3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

17.6K

Stars

TypeScript

Language

237.7K

Lines of Code

1.5K

Files

625

Pattern Hits

2026-10-31

Scan Date

0.02

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: 2026-10-31.

Cognitive Ownership Risk 9.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 439 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 46 finding(s).

Agent Over-Engineering Ratio 10.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 465 finding(s).

PR Review Velocity Impact 16.0/100 · LOW

Which changes need focused human review? 625 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 1HIGH 30MEDIUM 23LOW 571

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 625 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 Identifiers316 hits · 316 pts

Severity	File	Line	Snippet	Context
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	127	def _resolve_media_output_target(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	172	def _resolve_subtitle_output_target(	CODE
LOW⚡	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	217	def _get_primary_language_code(language_code: str) -> str:	CODE
LOW⚡	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	227	def _strip_subtitle_language_suffix(stem: str, language_code: str) -> str:	CODE
LOW⚡	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	235	def _build_typed_output_template(type_name: str, template: str) -> str:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	261	def _get_metadata_language_codes(value: Any) -> list[str]:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	275	def _get_video_language_candidates(metadata: VideoMetadata) -> list[str]:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	288	def _select_matching_language(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	311	def _select_subtitle_language(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	404	def _resolve_downloaded_media_path(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	433	def _resolve_downloaded_subtitle_path(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	677	def download_video_by_quality(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	751	def _download_subtitle_with_metadata(	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	866	def download_video_with_thumbnail(self, video_url: str, output_path: str) -> str:	CODE
LOW	…dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py	18	def split_text_at_punctuation(	CODE
LOW	…dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py	125	def synthesize_speech_to_files(	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	937	def _get_context_file_snapshot(self, context_files: List[str]) -> List[str]:	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	950	def _build_leon_context_legacy(	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	62	def _load_providers_from_settings(self, tool_settings: Dict[str, Any]) -> None:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	146	def _analyze_relevant_toolkits(self, description: str) -> set:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	436	def _get_tool_creation_guidelines(self, bridge: str) -> str:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	658	def _build_bridge_specific_guidelines(	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	682	def _build_settings_usage_example(self, bridge: str) -> str:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	730	def _build_batch_processing_example(self, bridge: str) -> str:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	777	def _build_leon_answer_basic_example(self, bridge: str) -> str:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	805	def _build_context_data_example(self, bridge: str) -> str:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	851	def _build_action_params_example(self, bridge: str) -> str:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	887	def _build_reference_files_section(self, context_files: List[str]) -> str:	CODE
