream.push(pcm_chunk)	CODE
HIGH	tests/test_tts.py	882	emitter_nostream.push(pcm_chunk)	CODE
HIGH	tests/test_tts.py	909	emitter_noflush.push(pcm_chunk)	CODE
HIGH	tests/test_tts.py	934	emitter_noflush.push(pcm_chunk)	CODE
HIGH	tests/test_tts.py	1001	emitter.push(wav_bytes)	CODE
HIGH	tests/test_tts.py	1006	emitter.push(wav_bytes)	CODE
HIGH	tests/test_tts.py	1042	emitter2.push(wav_bytes)	CODE
HIGH	tests/test_tts.py	1070	emitter3.push(b"\xff\xff" * 100)	CODE
HIGH⚡	tests/test_audio_emitter.py	89	e.push(_make_pcm(SR, NC, 5))	CODE
HIGH⚡	tests/test_audio_emitter.py	103	e.push(_make_pcm(SR, NC, 80))	CODE
HIGH⚡	tests/test_audio_emitter.py	165	e.push(_make_pcm(SR, NC, 200))	CODE
HIGH⚡	tests/test_audio_emitter.py	170	e.push(_make_pcm(SR, NC, 200))	CODE
HIGH⚡	tests/test_audio_emitter.py	191	e.push(_make_pcm(SR, NC, 500))	CODE
HIGH⚡	tests/test_audio_emitter.py	203	e.push(_make_pcm(SR, NC, 100))	CODE
HIGH	tests/test_audio_emitter.py	74	e.push(_make_pcm(SR, NC, 10))	CODE
HIGH	tests/test_audio_emitter.py	123	e.push(_make_pcm(SR, NC, 200))	CODE
HIGH	tests/test_audio_emitter.py	149	e.push(_make_pcm(SR, NC, 10))	CODE
HIGH	tests/test_audio_emitter.py	235	e.push(chunk1)	CODE
HIGH	tests/test_audio_emitter.py	237	e.push(chunk2)	CODE
HIGH	tests/test_audio_emitter.py	258	e.push(_make_pcm(SR, NC, 300))	CODE
HIGH	tests/fake_tts.py	173	output_emitter.push(b"\x00\x00" * num_samples)	CODE
HIGH	tests/fake_tts.py	256	output_emitter.push(b"\x00\x00" * num_samples)	CODE
HIGH	tests/test_audio_decoder.py	40	decoder.push(opus_data)	CODE
HIGH	tests/test_audio_decoder.py	391	decoder.push(wav_bytes[i : i + chunk_size])	CODE
HIGH	tests/test_audio_decoder.py	417	decoder.push(wav_bytes)	CODE
HIGH	tests/test_audio_decoder.py	446	decoder.push(wav_chunk)	CODE
HIGH	tests/test_audio_decoder.py	475	decoder.push(wav_chunk)	CODE
HIGH	tests/test_tools.py	474	prepare_function_arguments(fnc=mock_tool_2, json_arguments='{"arg1": null}')	CODE
HIGH	tests/utils/__init__.py	100	frames = resampler.push(input_audio)	CODE
HIGH	examples/other/translation/multi-user-translator.py	163	frames = self._resampler.push(frame.frame)	CODE
HIGH	livekit-agents/livekit/agents/utils/audio.py	243	decoder.push(chunk)	CODE
HIGH	livekit-agents/livekit/agents/utils/audio.py	305	frames.extend(self._resampler.push(frame))	CODE
HIGH	livekit-agents/livekit/agents/utils/codecs/decoder.py	214	for resampled in self._resampler.push(frame):	CODE
HIGH⚡	livekit-agents/livekit/agents/utils/codecs/decoder.py	328	for frame in self._bstream.push(data):	CODE
HIGH⚡	livekit-agents/livekit/agents/utils/codecs/decoder.py	329	for resampled in self._resampler.push(frame):	CODE
HIGH⚡	livekit-agents/livekit/agents/utils/codecs/decoder.py	332	for frame in self._bstream.push(data):	CODE
HIGH	livekit-agents/livekit/agents/utils/codecs/decoder.py	377	self._wav_decoder.push(chunk)	CODE
HIGH	livekit-agents/livekit/agents/cli/tcp_console.py	51	resampled = self._resampler.push(audio_frame)	CODE
HIGH	livekit-agents/livekit/agents/cli/tcp_console.py	108	resampled = self._resampler.push(frame)	CODE
HIGH	livekit-agents/livekit/agents/voice/generation.py	483	for f in resampler.push(frame):	CODE
HIGH	livekit-agents/livekit/agents/voice/room_io/_output.py	107	for f in self._audio_bstream.push(frame.data):	CODE
HIGH	livekit-agents/livekit/agents/voice/room_io/_output.py	477	clean_text = self._stripper.push(text)	CODE
HIGH	…nts/livekit/agents/voice/room_io/_pre_connect_audio.py	133	decoder.push(chunk)	CODE
HIGH	…nts/livekit/agents/voice/room_io/_pre_connect_audio.py	144	for frame in audio_stream.push(chunk):	CODE
HIGH	livekit-agents/livekit/agents/voice/room_io/_input.py	360	yield from resampler.push(frame)	CODE
HIGH	…nts/livekit/agents/voice/transcription/synchronizer.py	393	clean_word = self._pacing_stripper.push(word)	CODE
114 more matches not shown…

Decorative Section Separators145 hits · 542 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_audio_recognition_turn_detection.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_audio_recognition_turn_detection.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_audio_recognition_handoff.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_audio_recognition_handoff.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_audio_recognition_handoff.py	161	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_audio_recognition_handoff.py	163	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_audio_recognition_handoff.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_audio_recognition_handoff.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	58	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	60	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	79	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	81	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	207	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	209	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	274	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	276	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	481	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_tokenizer_xml_markup.py	483	# ===========================================================================	COMMENT
MEDIUM	tests/test_tokenizer_xml_markup.py	361	# ===========================================================================	COMMENT
MEDIUM	tests/test_tokenizer_xml_markup.py	363	# ===========================================================================	COMMENT
MEDIUM	tests/test_tokenizer_xml_markup.py	428	# ===========================================================================	COMMENT
MEDIUM	tests/test_tokenizer_xml_markup.py	430	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	323	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	330	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	464	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	466	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	726	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	735	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	906	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugin_assemblyai_stt.py	915	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	405	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	411	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	442	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	444	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	517	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	524	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	564	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_plugin_assemblyai_stt.py	571	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	226	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	245	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	247	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	300	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_expr_markup.py	302	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_expr_markup.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_expr_markup.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_session_host.py	241	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_session_host.py	243	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_session_host.py	261	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_session_host.py	263	# ---------------------------------------------------------------------------	COMMENT
85 more matches not shown…

Excessive Try-Catch Wrapping469 hits · 496 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	299	except Exception:	CODE
LOW	tests/conftest.py	320	except Exception:	CODE
MEDIUM	tests/conftest.py	285	def _is_ignorable_task(task) -> bool:	CODE
MEDIUM	tests/conftest.py	304	def format_task(task) -> str:	CODE
LOW	tests/concurrency.py	114	except Exception: # pragma: no cover - defensive	CODE
LOW	tests/concurrency.py	342	except Exception: # pragma: no cover - best effort flush	CODE
LOW	tests/concurrency.py	380	except Exception: # pragma: no cover	CODE
LOW	tests/test_interruption/test_interruption_failover.py	91	except Exception as exc:	CODE
LOW	examples/healthcare/agent.py	117	except Exception as e:	CODE
LOW	examples/other/translation/multi-user-translator.py	151	except Exception:	CODE
LOW	examples/drive-thru/order.py	62	except Exception:	CODE
LOW	examples/drive-thru/agent.py	524	except Exception:	CODE
LOW	examples/hotel_receptionist/ui_view.py	70	except Exception:	CODE
LOW	examples/hotel_receptionist/ui_view.py	117	except Exception:	CODE
LOW	examples/hotel_receptionist/ui_view.py	138	except Exception as e:	CODE
LOW	examples/hotel_receptionist/agent.py	141	except Exception:	CODE
LOW	examples/hotel_receptionist/agent.py	154	except Exception:	CODE
LOW	examples/hotel_receptionist/agent.py	199	except Exception:	CODE
LOW	examples/hotel_receptionist/run_artifacts.py	36	except Exception:	CODE
LOW	examples/hotel_receptionist/run_artifacts.py	47	except Exception:	CODE
LOW	examples/frontdesk/ui_view.py	97	except Exception:	CODE
LOW	examples/warm-transfer/warm_transfer.py	77	except Exception as e:	CODE
LOW	examples/telephony/bank-ivr/dial_bank_agent.py	51	except Exception as e:	CODE
LOW	examples/inference/agent.py	113	except Exception:	CODE
LOW	scripts/generate_test_summary.py	86	except Exception as e:	CODE
MEDIUM	.github/convert_html_docs.py	1023	print(f"Error: {input_dir} is not a directory", file=sys.stderr)	CODE
MEDIUM	.github/convert_html_docs.py	1028	print(f"Error: {output_dir} is not a directory", file=sys.stderr)	CODE
LOW	.github/download_stats.py	53	except Exception:	CODE
LOW	livekit-agents/livekit/agents/worker.py	716	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/worker.py	1152	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/worker.py	1439	except Exception:	CODE
LOW	livekit-agents/livekit/agents/job.py	294	except Exception:	CODE
LOW	livekit-agents/livekit/agents/job.py	308	except Exception:	CODE
LOW	livekit-agents/livekit/agents/job.py	321	except Exception:	CODE
LOW	livekit-agents/livekit/agents/job.py	633	except Exception:	CODE
MEDIUM	livekit-agents/livekit/agents/job.py	623	def _delete_room() -> None:	CODE
LOW	livekit-agents/livekit/agents/__main__.py	32	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/__main__.py	50	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/jupyter.py	65	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/beta/tools/send_dtmf.py	32	except Exception as e:	CODE
LOW	…kit-agents/livekit/agents/beta/workflows/task_group.py	134	except Exception as e:	CODE
LOW	…kit-agents/livekit/agents/beta/workflows/task_group.py	160	except Exception as e:	CODE
LOW	…-agents/livekit/agents/beta/workflows/warm_transfer.py	199	except Exception:	CODE
LOW	livekit-agents/livekit/agents/evals/evaluation.py	161	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/llm/tool_context.py	367	except Exception:	CODE
LOW	livekit-agents/livekit/agents/llm/llm.py	224	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/llm/llm.py	265	except Exception as e:	CODE
LOW	…agents/livekit/agents/llm/realtime_fallback_adapter.py	277	except Exception:	CODE
LOW	…agents/livekit/agents/llm/realtime_fallback_adapter.py	299	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/llm/utils.py	455	except Exception:	CODE
LOW	livekit-agents/livekit/agents/llm/utils.py	520	except Exception:	CODE
LOW	livekit-agents/livekit/agents/llm/utils.py	783	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/llm/fallback_adapter.py	211	except Exception:	CODE
LOW	livekit-agents/livekit/agents/llm/fallback_adapter.py	240	except Exception:	CODE
LOW	livekit-agents/livekit/agents/llm/fallback_adapter.py	268	except Exception: # exceptions already logged inside _try_generate	CODE
LOW	livekit-agents/livekit/agents/utils/log.py	18	except Exception:	CODE
LOW	livekit-agents/livekit/agents/utils/log.py	33	except Exception:	CODE
LOW	livekit-agents/livekit/agents/utils/connection_pool.py	77	except Exception as e:	CODE
LOW	livekit-agents/livekit/agents/utils/codecs/decoder.py	378	except Exception:	CODE
LOW	livekit-agents/livekit/agents/utils/codecs/decoder.py	400	except Exception:	CODE
409 more matches not shown…