LOW	…/browser-use/src/nodejs/lib/browser-use-environment.ts	23	export async function prepareBrowserUseEnvironment(settingsPath: string): Promise<NodeJS.ProcessEnv> {	CODE
LOW	…/browser-use/src/nodejs/lib/browser-use-environment.ts	57	export function describeBrowserUseReadinessFailure(result: {	CODE
LOW	tools/weather/openmeteo/src/nodejs/open-meteo-tool.ts	181	export function normalizeWeatherDateRange(	CODE
LOW	tools/weather/openmeteo/src/python/open_meteo_tool.py	109	def _format_current_conditions(current: Dict[str, Any], location: str) -> Dict[str, Any]:	CODE
LOW	…perating_system_control/shell/src/python/shell_tool.py	329	def _is_timeout_error_message(error_message: str) -> bool:	CODE
LOW	…perating_system_control/shell/src/python/shell_tool.py	406	def _resolve_command_for_safety_analysis(self, command: str) -> str:	CODE
LOW	…perating_system_control/shell/src/python/shell_tool.py	497	def _has_dangerous_dd_pattern(self, tokens: Sequence[str]) -> bool:	CODE
LOW	…perating_system_control/shell/src/python/shell_tool.py	514	def _requires_visible_terminal(self, command: str) -> bool:	CODE
LOW	…e/cua/src/nodejs/lib/computer-use-coordinate-mapper.ts	34	export function calculateComputerUseModelImageDimensions(	CODE
LOW	…e/cua/src/nodejs/lib/computer-use-coordinate-mapper.ts	53	export function mapComputerUsePointToSource(	CODE
LOW	…e/cua/src/nodejs/lib/computer-use-coordinate-mapper.ts	66	export function mapComputerUseCoordinateToSource(	CODE
LOW	…ter_use/cua/src/nodejs/lib/computer-use-set-of-mark.ts	30	export function createComputerUseCoordinateGuide(dimensions: ComputerUseImageDimensions): string {	CODE
LOW	…ter_use/cua/src/nodejs/lib/computer-use-set-of-mark.ts	53	export function getComputerUseSetOfMarkKey(	CODE
LOW	…ter_use/cua/src/nodejs/lib/computer-use-set-of-mark.ts	68	export function createComputerUseSetOfMarkPlan(	CODE
LOW	…ols/computer_use/cua/src/nodejs/lib/action-contract.ts	19	export function isComputerUseEffectUncertain(effect: unknown): boolean {	CODE
LOW	test/controlled/unit/nlu-controlled.spec.ts	126	function cloneDefaultProcessResult(): typeof defaultProcessResult {	CODE
LOW	test/core/unit/cua-runtime.spec.ts	95	function findPortableInputSchemaIssues(	CODE
LOW	test/agent/unit/agent-context-budget.spec.ts	37	function createComputerUseToolCall(id: string): OpenAIToolCall {	CODE
LOW	test/agent/e2e/react-provider-smoke.spec.ts	278	function expectDirectAnswerScenario(result: ProviderScenarioResult): void {	CODE
LOW	test/agent/e2e/react-provider-smoke.spec.ts	304	function expectFileInstructionsScenario(result: ProviderScenarioResult): void {	CODE
LOW	test/agent/e2e/react-provider-smoke.spec.ts	326	function expectProviderScenarioResult(	CODE
LOW	test/agent/e2e/run-agent-provider-scenario.ts	120	function areStartedSessionsStopped(calls: AgentTurnResult['toolCalls']): boolean {	CODE
LOW	test/agent/e2e/run-agent-provider-scenario.ts	160	function createConversationLoggerRecord(	CODE
LOW	test/agent/e2e/run-agent-provider-scenario.ts	171	function getProviderUnavailableReason(value: unknown): string \| null {	CODE
LOW	server/src/utilities.ts	26	export function shouldIgnoreTCPServerError(error: string): boolean {	CODE
LOW	server/src/pre-check.ts	66	async function validateProfileConfigSchema(): Promise<void> {	CODE
LOW	server/src/tool-call-logger.ts	68	export function buildRecentArtifactManifest(	CODE
LOW	server/src/core/profile-auth.ts	111	export function authenticateProfileCredential(	CODE
LOW	server/src/core/profile-auth.ts	130	export function readProfileCredentialFromHeaders(headers: {	CODE
LOW	server/src/core/post-turn-maintenance-queue.ts	10	function waitForDisplayPathToUnwind(): Promise<void> {	CODE
LOW	…r/src/core/llm-manager/llm-provider-account-configs.ts	120	export function getLLMProviderAccountConfig(	CODE
LOW	…r/src/core/llm-manager/llm-provider-account-configs.ts	138	export function getRequiredLLMProviderAccountConfig(	CODE
256 more matches not shown…