Deep Nesting317 hits · 289 pts

Severity	File	Line	Context
LOW	tests/conftest.py	209	CODE
LOW	tests/fake_stt.py	176	CODE
LOW	tests/test_endpointing.py	456	CODE
LOW	tests/concurrency.py	868	CODE
LOW	tests/test_stt.py	184	CODE
LOW	examples/drive-thru/database.py	605	CODE
LOW	examples/drive-thru/agent.py	387	CODE
LOW	examples/frontdesk/agent.py	202	CODE
LOW	examples/primitives/echo-agent.py	28	CODE
LOW	examples/primitives/echo-agent.py	73	CODE
LOW	examples/telephony/amd.py	36	CODE
LOW	examples/telephony/basic_dtmf_agent.py	55	CODE
LOW	examples/telephony/bank-ivr/ivr_system_agent.py	347	CODE
LOW	examples/telephony/bank-ivr/ivr_system_agent.py	441	CODE
LOW	examples/telephony/bank-ivr/ivr_system_agent.py	502	CODE
LOW	examples/telephony/bank-ivr/ivr_system_agent.py	566	CODE
LOW	scripts/generate_test_summary.py	12	CODE
LOW	.github/convert_html_docs.py	806	CODE
LOW	.github/convert_html_docs.py	990	CODE
LOW	.github/convert_html_docs.py	162	CODE
LOW	.github/convert_html_docs.py	541	CODE
LOW	livekit-agents/livekit/agents/worker.py	536	CODE
LOW	livekit-agents/livekit/agents/worker.py	1174	CODE
LOW	livekit-agents/livekit/agents/worker.py	1194	CODE
LOW	livekit-agents/livekit/agents/worker.py	801	CODE
LOW	…it-agents/livekit/agents/beta/workflows/credit_card.py	225	CODE
LOW	…it-agents/livekit/agents/beta/workflows/credit_card.py	503	CODE
LOW	livekit-agents/livekit/agents/beta/workflows/utils.py	30	CODE
LOW	…vekit-agents/livekit/agents/metrics/usage_collector.py	77	CODE
LOW	livekit-agents/livekit/agents/metrics/utils.py	18	CODE
LOW	livekit-agents/livekit/agents/metrics/usage.py	198	CODE
LOW	livekit-agents/livekit/agents/evals/judge.py	41	CODE
LOW	livekit-agents/livekit/agents/llm/tool_context.py	557	CODE
LOW	livekit-agents/livekit/agents/llm/tool_context.py	661	CODE
LOW	livekit-agents/livekit/agents/llm/tool_context.py	565	CODE
LOW	livekit-agents/livekit/agents/llm/llm.py	205	CODE
LOW	livekit-agents/livekit/agents/llm/chat_context.py	467	CODE
LOW	livekit-agents/livekit/agents/llm/chat_context.py	691	CODE
LOW	livekit-agents/livekit/agents/llm/chat_context.py	747	CODE
LOW	livekit-agents/livekit/agents/llm/chat_context.py	888	CODE
LOW	livekit-agents/livekit/agents/llm/chat_context.py	481	CODE
LOW	livekit-agents/livekit/agents/llm/utils.py	90	CODE
LOW	livekit-agents/livekit/agents/llm/utils.py	313	CODE
LOW	livekit-agents/livekit/agents/llm/utils.py	528	CODE
LOW	livekit-agents/livekit/agents/llm/fallback_adapter.py	245	CODE
LOW	livekit-agents/livekit/agents/llm/_strict.py	32	CODE
LOW	…t-agents/livekit/agents/llm/_provider_format/google.py	19	CODE
LOW	…t-agents/livekit/agents/llm/_provider_format/google.py	123	CODE
LOW	…ekit-agents/livekit/agents/llm/_provider_format/aws.py	25	CODE
LOW	…t-agents/livekit/agents/llm/_provider_format/openai.py	50	CODE
LOW	…t-agents/livekit/agents/llm/_provider_format/openai.py	172	CODE
LOW	…t-agents/livekit/agents/llm/_provider_format/openai.py	236	CODE
LOW	…gents/livekit/agents/llm/_provider_format/anthropic.py	18	CODE
LOW	…gents/livekit/agents/llm/_provider_format/mistralai.py	85	CODE
LOW	livekit-agents/livekit/agents/utils/participant.py	233	CODE
LOW	livekit-agents/livekit/agents/utils/codecs/decoder.py	91	CODE
LOW	livekit-agents/livekit/agents/utils/codecs/decoder.py	180	CODE
LOW	livekit-agents/livekit/agents/utils/codecs/decoder.py	208	CODE
LOW	livekit-agents/livekit/agents/utils/images/image.py	104	CODE
LOW	livekit-agents/livekit/agents/utils/aio/itertools.py	20	CODE
257 more matches not shown…

Modern Structural Boilerplate251 hits · 259 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_filler.py	88	def set_idle(self, idle: bool) -> None:	CODE
LOW	tests/toxic_proxy.py	217	def update_api_consumer(self, host: str, port: int) -> None:	CODE
LOW⚡	tests/fake_realtime.py	73	async def update_instructions(self, instructions: str) -> None:	CODE
LOW⚡	tests/fake_realtime.py	76	async def update_chat_ctx(self, chat_ctx: ChatContext) -> None:	CODE
LOW⚡	tests/fake_realtime.py	81	async def update_tools(self, tools: list[Tool]) -> None:	CODE
LOW⚡	tests/fake_realtime.py	84	def update_options(self, *, tool_choice: NotGivenOr[ToolChoice \| None] = NOT_GIVEN) -> None:	CODE
LOW⚡	tests/test_plugin_elevenlabs_stt.py	122	def update_options(self, **kwargs: object) -> None:	CODE
LOW	tests/test_stt_context.py	77	def _update_session_keyterms(self, keyterms: list[str]) -> None:	CODE
LOW	tests/utils/livekit_test.py	33	__all__ = [	CODE
LOW	tests/utils/audio_test.py	24	__all__ = [	CODE
LOW	examples/hotel_receptionist/hotel_db.py	1028	async def update_booking_card(self, *, booking_code: str, card_last4: str) -> None:	CODE
LOW	examples/hotel_receptionist/modify_booking.py	277	def _set_changed(self, slot: str, differs: bool) -> None:	CODE
LOW	examples/avatar/actions.py	80	def set_session(self, session_id: str, persona_id: str) -> None:	CODE
LOW	.github/update_versions.py	81	def update_plugins_pyproject_agents_version(new_agents_version: str) -> None:	CODE
LOW	.github/update_versions.py	97	def update_agents_pyproject_optional_dependencies(plugin_versions: Dict[str, str]) -> None:	CODE
LOW	.github/update_versions.py	123	def update_versions(bump_type: str) -> None:	CODE
LOW	.github/update_versions.py	157	def update_prerelease(prerelease_type: str) -> None:	CODE
LOW	livekit-agents/livekit/agents/simulation.py	23	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/worker.py	766	def _update_job_status(proc: ipc.job_executor.JobExecutor) -> None:	CODE
LOW	livekit-agents/livekit/agents/worker.py	1489	async def _update_worker_status(self) -> None:	CODE
LOW	livekit-agents/livekit/agents/worker.py	1522	async def _update_job_status(self, proc: ipc.job_executor.JobExecutor) -> None:	CODE
LOW	livekit-agents/livekit/agents/__init__.py	160	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/testing.py	15	__all__ = ["fake_job_context"]	CODE
LOW	livekit-agents/livekit/agents/beta/__init__.py	5	__all__ = ["Instructions", "workflows", "EndCallTool"]	CODE
LOW	livekit-agents/livekit/agents/beta/tools/__init__.py	4	__all__ = [	CODE
LOW	…vekit-agents/livekit/agents/beta/workflows/__init__.py	12	__all__ = [	CODE
LOW	…-agents/livekit/agents/beta/workflows/warm_transfer.py	254	def _set_result(self, result: WarmTransferResult \| Exception) -> None:	CODE
LOW	…-agents/livekit/agents/beta/workflows/warm_transfer.py	369	def _set_io_enabled(self, enabled: bool) -> None:	CODE
LOW	livekit-agents/livekit/agents/beta/toolsets/__init__.py	4	__all__ = ["ToolProxyToolset", "ToolSearchToolset"]	CODE
LOW	livekit-agents/livekit/agents/metrics/__init__.py	25	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/evals/__init__.py	20	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/llm/async_toolset.py	23	__all__ = ["AsyncRunContext", "AsyncToolset"]	CODE
LOW⚡	livekit-agents/livekit/agents/llm/realtime.py	216	async def update_instructions(self, instructions: str) -> None: ...	CODE
LOW⚡	livekit-agents/livekit/agents/llm/realtime.py	224	async def update_tools(self, tools: list[Tool]) -> None: ...	CODE
LOW⚡	livekit-agents/livekit/agents/llm/realtime.py	227	def update_options(self, *, tool_choice: NotGivenOr[ToolChoice \| None] = NOT_GIVEN) -> None: ...	CODE
LOW	livekit-agents/livekit/agents/llm/tool_context.py	554	def update_tools(self, tools: Sequence[Tool \| Toolset]) -> None:	CODE
LOW	livekit-agents/livekit/agents/llm/__init__.py	63	__all__ = [	CODE
LOW	…agents/livekit/agents/llm/realtime_fallback_adapter.py	200	def _set_available(self, index: int, available: bool) -> None:	CODE
LOW⚡	…agents/livekit/agents/llm/realtime_fallback_adapter.py	362	async def update_instructions(self, instructions: str) -> None:	CODE
LOW⚡	…agents/livekit/agents/llm/realtime_fallback_adapter.py	366	async def update_chat_ctx(self, chat_ctx: ChatContext) -> None:	CODE
LOW⚡	…agents/livekit/agents/llm/realtime_fallback_adapter.py	372	async def update_tools(self, tools: list[Tool]) -> None:	CODE
LOW⚡	…agents/livekit/agents/llm/realtime_fallback_adapter.py	376	def update_options(self, *, tool_choice: NotGivenOr[ToolChoice \| None] = NOT_GIVEN) -> None:	CODE
LOW	…vekit-agents/livekit/agents/llm/remote_chat_context.py	7	__all__ = ["RemoteChatContext"]	CODE
LOW	…agents/livekit/agents/llm/_provider_format/__init__.py	3	__all__ = ["openai", "openai.responses", "google", "aws", "anthropic", "mistralai"]	CODE
LOW	livekit-agents/livekit/agents/utils/http_context.py	31	def _set_default_cert_env() -> None:	CODE
LOW	livekit-agents/livekit/agents/utils/__init__.py	16	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/utils/exp_filter.py	63	def update_base(self, alpha: float) -> None:	CODE
LOW	livekit-agents/livekit/agents/utils/codecs/__init__.py	17	__all__ = ["AudioStreamDecoder", "StreamBuffer"]	CODE
LOW	livekit-agents/livekit/agents/utils/hw/__init__.py	3	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/utils/images/__init__.py	17	__all__ = ["EncodeOptions", "ResizeOptions", "encode"]	CODE
LOW	livekit-agents/livekit/agents/utils/aio/__init__.py	10	__all__ = [	CODE
LOW	livekit-agents/livekit/agents/cli/readchar.py	7	__all__ = ["readchar", "readkey", "key"]	CODE
LOW	livekit-agents/livekit/agents/cli/__init__.py	3	__all__ = ["run_app", "AgentsConsole"]	CODE
LOW	livekit-agents/livekit/agents/cli/_legacy.py	562	def set_microphone_enabled(self, enable: bool, *, device: int \| str \| None = None) -> None:	CODE
LOW	livekit-agents/livekit/agents/cli/_legacy.py	597	def set_speaker_enabled(self, enable: bool, *, device: int \| str \| None = None) -> None:	CODE
LOW	livekit-agents/livekit/agents/cli/_legacy.py	1611	def _set_dev_mode(ctx: typer.Context) -> None:	CODE
LOW	…vekit-agents/livekit/agents/voice/keyterm_detection.py	215	def set_static_keyterms(self, terms: list[str]) -> None:	CODE
LOW	livekit-agents/livekit/agents/voice/agent_session.py	1411	def update_agent(self, agent: Agent) -> None:	CODE
LOW	livekit-agents/livekit/agents/voice/agent_session.py	1642	def _set_user_away_timer(self) -> None:	CODE
LOW⚡	livekit-agents/livekit/agents/voice/agent_activity.py	454	async def update_instructions(self, instructions: str) -> None:	CODE
191 more matches not shown…

Over-Commented Block252 hits · 246 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_llm.py	1	# from __future__ import annotations	COMMENT
LOW	tests/test_llm.py	21		COMMENT
LOW	tests/test_llm.py	41	# self,	COMMENT
LOW	tests/test_llm.py	61	# def update_user_info(	COMMENT
LOW	tests/test_llm.py	81	# # instructions="You are a basic assistant",	COMMENT
LOW	tests/test_llm.py	101	# # Anthropic and vertex requires at least one message (system messages don't count)	COMMENT
LOW	tests/test_llm.py	121	# async def test_llm_chat_with_consecutive_messages(	COMMENT
LOW	tests/test_llm.py	141	# if content:	COMMENT
LOW	tests/test_llm.py	161		COMMENT
LOW	tests/test_llm.py	181		COMMENT
LOW	tests/test_llm.py	201		COMMENT
LOW	tests/test_llm.py	221	# )	COMMENT
LOW	tests/test_llm.py	241	# call = calls[0]	COMMENT
LOW	tests/test_llm.py	261		COMMENT
LOW	tests/test_llm.py	281	# fnc_ctx = FncCtx()	COMMENT
LOW	tests/test_llm.py	301		COMMENT
LOW	tests/test_llm.py	321	# llm.ToolChoice(type="function", name="get_weather"),	COMMENT
LOW	tests/test_llm.py	341	# user_request: str,	COMMENT
LOW	tests/test_llm.py	361		COMMENT
LOW	tests/test_llm.py	381	# role="system",	COMMENT
LOW	tests/test_llm.py	401	# width=512, height=512, type=VideoBufferType.RGBA, data=image_data	COMMENT
LOW	tests/test_llm.py	421	# images=[llm.ChatImage(image=_HEARTS_IMAGE_DATA_URL, inference_detail="low")],	COMMENT
LOW	tests/test_llm.py	441	# input_llm = llm_factory()	COMMENT
LOW	tests/test_llm.py	461		COMMENT
LOW	tests/test_endpointing.py	481	# between_turn_delay=0.15, between_utterance_delay=0.35	COMMENT
LOW	examples/playground.yaml	1	# Examples metadata consumed by livekit/agents-jukebox.	COMMENT
LOW	examples/playground.yaml	121	101110011101	COMMENT
LOW	examples/playground.yaml	161	022222222220	COMMENT
LOW	examples/voice_agents/otel_trace.py	21	from livekit.agents.voice import MetricsCollectedEvent	COMMENT
LOW	examples/hotel_receptionist/scenarios.yaml	1	# Assumptions:	COMMENT
LOW	examples/hotel_receptionist/fake_data/seed.py	61	# offset < 0 and offset+nights > 0 -> in-house now; offset > 0 -> upcoming; else departed.	COMMENT
LOW	examples/hotel_receptionist/fake_data/seed.py	81	("Paul", "Greer", "paul.greer@gmail.com", "+1 415 555 0356", "PG11", "203", 0, 1, 1, [], "2218", "confirmed"),	COMMENT
LOW	examples/frontdesk/scenarios.yaml	1	# These scenarios use absolute dates against a fixed clock:	COMMENT
LOW	.github/convert_html_docs.py	901		COMMENT
LOW	livekit-agents/livekit/agents/worker.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/version.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/job.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/__init__.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/language.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/_language_data.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/llm/tool_context.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/llm/chat_context.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/utils/codecs/decoder.py	1	# Copyright 2024 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/utils/codecs/__init__.py	1	# Copyright 2024 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/utils/images/__init__.py	1	# Copyright 2024 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/utils/images/image.py	1	# Copyright 2024 LiveKit, Inc.	COMMENT
LOW	livekit-agents/livekit/agents/cli/_legacy.py	81		COMMENT
LOW	livekit-agents/livekit/agents/tts/_provider_format.py	121		COMMENT
LOW	livekit-agents/livekit/agents/inference/vad.py	1	# Copyright 2026 LiveKit, Inc.	COMMENT
LOW	…ugins-smallestai/livekit/plugins/smallestai/version.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
LOW	…t-plugins-smallestai/livekit/plugins/smallestai/tts.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
LOW	…gins-smallestai/livekit/plugins/smallestai/__init__.py	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	…t-plugins-smallestai/livekit/plugins/smallestai/stt.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
LOW	…t-plugins-cerebras/livekit/plugins/cerebras/version.py	1	# Copyright 2026 LiveKit, Inc.	COMMENT
LOW	…-plugins-cerebras/livekit/plugins/cerebras/__init__.py	1	# Copyright 2026 LiveKit, Inc.	COMMENT
LOW	…vekit-plugins-cerebras/livekit/plugins/cerebras/llm.py	1	# Copyright 2026 LiveKit, Inc.	COMMENT
LOW	…vekit-plugins-sarvam/livekit/plugins/sarvam/version.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/tts.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
LOW	…ekit-plugins-sarvam/livekit/plugins/sarvam/__init__.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	1	# Copyright 2025 LiveKit, Inc.	COMMENT
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AI Structural Patterns164 hits · 156 pts