Excessive Try-Catch Wrapping94 hits · 101 pts

Severity	File	Line	Snippet	Context
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	61	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	125	except Exception:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	140	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	179	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	208	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	248	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	274	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	338	except Exception as e:	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	425	except Exception as e:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	621	except Exception as e:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	649	except Exception as e:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	674	except Exception as e:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	727	except Exception as e:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	796	except Exception as e:	CODE
LOW	tools/video_streaming/ytdlp/src/python/ytdlp_tool.py	888	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	139	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	174	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	191	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	208	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	274	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	311	except Exception as e:	CODE
LOW	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	346	except Exception as e:	CODE
LOW	tools/file_system/file/src/nodejs/lib/ocr_worker.py	80	except Exception as error:	CODE
LOW	…dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py	242	except Exception as e:	CODE
LOW⚡	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	152	except Exception as e:	CODE
LOW	…sic_audio/openai_audio/src/python/openai_audio_tool.py	102	except Exception as e:	CODE
LOW	…audio/faster_whisper/src/python/faster_whisper_tool.py	116	except Exception as e:	CODE
LOW	…ols/music_audio/qwen3_tts/src/python/qwen3_tts_tool.py	353	except Exception as e:	CODE
LOW	…ols/music_audio/qwen3_asr/src/python/qwen3_asr_tool.py	164	except Exception as e:	CODE
LOW	…er_onnx/src/python/ultimate_vocal_remover_onnx_tool.py	121	except Exception as e:	CODE
LOW	tools/music_audio/ecapa/src/python/ecapa_tool.py	86	except Exception as e:	CODE
LOW	…o/elevenlabs_audio/src/python/elevenlabs_audio_tool.py	106	except Exception as e:	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	934	except Exception:	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	946	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	202	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	279	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	329	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	431	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	643	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	900	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1800	except Exception as e:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1811	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1830	except Exception:	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1843	except Exception:	CODE
LOW	tools/search_web/grok/src/python/grok_tool.py	97	except Exception as error:	CODE
LOW	tools/search_web/grok/src/python/grok_tool.py	188	except Exception as error:	CODE
LOW	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	139	except Exception:	CODE
LOW	tools/weather/openmeteo/src/python/open_meteo_tool.py	218	except Exception as error:	CODE
LOW	…perating_system_control/shell/src/python/shell_tool.py	175	except Exception as error:	CODE
LOW	…perating_system_control/shell/src/python/shell_tool.py	422	except Exception:	CODE
LOW⚡	bridges/python/src/main.py	114	except Exception as e:	CODE
MEDIUM⚡	bridges/python/src/main.py	115	print(f"Error while running {INTENT_OBJECT['skill_name']} skill {INTENT_OBJECT['action_name']} action: {e}")	CODE
LOW⚡	bridges/python/src/main.py	122	except Exception:	CODE
LOW	bridges/python/src/sdk/memory.py	67	except Exception as e:	CODE
MEDIUM	bridges/python/src/sdk/memory.py	68	print(f'Error while reading memory for "{self.name}": {e}')	CODE
LOW	bridges/python/src/sdk/memory.py	83	except Exception as e:	CODE
MEDIUM	bridges/python/src/sdk/memory.py	84	print(f'Error while writing memory for "{self.name}": {e}')	CODE
LOW	bridges/python/src/sdk/leon.py	34	except Exception as e:	CODE
LOW	bridges/python/src/sdk/leon.py	92	except Exception as e:	CODE
MEDIUM	bridges/python/src/sdk/leon.py	93	print(f'Error while setting answer data. Please verify that the answer key "{answer_key}" exists in the loca	CODE
34 more matches not shown…

Empty Error Handlers18 hits · 90 pts

Severity	File	Line	Snippet	Context
HIGH	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	125	except Exception:	CODE
HIGH	…ols/video_streaming/ffprobe/src/python/ffprobe_tool.py	247	except:	CODE
HIGH	…oding_development/opencode/src/python/opencode_tool.py	1811	except Exception:	CODE
HIGH	…oding_development/opencode/src/python/opencode_tool.py	1830	except Exception:	CODE
HIGH	…oding_development/opencode/src/python/opencode_tool.py	1843	except Exception:	CODE
HIGH	…oding_development/opencode/src/python/opencode_tool.py	258	except json.JSONDecodeError:	CODE
HIGH	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	318	except TimeoutError:	CODE
HIGH	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	139	except Exception:	CODE
HIGH	bridges/python/src/sdk/base_tool.py	646	except ProcessLookupError:	CODE
HIGH	bridges/python/src/sdk/utils/process.py	45	except ProcessLookupError:	CODE
HIGH	tcp_server/src/lib/tts/split_utils.py	66	except:	CODE
HIGH	tcp_server/src/lib/tts/split_utils.py	93	except:	CODE
HIGH	skills/native/speed_test_skill/src/lib/speedtest.py	79	except ImportError:	CODE
HIGH	skills/native/speed_test_skill/src/lib/speedtest.py	1736	except AttributeError:	CODE
HIGH	skills/native/speed_test_skill/src/lib/speedtest.py	827	except IOError:	CODE
HIGH	skills/native/speed_test_skill/src/lib/speedtest.py	829	except HTTP_ERRORS:	CODE
HIGH	skills/native/speed_test_skill/src/lib/speedtest.py	1404	except Exception:	CODE
HIGH	skills/native/speed_test_skill/src/lib/speedtest.py	508	except AttributeError:	CODE