Severity	File	Line	Context
LOW	tests/test_amd_classifier.py	27	CODE
LOW	livekit-agents/livekit/agents/worker.py	303	CODE
LOW	livekit-agents/livekit/agents/worker.py	857	CODE
LOW	livekit-agents/livekit/agents/beta/workflows/address.py	26	CODE
LOW	…it-agents/livekit/agents/beta/workflows/credit_card.py	584	CODE
LOW	…t-agents/livekit/agents/beta/workflows/phone_number.py	63	CODE
LOW	…-agents/livekit/agents/beta/workflows/email_address.py	27	CODE
LOW	livekit-agents/livekit/agents/beta/workflows/dob.py	61	CODE
LOW	livekit-agents/livekit/agents/beta/workflows/name.py	74	CODE
LOW	…-agents/livekit/agents/beta/workflows/warm_transfer.py	40	CODE
LOW	livekit-agents/livekit/agents/voice/turn.py	336	CODE
LOW	livekit-agents/livekit/agents/voice/agent_session.py	259	CODE
LOW	livekit-agents/livekit/agents/voice/agent_activity.py	1302	CODE
LOW	livekit-agents/livekit/agents/voice/agent.py	40	CODE
LOW	livekit-agents/livekit/agents/voice/agent.py	753	CODE
LOW	livekit-agents/livekit/agents/voice/amd/detector.py	160	CODE
LOW	livekit-agents/livekit/agents/voice/amd/classifier.py	106	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	219	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	238	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	257	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	276	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	295	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	314	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	333	CODE
LOW	livekit-agents/livekit/agents/inference/tts.py	351	CODE
LOW	livekit-agents/livekit/agents/inference/interruption.py	264	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	338	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	355	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	372	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	389	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	406	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	423	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	440	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	458	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	475	CODE
LOW	livekit-agents/livekit/agents/inference/stt.py	491	CODE
LOW	livekit-agents/livekit/agents/inference/eot/detector.py	34	CODE
LOW	…t-plugins-smallestai/livekit/plugins/smallestai/tts.py	63	CODE
LOW	…t-plugins-smallestai/livekit/plugins/smallestai/stt.py	104	CODE
LOW	…vekit-plugins-cerebras/livekit/plugins/cerebras/llm.py	103	CODE
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/tts.py	460	CODE
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/tts.py	736	CODE
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	488	CODE
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	753	CODE
LOW	…it-plugins-sarvam/livekit/plugins/sarvam/llm/client.py	54	CODE
LOW	…plugins/livekit-plugins-aws/livekit/plugins/aws/tts.py	56	CODE
LOW	…plugins/livekit-plugins-aws/livekit/plugins/aws/llm.py	52	CODE
LOW	…plugins/livekit-plugins-aws/livekit/plugins/aws/stt.py	98	CODE
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	316	CODE
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	375	CODE
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	419	CODE
LOW	…ugins/livekit-plugins-lmnt/livekit/plugins/lmnt/tts.py	69	CODE
LOW	…kit-plugins-neuphonic/livekit/plugins/neuphonic/tts.py	74	CODE
LOW	…ugins/livekit-plugins-slng/livekit/plugins/slng/tts.py	157	CODE
LOW	…ugins/livekit-plugins-slng/livekit/plugins/slng/stt.py	108	CODE
LOW	…s/livekit-plugins-nvidia/livekit/plugins/nvidia/stt.py	43	CODE
LOW	…ugins/livekit-plugins-murf/livekit/plugins/murf/tts.py	75	CODE
LOW	…plugins-fireworksai/livekit/plugins/fireworksai/stt.py	96	CODE
LOW	…plugins-fireworksai/livekit/plugins/fireworksai/stt.py	218	CODE
LOW	…plugins-fireworksai/livekit/plugins/fireworksai/stt.py	289	CODE
104 more matches not shown…

Docstring Block Structure28 hits · 140 pts

Severity	File	Line	Snippet	Context
HIGH	livekit-agents/livekit/agents/utils/env.py	8	Resolve an environment variable from a list of potential sources. Args: val: The value to resolve.	STRING
HIGH	livekit-agents/livekit/agents/utils/participant.py	16	Wait for an agent participant to join the room. Args: room: The room to wait for the agent in.	STRING
HIGH	livekit-agents/livekit/agents/utils/audio.py	279	Push an audio frame to the buffer. Args: frame: The audio frame to push. Returns:	STRING
HIGH	livekit-agents/livekit/agents/voice/agent_session.py	1382	Commit the user turn and generate a reply. Returns a future that resolves with the user's audio transcript once	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	328	Access a specific event or range for assertions. Args: key (int \| slice): Index or slice o	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	678	Verify this event is a function call with matching details. Args: name (str, optional): Ex	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	714	Verify this event is a function call output with matching details. Args: output (str, opti	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	744	Verify this event is a message from the given role. Args: role (ChatRole, optional): Expec	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	773	Verify this event is an agent handoff. Args: new_agent_type (type, optional): Expected new	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	814	Assert that a function call matching criteria exists in the event range. Args: name (str,	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	847	Assert that a message matching criteria exists in the event range. Args: role (ChatRole, o	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	880	Assert that a function call output matching criteria exists in the event range. Args: outp	STRING
HIGH	livekit-agents/livekit/agents/voice/run_result.py	911	Assert that an agent handoff matching criteria exists in the event range. Args: new_agent_	STRING
HIGH	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	191	Validate and resolve mode for a given model. Args: model: The Sarvam model name. mode: The requeste	STRING
HIGH	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	225	Validate language code for a given model. Args: model: The Sarvam model name. language: The request	STRING
HIGH	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	632	Recognize speech using Sarvam.ai API. Args: buffer: Audio buffer containing speech data	STRING
HIGH	…it-plugins/livekit-durable/livekit/durable/registry.py	55	Register a function in the in-memory function registry. When serializing a registered function, a reference to the	STRING
HIGH	…it-plugins/livekit-durable/livekit/durable/registry.py	94	Lookup a registered function by key. Args: key: Unique identifier for the function. Returns: R	STRING
HIGH	…kit-plugins-protoface/livekit/plugins/protoface/api.py	73	Create a hosted Protoface avatar session. Args: avatar_id: Protoface avatar ID to render.	STRING
HIGH	…kit-plugins-protoface/livekit/plugins/protoface/api.py	97	Request a graceful end for a hosted Protoface session. Args: session_id: Protoface session ID retur	STRING
HIGH	…enai/livekit/plugins/openai/realtime/realtime_model.py	393	Initialize a Realtime model client for OpenAI or Azure OpenAI. Args: model (str): Realtime	STRING
HIGH	…enai/livekit/plugins/openai/realtime/realtime_model.py	561	Create a RealtimeModel configured for Azure OpenAI. Args: azure_deployment (str): Azure Op	STRING
HIGH	…ekit-plugins-cambai/livekit/plugins/cambai/__init__.py	36	List available voices from Camb.ai. Args: api_key: Camb.ai API key (or use CAMB_API_KEY env var).	STRING
HIGH	…vekit-plugins-avatario/livekit/plugins/avatario/api.py	99	Make a POST request to the Avatario API with retry logic. Args: payload: JSON payload for	STRING
HIGH	…s/livekit-plugins-silero/livekit/plugins/silero/vad.py	75	Load and initialize the Silero VAD model. This method loads the ONNX model and prepares it for inferen	STRING
HIGH	…vekit-plugins-cartesia/livekit/plugins/cartesia/stt.py	108	Create a new instance of Cartesia STT. Model ``ink-2`` supports: - Streaming -	STRING
HIGH	…ins/livekit-plugins-tavus/livekit/plugins/tavus/api.py	166	Make a POST request to the Tavus API with retry logic. Args: endpoint: API endpoint path (	STRING
HIGH	…t-plugins-lemonslice/livekit/plugins/lemonslice/api.py	211	Make a POST request to the LemonSlice API with retry logic. Args: payload: JSON payload fo	STRING

Cross-File Repetition26 hits · 130 pts

Severity	File	Snippet	Context
HIGH	livekit-agents/livekit/agents/vad.py	mark the end of input, no more audio will be pushed	STRING
HIGH	…s/livekit/agents/voice/transcription/_speaking_rate.py	mark the end of input, no more audio will be pushed	STRING
HIGH	livekit-agents/livekit/agents/inference/interruption.py	mark the end of input, no more audio will be pushed	STRING
HIGH	livekit-agents/livekit/agents/stt/stt.py	mark the end of input, no more audio will be pushed	STRING
HIGH	livekit-agents/livekit/agents/llm/llm.py	get the provider name/identifier for this stt instance. returns: the provider name if available, "unknown" otherwise. no	STRING
HIGH	livekit-agents/livekit/agents/tts/tts.py	get the provider name/identifier for this stt instance. returns: the provider name if available, "unknown" otherwise. no	STRING
HIGH	livekit-agents/livekit/agents/stt/stt.py	get the provider name/identifier for this stt instance. returns: the provider name if available, "unknown" otherwise. no	STRING
HIGH	livekit-agents/livekit/agents/llm/fallback_adapter.py	agent fallback adapter for stt. manages multiple stt instances with automatic fallback when the primary provider fails.	STRING
HIGH	livekit-agents/livekit/agents/tts/fallback_adapter.py	agent fallback adapter for stt. manages multiple stt instances with automatic fallback when the primary provider fails.	STRING
HIGH	livekit-agents/livekit/agents/stt/fallback_adapter.py	agent fallback adapter for stt. manages multiple stt instances with automatic fallback when the primary provider fails.	STRING
HIGH	…plugins-fireworksai/livekit/plugins/fireworksai/stt.py	run a single websocket connection to baseten and make sure to reconnect when something went wrong.	STRING
HIGH	…livekit-plugins-gradium/livekit/plugins/gradium/stt.py	run a single websocket connection to baseten and make sure to reconnect when something went wrong.	STRING
HIGH	…livekit-plugins-baseten/livekit/plugins/baseten/stt.py	run a single websocket connection to baseten and make sure to reconnect when something went wrong.	STRING
HIGH	…s/livekit-plugins-openai/livekit/plugins/openai/tts.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…s/livekit-plugins-openai/livekit/plugins/openai/llm.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…plugins-openai/livekit/plugins/openai/responses/llm.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…t-plugins-perplexity/livekit/plugins/perplexity/llm.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…perplexity/livekit/plugins/perplexity/responses/llm.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…/livekit-plugins-groq/livekit/plugins/groq/services.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…livekit-plugins-baseten/livekit/plugins/baseten/llm.py	create a new instance of groq stt. ``api_key`` must be set to your groq api key, either using the argument or by setting	STRING
HIGH	…lugins-elevenlabs/livekit/plugins/elevenlabs/_utils.py	create a new periodic collector that accumulates values and calls the callback after the specified duration if there are	STRING
HIGH	…it-plugins-deepgram/livekit/plugins/deepgram/_utils.py	create a new periodic collector that accumulates values and calls the callback after the specified duration if there are	STRING
HIGH	…ivekit-plugins-gladia/livekit/plugins/gladia/_utils.py	create a new periodic collector that accumulates values and calls the callback after the specified duration if there are	STRING
HIGH	…lugins-elevenlabs/livekit/plugins/elevenlabs/_utils.py	force callback to be called with current total if non-zero	STRING
HIGH	…it-plugins-deepgram/livekit/plugins/deepgram/_utils.py	force callback to be called with current total if non-zero	STRING
HIGH	…ivekit-plugins-gladia/livekit/plugins/gladia/_utils.py	force callback to be called with current total if non-zero	STRING