Cross-Language Confusion10 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	164	if (node.parentElement && visible(node.parentElement)) result += ' ' + node.textContent.trim();	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	174	while (e && e !== document.documentElement) {	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	175	if (e.id && document.querySelectorAll('#' + CSS.escape(e.id)).length === 1) {	CODE
HIGH	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	211	leon_wait("document.body !== null && document.readyState !== 'loading'")	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	226	href: e.getAttribute('href')?.length <= {_LEON_HREF_LIMIT} ? e.getAttribute('href') : null,	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	235	items, total: nodes.length, next_offset: nodes.length > {offset + limit} ? {offset + limit} : null}};	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	295	.filter(e => (!target.text \|\| text(e, {_LEON_ITEM_TEXT_LIMIT}) === target.text) &&	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	296	(!target.tag \|\| e.localName === target.tag) && (!target.label \|\|	CODE
HIGH⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	298	(!target.context \|\| context(e, {_LEON_ITEM_TEXT_LIMIT}) === target.context));	CODE
HIGH	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	388	index, value:o.value, disabled:o.matches(':disabled') \|\| o.hidden \|\| o.parentElement.hidden	CODE

Deep Nesting42 hits · 37 pts

Severity	File	Line	Context
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	86	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	110	CODE
LOW	tools/file_system/file/src/nodejs/lib/ocr_worker.py	55	CODE
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	51	CODE
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	155	CODE
LOW	…ols/music_audio/qwen3_tts/src/python/qwen3_tts_tool.py	264	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	146	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	208	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	284	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1803	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1815	CODE
LOW	tools/search_web/grok/src/python/grok_tool.py	100	CODE
LOW	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	411	CODE
LOW	bridges/python/src/sdk/leon.py	50	CODE
LOW	bridges/python/src/sdk/base_tool.py	519	CODE
LOW	bridges/python/src/sdk/base_tool.py	839	CODE
LOW	bridges/python/src/sdk/base_tool.py	1189	CODE
LOW	bridges/python/src/sdk/base_tool.py	1286	CODE
LOW	bridges/python/src/sdk/base_tool.py	1410	CODE
LOW	bridges/python/src/sdk/widget_component.py	48	CODE
LOW	bridges/python/src/sdk/utils/__init__.py	228	CODE
LOW	bridges/python/src/sdk/utils/__init__.py	265	CODE
LOW	tcp_server/src/lib/tcp_server.py	129	CODE
LOW	tcp_server/src/lib/asr/api.py	110	CODE
LOW	tcp_server/src/lib/tts/split_utils.py	99	CODE
LOW	tcp_server/src/lib/tts/monotonic_align/core.py	14	CODE
LOW	tcp_server/src/lib/tts/text/english.py	128	CODE
LOW	tcp_server/src/lib/tts/text/english.py	204	CODE
LOW	tcp_server/src/lib/tts/text/english.py	231	CODE
LOW	tcp_server/src/lib/tts/text/cleaner_multiling.py	63	CODE
LOW	…server/src/lib/tts/text/fr_phonemizer/gruut_wrapper.py	57	CODE
LOW	tcp_server/src/lib/tts/text/fr_phonemizer/cleaner.py	76	CODE
LOW	tcp_server/src/lib/wake_word/api.py	53	CODE
LOW	skills/native/mbti_skill/src/actions/quiz.py	36	CODE
LOW	skills/native/akinator_skill/src/lib/main.py	58	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	1912	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	815	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	1277	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	1380	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	1452	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	477	CODE
LOW	…ills/native/have_i_been_pwned_skill/src/actions/run.py	13	CODE

Verbosity Indicators23 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	104	// Step 1: Upload the audio file	COMMENT
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	119	// Step 2: Submit transcription request	COMMENT
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	138	// Step 3: Poll for completion	COMMENT
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	173	// Step 4: Parse and save the transcription	COMMENT
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	76	# Step 1: Upload the audio file	COMMENT
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	94	# Step 2: Submit transcription request	COMMENT
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	114	# Step 3: Poll for completion	COMMENT
LOW⚡	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	144	# Step 4: Parse and save the transcription	COMMENT
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	1961	context += '## Step 1: Identify Required Tools\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	1967	context += '## Step 2: Read and Understand Tool Implementations\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	1976	context += '## Step 3: Plan for Efficiency\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	2031	context += '## Step 4: Plan Your Architecture\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	2039	context += '## Step 5: Only THEN Write Code\n\n'	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1501	context += "## Step 1: Identify Required Tools\n\n"	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1507	context += "## Step 2: Read and Understand Tool Implementations\n\n"	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1573	context += "## Step 4: Plan Your Architecture\n\n"	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1583	context += "## Step 5: Only THEN Write Code\n\n"	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1519	context += "## Step 3: Plan for Efficiency\n\n"	CODE
LOW	…native/podcast_generator_skill/src/actions/generate.ts	64	// Step 1: Research the topic using Grok	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	98	// Step 2: Generate podcast script using OpenRouter with structured output	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	187	// Step 3: Synthesize audio using ChatterboxONNX (batch processing!)	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	227	// Step 4: Merge all audio segments into final podcast	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	259	// Step 5: Return success	COMMENT

Structural Annotation Overuse23 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	104	// Step 1: Upload the audio file	COMMENT
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	119	// Step 2: Submit transcription request	COMMENT
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	138	// Step 3: Poll for completion	COMMENT
LOW	…o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts	173	// Step 4: Parse and save the transcription	COMMENT
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	76	# Step 1: Upload the audio file	COMMENT
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	94	# Step 2: Submit transcription request	COMMENT
LOW	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	114	# Step 3: Poll for completion	COMMENT
LOW⚡	…o/assemblyai_audio/src/python/assemblyai_audio_tool.py	144	# Step 4: Parse and save the transcription	COMMENT
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	1961	context += '## Step 1: Identify Required Tools\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	1967	context += '## Step 2: Read and Understand Tool Implementations\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	1976	context += '## Step 3: Plan for Efficiency\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	2031	context += '## Step 4: Plan Your Architecture\n\n'	CODE
LOW⚡	…oding_development/opencode/src/nodejs/opencode-tool.ts	2039	context += '## Step 5: Only THEN Write Code\n\n'	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1501	context += "## Step 1: Identify Required Tools\n\n"	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1507	context += "## Step 2: Read and Understand Tool Implementations\n\n"	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1573	context += "## Step 4: Plan Your Architecture\n\n"	CODE
LOW⚡	…oding_development/opencode/src/python/opencode_tool.py	1583	context += "## Step 5: Only THEN Write Code\n\n"	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	1519	context += "## Step 3: Plan for Efficiency\n\n"	CODE
LOW	…native/podcast_generator_skill/src/actions/generate.ts	64	// Step 1: Research the topic using Grok	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	98	// Step 2: Generate podcast script using OpenRouter with structured output	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	187	// Step 3: Synthesize audio using ChatterboxONNX (batch processing!)	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	227	// Step 4: Merge all audio segments into final podcast	COMMENT
LOW	…native/podcast_generator_skill/src/actions/generate.ts	259	// Step 5: Return success	COMMENT

Unused Imports31 hits · 31 pts

Severity	File	Line	Context
LOW	tools/video_streaming/ffmpeg/__init__.py	1	CODE
LOW	tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py	1	CODE
LOW	tools/video_streaming/ytdlp/__init__.py	1	CODE
LOW	tools/video_streaming/ffprobe/__init__.py	1	CODE
LOW	tools/music_audio/chatterbox_onnx/__init__.py	1	CODE
LOW	tools/music_audio/assemblyai_audio/__init__.py	1	CODE
LOW	tools/music_audio/openai_audio/__init__.py	1	CODE
LOW	tools/music_audio/faster_whisper/__init__.py	1	CODE
LOW	tools/music_audio/qwen3_tts/__init__.py	1	CODE
LOW	tools/music_audio/qwen3_asr/__init__.py	1	CODE
LOW	…ls/music_audio/ultimate_vocal_remover_onnx/__init__.py	1	CODE
LOW	tools/music_audio/ecapa/__init__.py	1	CODE
LOW	tools/music_audio/elevenlabs_audio/__init__.py	1	CODE
LOW	tools/coding_development/opencode/__init__.py	1	CODE
LOW	tools/search_web/grok/__init__.py	1	CODE
LOW	tools/weather/openmeteo/__init__.py	1	CODE
LOW	tools/operating_system_control/shell/__init__.py	1	CODE
LOW	tools/communication/openrouter/__init__.py	1	CODE
LOW	tools/communication/inference/__init__.py	1	CODE
LOW	tools/communication/cerebras/__init__.py	1	CODE
LOW	bridges/python/src/sdk/tool_manager.py	1	CODE
LOW	tcp_server/src/lib/tts/api.py	8	CODE
LOW	tcp_server/src/lib/tts/api.py	9	CODE
LOW	tcp_server/src/lib/tts/modules.py	9	CODE
LOW	tcp_server/src/lib/tts/text/__init__.py	1	CODE
LOW	tcp_server/src/lib/tts/text/french.py	3	CODE
LOW	tcp_server/src/lib/tts/text/fr_phonemizer/fr_to_ipa.py	1	CODE
LOW	skills/native/akinator_skill/src/lib/__init__.py	1	CODE
LOW	skills/native/akinator_skill/src/lib/__init__.py	1	CODE
LOW	skills/native/akinator_skill/src/lib/__init__.py	2	CODE
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	31	CODE