Magic Placeholder Names16 hits · 82 pts

Severity	File	Line	Snippet	Context
HIGH	examples/README.md	64	LIVEKIT_API_KEY="your_api_key"	CODE
HIGH	examples/other/transcription/README.md	19	export OPENAI_API_KEY=your-api-key	CODE
HIGH⚡	livekit-plugins/livekit-plugins-gnani/README.md	29	export GNANI_API_KEY="your-api-key"	CODE
HIGH⚡	livekit-plugins/livekit-plugins-gnani/README.md	35	stt = STT(api_key="your-api-key", language="hi-IN")	CODE
HIGH⚡	livekit-plugins/livekit-plugins-gnani/README.md	36	tts = TTS(api_key="your-api-key")	CODE
HIGH	…enai/livekit/plugins/openai/realtime/realtime_model.py	599	api_key="your-api-key",	STRING
HIGH	…enai/livekit/plugins/openai/realtime/realtime_model.py	625	api_key="your-api-key",	STRING
HIGH	livekit-plugins/livekit-plugins-cambai/README.md	88	api_key="your-api-key", # Or use CAMB_API_KEY env var	CODE
HIGH	livekit-plugins/livekit-plugins-fishaudio/README.md	20	FISH_API_KEY=<your_api_key>	CODE
HIGH	livekit-plugins/livekit-plugins-did/README.md	24	-H "Authorization: Basic <YOUR_API_KEY>" \	CODE
HIGH	livekit-plugins/livekit-plugins-did/README.md	24	-H "Authorization: Basic <YOUR_API_KEY>" \	CODE
HIGH	livekit-plugins/livekit-plugins-gladia/README.md	35	api_key="your-api-key-here", # or use GLADIA_API_KEY env var	CODE
HIGH	livekit-plugins/livekit-plugins-gladia/README.md	96	api_key="your-api-key-here",	CODE
HIGH	livekit-plugins/livekit-plugins-resemble/README.md	30	api_key="your_api_key", # or set RESEMBLE_API_KEY environment variable	CODE
HIGH	livekit-plugins/livekit-plugins-resemble/README.md	73	api_key="your_api_key",	CODE
HIGH	livekit-plugins/livekit-plugins-resemble/README.md	105	api_key="your_api_key",	CODE

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…s/livekit-plugins-openai/livekit/plugins/openai/tts.py	233	oai_stream = self._tts._client.audio.speech.with_streaming_response.create(	CODE
CRITICAL	…s/livekit-plugins-openai/livekit/plugins/openai/tts.py	277	oai_stream = self._tts._client.audio.speech.with_streaming_response.create(	CODE
CRITICAL	…kit-plugins-mistralai/livekit/plugins/mistralai/tts.py	156	stream = await self._tts._client.audio.speech.complete_async(	CODE
CRITICAL	…kit-plugins-mistralai/livekit/plugins/mistralai/tts.py	165	stream = await self._tts._client.audio.speech.complete_async(	CODE
CRITICAL	…ugins-google/livekit/plugins/google/beta/gemini_tts.py	205	response = await self._tts._client.aio.models.generate_content_stream(	CODE

Self-Referential Comments15 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_convert_html_docs.py	299	# Create a path that would have .. in relative parts	COMMENT
MEDIUM	tests/concurrency.py	924	# This module is loaded as a global plugin (`-p tests.concurrency` in pyproject), not via	COMMENT
MEDIUM	tests/test_drain_timeout.py	121	# Create a fake proc whose join() never completes (stuck process)	COMMENT
MEDIUM	tests/test_speaker_id_grouping.py	34	# Create a SpeakerSpeechData object and get formatted text	COMMENT
MEDIUM	livekit-agents/livekit/agents/voice/agent_activity.py	586	# Create a wrapper coroutine that runs in the captured context	COMMENT
MEDIUM	livekit-agents/livekit/agents/telemetry/http_server.py	22	# Create a new registry for this request to collect metrics from all processes	COMMENT
MEDIUM	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	869	# Create a fresh session for this stream to avoid conflicts	COMMENT
MEDIUM	…it/plugins/aws/experimental/realtime/realtime_model.py	576	# Create main task to manage session lifecycle	COMMENT
MEDIUM	…ivekit-plugins-krisp/examples/krisp_minimal_example.py	41	# Create the frame processor with explicit license auth (no framework	COMMENT
MEDIUM	…ivekit-plugins-krisp/examples/krisp_minimal_example.py	52	# Create a test audio frame (10ms @ 16kHz = 160 samples)	COMMENT
MEDIUM	…ugins-speechmatics/livekit/plugins/speechmatics/stt.py	392	# Create the stream	COMMENT
MEDIUM	…ugins-speechmatics/livekit/plugins/speechmatics/stt.py	647	# Create the Voice Agent client	COMMENT
MEDIUM	…s/livekit-plugins-gladia/livekit/plugins/gladia/stt.py	440	# Create a speech event from the collected final utterances	COMMENT
MEDIUM	…s/livekit-plugins-google/livekit/plugins/google/stt.py	77	# This class is only be used internally to encapsulate the options	COMMENT
MEDIUM	…plugins-simplismart/livekit/plugins/simplismart/stt.py	292	# Create a fresh session for this stream to avoid conflicts	COMMENT

Verbosity Indicators17 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	652	# Step 1: Wait for assistant to finish speaking (AUDIO contentEnd with END_TURN)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	661	# Step 2: Wait for audio to fully stop (no new audio for 1 second)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	675	# Step 3: Send close events to trigger completionEnd from Nova Sonic	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	682	# Step 4: Wait for completionEnd and let _done_fut resolve	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	703	# Step 1: Drain any pending tool results	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	717	# Step 2: Signal tasks to stop	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	720	# Step 3: Wait for response task to exit naturally, then cancel if needed	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	734	# Step 4: Cancel audio input task (blocked on channel, won't exit naturally)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	742	# Step 5: Close the stream (close events already sent in _session_recycle_timer)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	750	# Step 6: Reset state for new session	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	985	# Step 1: Send session init events (session start, prompt start, system prompt)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	993	# Step 2: Send history events with small delays between them	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	998	# Step 3: Start response reader first (calls await_output, sets _stream_ready)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1003	# Step 4: Start audio input (waits for _stream_ready before sending audio_content_start)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1008	# Step 5: Allow audio contentStart to be sent before unblocking	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1014	# Step 6: If we popped a user message from history, send it as	COMMENT
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	764	# Step 7: Start new session with preserved state	COMMENT