Modern Structural Boilerplate28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	tools/video_streaming/ffmpeg/__init__.py	3	__all__ = ["FfmpegTool"]	CODE
LOW	tools/video_streaming/ytdlp/__init__.py	3	__all__ = ["YtdlpTool"]	CODE
LOW	tools/video_streaming/ffprobe/__init__.py	3	__all__ = ["FfprobeTool"]	CODE
LOW	tools/music_audio/chatterbox_onnx/__init__.py	3	__all__ = ["ChatterboxONNXTool"]	CODE
LOW	tools/music_audio/assemblyai_audio/__init__.py	3	__all__ = ["AssemblyAIAudioTool"]	CODE
LOW	tools/music_audio/openai_audio/__init__.py	3	__all__ = ["OpenAIAudioTool"]	CODE
LOW	tools/music_audio/faster_whisper/__init__.py	3	__all__ = ["FasterWhisperTool"]	CODE
LOW	tools/music_audio/qwen3_tts/__init__.py	3	__all__ = ["Qwen3TTSTool"]	CODE
LOW	tools/music_audio/qwen3_asr/__init__.py	3	__all__ = ["Qwen3ASRTool"]	CODE
LOW	…ls/music_audio/ultimate_vocal_remover_onnx/__init__.py	3	__all__ = ["UltimateVocalRemoverONNXTool"]	CODE
LOW	tools/music_audio/ecapa/__init__.py	3	__all__ = ["ECAPATool"]	CODE
LOW	tools/music_audio/elevenlabs_audio/__init__.py	3	__all__ = ["ElevenLabsAudioTool"]	CODE
LOW	tools/coding_development/opencode/__init__.py	3	__all__ = ["OpenCodeTool"]	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	125	def _setup_provider_auth(self, provider: str, api_key: str) -> None:	CODE
LOW	tools/search_web/grok/__init__.py	3	__all__ = ["GrokTool"]	CODE
LOW	tools/search_web/grok/src/python/grok_tool.py	65	def set_api_key(self, api_key: str) -> None:	CODE
LOW	tools/weather/openmeteo/__init__.py	3	__all__ = ["OpenMeteoTool"]	CODE
LOW	tools/operating_system_control/shell/__init__.py	3	__all__ = ["ShellTool"]	CODE
LOW	tools/communication/openrouter/__init__.py	3	__all__ = ["OpenRouterTool"]	CODE
LOW	…communication/openrouter/src/python/openrouter_tool.py	55	def set_api_key(self, api_key: str) -> None:	CODE
LOW	tools/communication/inference/__init__.py	3	__all__ = ["InferenceTool"]	CODE
LOW	tools/communication/cerebras/__init__.py	3	__all__ = ["CerebrasTool"]	CODE
LOW	…ols/communication/cerebras/src/python/cerebras_tool.py	63	def set_api_key(self, api_key: str) -> None:	CODE
LOW	tcp_server/src/main.py	68	def _set_library_paths(paths: list[str]) -> None:	CODE
LOW	tcp_server/src/lib/tts/attentions.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tcp_server/src/lib/tts/utils.py	14	logger = logging.getLogger(__name__)	CODE
LOW	skills/native/todo_list_skill/src/lib/memory.py	75	def update_todo_list(old_name: str, new_name: str) -> None:	CODE
LOW	skills/native/guess_the_number_skill/src/lib/memory.py	29	def set_counter(counter: int) -> None:	CODE

Self-Referential Comments6 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	…dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py	205	# Create a temporary JSON file for the tasks	COMMENT
MEDIUM	…er_onnx/src/python/ultimate_vocal_remover_onnx_tool.py	85	# Create a temporary JSON file for the tasks	COMMENT
MEDIUM	…oding_development/opencode/src/nodejs/opencode-tool.ts	715	guidelines += '## Creating a New Tool\n\n'	CODE
MEDIUM	…oding_development/opencode/src/nodejs/opencode-tool.ts	1791	context += '### Creating a New Toolkit Skill\n\n'	CODE
MEDIUM	…oding_development/opencode/src/python/opencode_tool.py	448	guidelines += "## Creating a New Tool\n\n"	CODE
MEDIUM	bridges/python/src/sdk/base_tool.py	1344	# Create a temporary extraction directory	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/core/unit/conversation-trace-persistence.spec.ts	190	expect(answerRuntime.POST_TURN_MAINTENANCE_QUEUE.enqueue.mock.calls.map(([label]) => label))	CODE

AI Structural Patterns9 hits · 9 pts

Severity	File	Line	Context
LOW	…ols/music_audio/qwen3_asr/src/python/qwen3_asr_tool.py	52	CODE
LOW	bridges/python/src/sdk/widget_component.py	76	CODE
LOW	tcp_server/src/lib/tts/transforms.py	100	CODE
LOW	tcp_server/src/lib/tts/split_utils.py	156	CODE
LOW	tcp_server/src/lib/tts/models.py	757	CODE
LOW	tcp_server/src/lib/tts/attentions.py	316	CODE
LOW	tcp_server/src/lib/tts/attentions.py	325	CODE
LOW	tcp_server/src/lib/tts/api.py	111	CODE
LOW	tcp_server/src/lib/tts/api.py	171	CODE

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py	13	DEFAULT_MAX_CHARS = 272 # Character limit to avoid hallucination	CODE
MEDIUM	server/src/core/llm-manager/llm-model-catalog.ts	183	* @see https://docs.celeris.ai/models Fast diffusion model for short agentic calls.	COMMENT
MEDIUM	…/native/search_web_toolkit_skill/src/actions/search.ts	66	// Deep research mode using agentic web search	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py	56	# Check if it's in a reasonable position (latter half)	COMMENT
LOW	…oding_development/opencode/src/python/opencode_tool.py	188	# Check if any meaningful words from toolkit match the skill description	COMMENT
LOW	bridges/python/src/sdk/base_tool.py	983	# Check if all resource files exist and are complete	COMMENT
LOW	bridges/python/src/sdk/base_tool.py	1155	# Check if this file matches the same binary name and platform but different version	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/data/en/answers.json	73	"Sure, let me know if you need anything else",	CODE
MEDIUM	core/data/en/answers.json	95	"I'm unable to locate the download URL for {{ binary_name }} binary.",	CODE
MEDIUM	core/data/en/answers.json	286	"I'm unable to locate the download URLs for {{ resource_name }} resource.",	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	config.sample.yml	101	# Enable Leon's autonomous pulse mechanism.	COMMENT
LOW	config.sample.yml	181	# enabled: false	COMMENT
LOW	server/src/core/tts/types.ts	1	import type LocalSynthesizer from '@/core/tts/synthesizers/local-synthesizer'	COMMENT
LOW	…p_server/src/lib/tts/text/fr_phonemizer/punctuation.py	161		COMMENT
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	1	#!/usr/bin/env python	COMMENT

AI Slop Vocabulary3 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/search_web/grok/src/python/grok_tool.py	330	prompt = f"""Conduct comprehensive research on: {topic}	CODE
LOW	bridges/python/src/sdk/base_tool.py	867	# For built-in commands like bash, just return the binary name	COMMENT
LOW	skills/native/speed_test_skill/src/lib/speedtest.py	185	# just use it and hope things go ok	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ls/native/skill_writer_skill/src/lib/skill-plan-llm.ts	400	elif guess < secret_number:	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ative/have_i_been_pwned_skill/src/settings.sample.json	3	"api_key": "YOUR_API_KEY"	CODE

Fake / Example Data2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	224	text: text(e, {_LEON_ITEM_TEXT_LIMIT}), label: (e.getAttribute('aria-label') \|\| e.getAttribute('placeholder') \|\|	CODE
LOW⚡	…_use/browser-use/src/nodejs/lib/browser-use-runtime.py	297	(e.getAttribute('aria-label') \|\| e.getAttribute('placeholder') \|\| '') === target.label) &&	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…oding_development/opencode/src/nodejs/opencode-tool.ts	769	guidelines += ' def my_method(self, param: str) -> str:\n'	CODE
LOW	…oding_development/opencode/src/python/opencode_tool.py	506	guidelines += " def my_method(self, param: str) -> str:\n"	CODE

leon-ai/leon

Open-Source Code Quality, Security and Technical Debt Review