Structural Annotation Overuse17 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	652	# Step 1: Wait for assistant to finish speaking (AUDIO contentEnd with END_TURN)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	661	# Step 2: Wait for audio to fully stop (no new audio for 1 second)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	675	# Step 3: Send close events to trigger completionEnd from Nova Sonic	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	682	# Step 4: Wait for completionEnd and let _done_fut resolve	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	703	# Step 1: Drain any pending tool results	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	717	# Step 2: Signal tasks to stop	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	720	# Step 3: Wait for response task to exit naturally, then cancel if needed	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	734	# Step 4: Cancel audio input task (blocked on channel, won't exit naturally)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	742	# Step 5: Close the stream (close events already sent in _session_recycle_timer)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	750	# Step 6: Reset state for new session	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	985	# Step 1: Send session init events (session start, prompt start, system prompt)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	993	# Step 2: Send history events with small delays between them	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	998	# Step 3: Start response reader first (calls await_output, sets _stream_ready)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1003	# Step 4: Start audio input (waits for _stream_ready before sending audio_content_start)	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1008	# Step 5: Allow audio contentStart to be sent before unblocking	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1014	# Step 6: If we popped a user message from history, send it as	COMMENT
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	764	# Step 7: Start new session with preserved state	COMMENT

Redundant / Tautological Comments17 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	livekit-agents/livekit/agents/ipc/log_queue.py	95	# Check if Python is shutting down	COMMENT
LOW	livekit-agents/livekit/agents/telemetry/http_server.py	20	# Check if multiprocess mode is enabled	COMMENT
LOW	livekit-agents/livekit/agents/telemetry/traces.py	215	# Check if a tracer provider is not set and set one up	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	1202	# Check if session is still valid	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	1259	# Check if reconnection was requested	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	1353	# Check if we have enough data for a chunk	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	1400	# Check if Sarvam VAD triggered flush	COMMENT
LOW	…s/livekit-plugins-sarvam/livekit/plugins/sarvam/stt.py	1680	# Set flag to trigger flush when Sarvam detects end of speech	COMMENT
LOW⚡	…it/plugins/aws/experimental/realtime/realtime_model.py	1377	# Check if this is END_TURN (assistant finished speaking)	COMMENT
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	1784	# Check if this is an audio message (already transcribed by Nova)	COMMENT
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	2084	# Check if generate_reply is supported (requires mixed modalities)	COMMENT
LOW⚡	…it-plugins-bithuman/livekit/plugins/bithuman/avatar.py	70	# Check if string is empty after cleaning	COMMENT
LOW⚡	…it-plugins-bithuman/livekit/plugins/bithuman/avatar.py	79	# Check if string contains only valid base64 characters	COMMENT
LOW	…ugins-speechmatics/livekit/plugins/speechmatics/stt.py	514	# Check if diarization is enabled	COMMENT
LOW	…ox/livekit/plugins/ultravox/realtime/realtime_model.py	735	# Check if restart is needed	COMMENT
LOW	…ox/livekit/plugins/ultravox/realtime/realtime_model.py	771	# Check if restart is needed	COMMENT
LOW	…ox/livekit/plugins/ultravox/realtime/realtime_model.py	1135	# Check if we have a current generation before processing audio	COMMENT

Modern AI Meta-Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/drive-thru/database.py	633	# explicitely saying there is no `size` for this item, otherwise the LLM seems to hallucinate quite often	COMMENT
MEDIUM	examples/voice_agents/README.md	39	### RAG & Knowledge Management	COMMENT
MEDIUM	examples/voice_agents/llamaindex-rag/README.md	1	# RAG Example using LlamaIndex	COMMENT
MEDIUM	…kit-plugins-anthropic/livekit/plugins/anthropic/llm.py	299	self._ignoring_cot = False # ignore chain of thought	CODE
MEDIUM	livekit-plugins/livekit-plugins-mistralai/README.md	72	# Using zero-shot voice cloning	COMMENT
MEDIUM	…s/livekit-plugins-soniox/livekit/plugins/soniox/tts.py	465	# Empty text would make the server hallucinate audio; handle the two cases locally.	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_ipc.py	121	token="fake_token",	CODE
LOW⚡	tests/test_stt_context.py	180	d = _detector(static_keyterms=["Acme Corp"], llm=fake)	CODE
LOW⚡	tests/test_stt_context.py	186	assert "Acme Corp" in applied_section	CODE
LOW	examples/hotel_receptionist/README.md	11	python examples/hotel_receptionist/fake_data/seed.py	CODE
LOW	examples/hotel_receptionist/README.md	17	`fake_data/seed.py` prints sample confirmation codes you can use to try	CODE
LOW	examples/hotel_receptionist/README.md	30	fake_data/seed.py — manual seed script (writes fake_data/hotel.db)	CODE
LOW	examples/hotel_receptionist/agent.py	12	from fake_data.seed import build_seed_bytes	CODE
LOW	examples/hotel_receptionist/fake_data/seed.py	3	python fake_data/seed.py [path/to/hotel.db] # write a seed file (for inspection)	STRING
LOW	…vekit-agents/livekit/agents/voice/keyterm_detection.py	31	"keyterms": ["LiveKit", "Acme Corp"],	STRING

AI Slop Vocabulary4 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	examples/other/chat-stream-receiver.py	79	# in cli we don't actually overwrite the line, just add a flag	COMMENT
LOW	…it/plugins/aws/experimental/realtime/realtime_model.py	600	# Static credentials - just use the max session duration	COMMENT
MEDIUM	…google/livekit/plugins/google/realtime/realtime_api.py	1500	# TODO(dz): this isn't a seamless reconnection just yet	COMMENT
LOW	…ox/livekit/plugins/ultravox/realtime/realtime_model.py	798	# If we're already closing due to send loop shutdown, just return	COMMENT

Slop Phrases4 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/healthcare/agent.py	93	- Assistant: I'm unable to help with that, would you like to speak to a human agent?	STRING
MEDIUM	examples/warm-transfer/warm_transfer.py	47	- Assistant: I'm unable to help with that, would you like to speak to a human agent?	STRING
LOW	livekit-agents/livekit/agents/llm/utils.py	543	# The following make sure to use the default value when we receive None.	COMMENT
LOW	…t-plugins-assemblyai/livekit/plugins/assemblyai/stt.py	556	# the recv task will then make sure to process the remaining audio and stop	COMMENT

Dead Code2 hits · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…it/plugins/aws/experimental/realtime/realtime_model.py	2095		CODE
MEDIUM	…it/plugins/aws/experimental/realtime/realtime_model.py	2099		CODE

Overly Generic Function Names1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	livekit-agents/livekit/agents/utils/deprecation.py	32	... def my_function(old_param: NotGivenOr[int] = NOT_GIVEN, new_param: int = 0):	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings