3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

32.3K

Stars

Rust

Language

114.8K

Lines of Code

413

Files

274

Pattern Hits

2026-10-31

Scan Date

0.01

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 10.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 196 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 4.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 98 finding(s).

PR Review Velocity Impact 13.2/100 · LOW

Which changes need focused human review? 274 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 4MEDIUM 15LOW 255

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 274 distinct pattern matches across 14 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.

Over-Commented Block66 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src-tauri/Cargo.toml	21	# BUILD INSTRUCTIONS:	COMMENT
LOW	frontend/src-tauri/Cargo.toml	181	# Windows-specific dependencies	COMMENT
LOW	frontend/src-tauri/src/config.rs	1	/// Application configuration constants	COMMENT
LOW	frontend/src-tauri/src/console_utils/commands.rs	1	// Note: Tauri commands are defined in console_utils.rs to avoid duplicates	COMMENT
LOW	frontend/src-tauri/src/parakeet_engine/mod.rs	1	//! Parakeet (NVIDIA NeMo) speech recognition engine module.	COMMENT
LOW	frontend/src-tauri/src/database/models.rs	81	#[serde(rename = "openaiApiKey")]	COMMENT
LOW	frontend/src-tauri/src/database/models.rs	121	#[sqlx(rename = "elevenLabsApiKey")]	COMMENT
LOW	frontend/src-tauri/src/openrouter/commands.rs	1	// Note: Tauri commands are defined in openrouter.rs to avoid duplicates	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	41	/// True for the whole `stop_recording` tail (manager taken -> `recording-stopped`	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	161	/// Microphone" sends `None`, so `None` here means "use the system default",	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1261	// DEVICE MONITORING COMMANDS (AirPods/Bluetooth disconnect/reconnect support)	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1401	return Err("Recording manager gone during hot-swap".to_string());	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1461	DeviceEvent::DeviceListChanged => {	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1621	fallback_name	COMMENT
LOW	frontend/src-tauri/src/audio/audio_processing.rs	141	///	COMMENT
LOW	frontend/src-tauri/src/audio/audio_processing.rs	261	denoiser: *DenoiseState::new(),	COMMENT
LOW	frontend/src-tauri/src/audio/recording_manager.rs	21	}	COMMENT
LOW	frontend/src-tauri/src/audio/recording_manager.rs	41	// fallback) where the mic is technically capturing but no samples reach	COMMENT
LOW	frontend/src-tauri/src/audio/recording_manager.rs	121	wake_audio_connection_sync(&name)	COMMENT
LOW	frontend/src-tauri/src/audio/diagnostics.rs	1	// Audio Device Diagnostics	COMMENT
LOW	frontend/src-tauri/src/audio/device_detection.rs	1	// Cross-Platform Bluetooth Device Detection	COMMENT
LOW	frontend/src-tauri/src/audio/device_detection.rs	21	Bluetooth,	COMMENT
LOW	frontend/src-tauri/src/audio/device_detection.rs	381		COMMENT
LOW	frontend/src-tauri/src/audio/ffmpeg_mixer.rs	1	// FFmpeg-Style Adaptive Audio Mixer	COMMENT
LOW	frontend/src-tauri/src/audio/vad.rs	41	config.sample_rate = VAD_SAMPLE_RATE as usize;	COMMENT
LOW	frontend/src-tauri/src/audio/vad.rs	261	// Only log if state changed	COMMENT
LOW	frontend/src-tauri/src/audio/vad.rs	641		COMMENT
LOW	frontend/src-tauri/src/audio/pipeline.rs	601	// // Warn if microphone is completely silent	COMMENT
LOW	frontend/src-tauri/src/audio/pipeline.rs	741	// mid-sentence thought, and every pause longer than this becomes a segment	COMMENT
LOW	frontend/src-tauri/src/audio/permissions.rs	1	// macOS audio permissions handling	COMMENT
LOW	frontend/src-tauri/src/audio/capture/microphone.rs	1	// Microphone audio capture implementation	COMMENT
LOW	frontend/src-tauri/src/audio/transcription/provider.rs	41	#[derive(Debug, Clone)]	COMMENT
LOW	frontend/src-tauri/src/audio/devices/discovery.rs	101	///	COMMENT
LOW	frontend/src-tauri/src/audio/devices/speakers.rs	41	let device = host	COMMENT
LOW	…end/src-tauri/src/whisper_engine/_stderr_suppressor.rs	1	/// PERFORMANCE: Utility to suppress verbose C library logs (whisper.cpp, Metal, GGML)	COMMENT
LOW	…end/src-tauri/src/whisper_engine/_stderr_suppressor.rs	21		COMMENT
LOW	…end/src-tauri/src/whisper_engine/_stderr_suppressor.rs	41		COMMENT
LOW	…end/src-tauri/src/whisper_engine/_stderr_suppressor.rs	61	// Self {	COMMENT
LOW	…end/src-tauri/src/whisper_engine/_stderr_suppressor.rs	81	// }	COMMENT
LOW	frontend/src-tauri/src/api/commands.rs	1	// Commands are now directly in api.rs to avoid duplication	COMMENT
LOW	frontend/src-tauri/src/summary/service.rs	321	///	COMMENT
LOW	frontend/src-tauri/src/summary/mod.rs	1	/// Summary module - handles all meeting summary generation functionality	COMMENT
LOW	frontend/src-tauri/src/summary/llm_client.rs	241	/// Generates a summary using the specified LLM provider	COMMENT
LOW	frontend/src-tauri/src/summary/summary_engine/client.rs	121		COMMENT
LOW	frontend/src-tauri/src/summary/templates/mod.rs	1	//! Meeting summary template management	COMMENT
LOW	frontend/src-tauri/src/summary/templates/mod.rs	21	//! // Generate markdown structure	COMMENT
LOW	frontend/src-tauri/src/summary/templates/loader.rs	21	/// Returns the platform-specific application data directory for custom templates:	COMMENT
LOW	frontend/src-tauri/src/summary/templates/loader.rs	81		COMMENT
LOW	frontend/src-tauri/src/summary/templates/loader.rs	121	///	COMMENT
LOW	frontend/src/components/DeviceSelection.tsx	81	// SelectItem value form below), while enumeration returns raw device names —	COMMENT
LOW	backend/build-docker.sh	1	#!/bin/bash	COMMENT
LOW	backend/whisper-custom/server/httplib.h	1	//	COMMENT
LOW	backend/whisper-custom/server/httplib.h	21	#ifndef CPPHTTPLIB_KEEPALIVE_MAX_COUNT	COMMENT
LOW	backend/whisper-custom/server/httplib.h	41	#ifndef CPPHTTPLIB_WRITE_TIMEOUT_SECOND	COMMENT
LOW	backend/whisper-custom/server/httplib.h	61	#ifndef CPPHTTPLIB_REQUEST_URI_MAX_LENGTH	COMMENT
LOW	backend/whisper-custom/server/httplib.h	81	#ifndef CPPHTTPLIB_FORM_URL_ENCODED_PAYLOAD_MAX_LENGTH	COMMENT
LOW	backend/whisper-custom/server/httplib.h	101	: 0))	COMMENT
LOW	backend/whisper-custom/server/httplib.h	121	#ifndef _CRT_SECURE_NO_WARNINGS	COMMENT
LOW	backend/whisper-custom/server/httplib.h	141	#endif // _MSC_VER	COMMENT
LOW	backend/whisper-custom/server/httplib.h	161	#endif	COMMENT
6 more matches not shown…

Redundant / Tautological Comments41 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	backend/clean_start_backend.sh	71	# Check if required directories and files exist	COMMENT
LOW	backend/clean_start_backend.sh	180	# Check if the model is valid	COMMENT
LOW	backend/clean_start_backend.sh	188	# Check if the modelname exists in directory	COMMENT
LOW	backend/clean_start_backend.sh	215	# Check if port is valid 4 numbers that is already not in use and is not part of standard ports	COMMENT
LOW	backend/clean_start_backend.sh	268	# Check if required Python packages are installed	COMMENT
LOW	backend/clean_start_backend.sh	282	# Check if the port is actually listening	COMMENT
LOW	backend/run-docker.sh	442	# Check if services are actually running	COMMENT
LOW	backend/run-docker.sh	467	# Check if services are running to determine valid options	COMMENT
LOW	backend/run-docker.sh	604	# Check if it's a number	COMMENT
LOW	backend/run-docker.sh	614	# Check if it's a valid model name	COMMENT
LOW	backend/run-docker.sh	689	# Check if it's a direct language code	COMMENT
LOW	backend/run-docker.sh	809	# Check if it's a valid SQLite database	COMMENT
LOW	backend/run-docker.sh	1095	# Check if we should run interactive mode and handle preferences	COMMENT
LOW	backend/run-docker.sh	1183	# Check if sqlite3 is available for database operations	COMMENT
LOW	backend/run-docker.sh	1372	# Check if images exist, build if needed	COMMENT
LOW	backend/run-docker.sh	1380	# Check if both images exist	COMMENT
LOW	backend/run-docker.sh	1471	# Check if model file exists and is not empty in the whisper container	COMMENT
LOW	backend/run-docker.sh	1517	# Check if whisper server is responding	COMMENT
LOW	backend/run-docker.sh	1523	# Check if meeting app is responding	COMMENT
LOW	backend/run-docker.sh	1661	# Set MODEL_NAME to suppress warnings	COMMENT
LOW	backend/setup-db.sh	84	# Check if it's a valid SQLite database	COMMENT
LOW	backend/setup-db.sh	341	# Check if sqlite3 is available for database operations	COMMENT
LOW	backend/build-docker.sh	155	# Check if buildx builder exists	COMMENT
LOW	backend/build-docker.sh	301	# Check if building for multiple platforms	COMMENT
LOW	backend/build_whisper.sh	157	# Check if the model is valid	COMMENT
LOW	backend/build_whisper.sh	164	# Check if the modelname exists in directory	COMMENT
LOW	backend/build_whisper.sh	230	# Check if package directory already exists	COMMENT
LOW	backend/set_env.sh	27	# Check if key needs to be updated	COMMENT
LOW	backend/docker/entrypoint.sh	215	# Check if model exists	COMMENT
LOW	backend/app/db.py	369	# Check if meeting exists	COMMENT
LOW	backend/app/db.py	490	# Check if meeting exists before deletion	COMMENT
LOW	backend/app/db.py	552	# Check if the configuration already exists	COMMENT
LOW	backend/app/db.py	601	# Check if settings row exists	COMMENT
LOW	backend/app/db.py	672	# Check if the configuration already exists	COMMENT
LOW	backend/app/db.py	722	# Check if transcript settings row exists	COMMENT
LOW	backend/app/db.py	885	# Check if the meeting exists	COMMENT
LOW	backend/app/schema_validator.py	97	# Check if table exists	COMMENT
LOW	backend/app/transcript_processor.py	202	# Check if response is already a SummaryResponse object or a string that needs validation	STRING
LOW⚡	backend/app/main.py	229	# Check if API key is available for cloud providers	COMMENT
LOW	.github/workflows/release.yml	36	# Check if base version tag exists	COMMENT
LOW	.github/workflows/pr-main-check.yml	45	# Check if version matches semantic versioning pattern	COMMENT

Excessive Try-Catch Wrapping65 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/src-tauri/check_screen_permission.swift	15	print("Error: \(error)")	CODE
MEDIUM⚡	backend/debug_cors.py	37	print(f"Error Response: {response.text}")	CODE
LOW⚡	backend/debug_cors.py	39	except Exception as e:	CODE
MEDIUM⚡	backend/debug_cors.py	40	print(f"Error: {str(e)}")	CODE
LOW	backend/app/db.py	39	except Exception as e:	CODE
LOW	backend/app/db.py	200	except Exception as e:	CODE
LOW	backend/app/db.py	205	except Exception as e:	CODE
LOW	backend/app/db.py	274	except Exception as e:	CODE
LOW	backend/app/db.py	279	except Exception as e:	CODE
LOW	backend/app/db.py	521	except Exception as e:	CODE
LOW	backend/app/db.py	526	except Exception as e:	CODE
LOW	backend/app/db.py	320	except Exception as e:	STRING
LOW	backend/app/db.py	325	except Exception as e:	STRING
LOW	backend/app/db.py	385	except Exception as e:	STRING
LOW	backend/app/db.py	408	except Exception as e:	STRING
LOW	backend/app/db.py	450	except Exception as e:	STRING
LOW	backend/app/db.py	572	except Exception as e:	STRING
LOW	backend/app/db.py	577	except Exception as e:	STRING
LOW	backend/app/db.py	618	except Exception as e:	STRING
LOW	backend/app/db.py	623	except Exception as e:	STRING
LOW	backend/app/db.py	692	except Exception as e:	STRING
LOW	backend/app/db.py	697	except Exception as e:	STRING
LOW	backend/app/db.py	739	except Exception as e:	STRING
LOW	backend/app/db.py	744	except Exception as e:	STRING
LOW	backend/app/db.py	859	except Exception as e:	STRING
LOW	backend/app/db.py	908	except Exception as e:	STRING
LOW	backend/app/schema_validator.py	26	except Exception as e:	CODE
LOW	backend/app/schema_validator.py	125	except Exception as e:	CODE
LOW	backend/app/transcript_processor.py	225	except Exception as chunk_error:	STRING
LOW	backend/app/transcript_processor.py	231	except Exception as e:	STRING
LOW	backend/app/transcript_processor.py	275	except Exception as e:	STRING
LOW	backend/app/transcript_processor.py	281	except Exception as e:	STRING
LOW	backend/app/transcript_processor.py	306	except Exception as client_error:	CODE
LOW	backend/app/transcript_processor.py	311	except Exception as e:	CODE
MEDIUM	backend/app/main.py	112	def __init__(self):	CODE
LOW⚡	backend/app/main.py	215	except Exception as e:	CODE
LOW⚡	backend/app/main.py	318	except Exception as db_e:	CODE
LOW⚡	backend/app/main.py	320	except Exception as e:	CODE
LOW⚡	backend/app/main.py	326	except Exception as db_e:	CODE
LOW	backend/app/main.py	119	except Exception as e:	CODE
LOW	backend/app/main.py	154	except Exception as e:	CODE
LOW	backend/app/main.py	165	except Exception as e:	CODE
LOW	backend/app/main.py	178	except Exception as e:	CODE
LOW	backend/app/main.py	192	except Exception as e:	CODE
LOW	backend/app/main.py	202	except Exception as e:	CODE
LOW	backend/app/main.py	296	except Exception as e:	CODE
LOW	backend/app/main.py	364	except Exception as e:	CODE
LOW	backend/app/main.py	406	except Exception as e:	CODE
LOW	backend/app/main.py	496	except Exception as e:	CODE
LOW	backend/app/main.py	546	except Exception as e:	CODE
LOW	backend/app/main.py	593	except Exception as e:	CODE
LOW	backend/app/main.py	600	except Exception as e:	CODE
LOW	backend/app/main.py	616	except Exception as e:	CODE
LOW	backend/app/main.py	629	except Exception as e:	CODE
LOW	backend/app/main.py	640	except Exception as e:	CODE
LOW	backend/examples/run_summary_workflow.py	168	except Exception as e:	CODE
LOW	scripts/inject_transcript.py	173	except Exception as e:	STRING
MEDIUM⚡	scripts/inject_transcript.py	283	print(f"Error: Database not found at {db_path}", file=sys.stderr)	STRING
MEDIUM⚡	scripts/inject_transcript.py	290	print(f"Error: CSV file not found at {csv_path}", file=sys.stderr)	STRING
MEDIUM⚡	scripts/inject_transcript.py	298	print(f"Error: Invalid timestamp format: {args.created_at}", file=sys.stderr)	STRING
5 more matches not shown…

Structural Annotation Overuse30 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src-tauri/src/onboarding.rs	178	// Step 1: Save model configuration to SQLite database FIRST	COMMENT
LOW	frontend/src-tauri/src/onboarding.rs	205	// Step 2: Only NOW mark onboarding as complete (after DB operations succeed)	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	700	// Step 1: Stop audio capture immediately (no more new chunks) with proper error handling	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	747	// Step 2: Signal transcription workers to finish processing ALL queued chunks	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	813	// Step 3: Now safely unload Whisper model after ALL chunks are processed	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1005	// Step 4: Finalize recording state and cleanup resources safely	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1072	// Step 5: Complete shutdown	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	125	// Step 1: Clean repetitive text (most expensive operation)	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	128	// Step 2: Remove common transcription artifacts	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	131	// Step 3: Normalize whitespace and punctuation	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	134	// Step 4: Apply contextual improvements (if not partial)	COMMENT
LOW	frontend/src-tauri/src/audio/decoder.rs	54	// Step 1: Convert to mono if needed	COMMENT
LOW	frontend/src-tauri/src/audio/decoder.rs	70	// Step 2: Resample to 16kHz if needed	COMMENT
LOW	frontend/src-tauri/src/audio/import.rs	1255	// Step 1: Decode	COMMENT
LOW⚡	frontend/src-tauri/src/audio/import.rs	1267	// Step 2: Resample to 16kHz mono	COMMENT
LOW⚡	frontend/src-tauri/src/audio/import.rs	1272	// Step 3: Run VAD with both redemption times and compare	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	35	// Step 1: Welcome - Introduce Meetily features	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	36	// Step 2: Setup Overview - Database initialization + show recommended downloads	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	37	// Step 3: Download Progress - Download Parakeet + Summary Model (auto-selected based on platform/RAM)	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	38	// Step 4: Permissions - Request mic + system audio (macOS only)	COMMENT
LOW	docs/building_in_linux.md	84	#### Step 1: Install CUDA Toolkit	COMMENT
LOW	docs/building_in_linux.md	95	#### Step 2: Build with CUDA	COMMENT
LOW	docs/building_in_linux.md	128	#### Step 1: Install Vulkan SDK and BLAS	COMMENT
LOW	docs/building_in_linux.md	141	#### Step 2: Configure Environment	COMMENT
LOW	docs/building_in_linux.md	152	#### Step 3: Build	COMMENT
LOW	docs/BUILDING.md	113	##### Step 1: Install CUDA Toolkit	COMMENT
LOW	docs/BUILDING.md	124	##### Step 2: Build with CUDA	COMMENT
LOW	docs/BUILDING.md	157	##### Step 1: Install Vulkan SDK and BLAS	COMMENT
LOW	docs/BUILDING.md	170	##### Step 2: Configure Environment	COMMENT
LOW	docs/BUILDING.md	181	##### Step 3: Build	COMMENT

Verbosity Indicators20 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src-tauri/src/onboarding.rs	178	// Step 1: Save model configuration to SQLite database FIRST	COMMENT
LOW	frontend/src-tauri/src/onboarding.rs	205	// Step 2: Only NOW mark onboarding as complete (after DB operations succeed)	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	700	// Step 1: Stop audio capture immediately (no more new chunks) with proper error handling	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	747	// Step 2: Signal transcription workers to finish processing ALL queued chunks	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	813	// Step 3: Now safely unload Whisper model after ALL chunks are processed	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1005	// Step 4: Finalize recording state and cleanup resources safely	COMMENT
LOW	frontend/src-tauri/src/audio/recording_commands.rs	1072	// Step 5: Complete shutdown	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	125	// Step 1: Clean repetitive text (most expensive operation)	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	128	// Step 2: Remove common transcription artifacts	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	131	// Step 3: Normalize whitespace and punctuation	COMMENT
LOW⚡	frontend/src-tauri/src/audio/post_processor.rs	134	// Step 4: Apply contextual improvements (if not partial)	COMMENT
LOW	frontend/src-tauri/src/audio/decoder.rs	54	// Step 1: Convert to mono if needed	COMMENT
LOW	frontend/src-tauri/src/audio/decoder.rs	70	// Step 2: Resample to 16kHz if needed	COMMENT
LOW	frontend/src-tauri/src/audio/import.rs	1255	// Step 1: Decode	COMMENT
LOW⚡	frontend/src-tauri/src/audio/import.rs	1267	// Step 2: Resample to 16kHz mono	COMMENT
LOW⚡	frontend/src-tauri/src/audio/import.rs	1272	// Step 3: Run VAD with both redemption times and compare	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	35	// Step 1: Welcome - Introduce Meetily features	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	36	// Step 2: Setup Overview - Database initialization + show recommended downloads	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	37	// Step 3: Download Progress - Download Parakeet + Summary Model (auto-selected based on platform/RAM)	COMMENT
LOW⚡	frontend/src/components/onboarding/OnboardingFlow.tsx	38	// Step 4: Permissions - Request mic + system audio (macOS only)	COMMENT

Hyper-Verbose Identifiers23 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	frontend/tests/lib/summary-language-preferences.test.js	33	function installFailingLocalStorage() {	CODE
LOW	…ntend/src/contexts/RecordingPostProcessingProvider.tsx	20	export function RecordingPostProcessingProvider({ children }: { children: React.ReactNode }) {	CODE
LOW	frontend/src/constants/audioFormats.ts	39	export function getAudioFormatsDisplayList(): string {	CODE
LOW	…ontend/src/components/shared/DownloadProgressToast.tsx	348	export function DownloadProgressToastProvider() {	CODE
LOW	…omponents/MeetingDetails/SummaryUpdaterButtonGroup.tsx	15	export function SummaryUpdaterButtonGroup({	CODE
LOW	…ponents/MeetingDetails/SummaryGeneratorButtonGroup.tsx	41	export function SummaryGeneratorButtonGroup({	CODE
LOW	frontend/src/hooks/usePaginatedTranscripts.ts	33	function convertTranscriptsToSegments(transcripts: Transcript[]): TranscriptSegmentData[] {	CODE
LOW	frontend/src/hooks/usePlatform.ts	15	function detectPlatformFromUserAgent(): Platform {	CODE
LOW	frontend/src/lib/recordingNotification.tsx	13	export async function showRecordingNotification(): Promise<void> {	CODE
LOW	frontend/src/lib/utils.ts	13	export function isOllamaNotInstalledError(errorMessage: string): boolean {	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	33	export function readPinnedSummaryLanguageDefault(): string \| null {	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	42	export function writePinnedSummaryLanguageDefault(value: string \| null): void {	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	83	function normalisePreferenceResponse(	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	99	export async function readMeetingSummaryLanguage(	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	119	export async function saveMeetingSummaryLanguage(	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	148	export async function applyPinnedSummaryLanguageToMeeting(meetingId: string): Promise<string \| null> {	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	157	export async function readCachedDetectedSummaryLanguage(meetingId: string): Promise<string \| null> {	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	173	export async function saveCachedDetectedSummaryLanguage(	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	200	export async function detectTranscriptSummaryLanguage(	CODE
LOW	frontend/src/lib/summary-language-preferences.ts	214	export async function detectAndCacheSummaryLanguage(	CODE
LOW	frontend/src/lib/onboarding-summary-model.ts	19	export function resolveOnboardingSummaryModelStatus({	CODE
LOW	frontend/src/lib/onboarding-summary-model.ts	40	export function formatSummaryModelSizeLabelFromMb(sizeMb: number): string {	CODE
LOW⚡	backend/app/main.py	219	async def process_transcript_background(process_id: str, transcript: TranscriptRequest, custom_prompt: str):	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/db.py	65	except sqlite3.OperationalError:	CODE
HIGH	backend/app/db.py	88	except sqlite3.OperationalError:	CODE
HIGH	backend/app/db.py	92	except sqlite3.OperationalError:	CODE
HIGH	backend/app/db.py	96	except sqlite3.OperationalError:	CODE

Self-Referential Comments4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/run-docker.sh	86	# Create an empty database file with proper permissions	COMMENT
MEDIUM	backend/run-docker.sh	1855	# Create a temporary file for download	COMMENT
MEDIUM	backend/app/transcript_processor.py	257	# Create a client and track it for cleanup	STRING
MEDIUM	.github/workflows/build-windows.yml	286	# Create a minimal test executable using dotnet	COMMENT

Deep Nesting11 hits · 8 pts

Severity	File	Line	Context
LOW	backend/app/db.py	211	CODE
LOW	backend/app/db.py	582	CODE
LOW	backend/app/db.py	627	CODE
LOW	backend/app/db.py	701	CODE
LOW	backend/app/db.py	749	CODE
LOW	backend/app/db.py	863	CODE
LOW	backend/app/transcript_processor.py	87	CODE
LOW	backend/app/transcript_processor.py	289	CODE
LOW	backend/app/main.py	219	CODE
LOW	backend/app/main.py	369	CODE
LOW	backend/examples/run_summary_workflow.py	69	CODE

Modern Structural Boilerplate5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/db.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/schema_validator.py	5	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/transcript_processor.py	28	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/main.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/examples/run_summary_workflow.py	20	logger = logging.getLogger(__name__)	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/src-tauri/Cargo.toml	22	# ===================	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/src-tauri/src/audio_v2/compatibility.rs	3	//! This module provides a bridge that allows seamless switching between	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/schema_validator.py	3		CODE
LOW	backend/app/main.py	11		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/app/notes/[id]/page.tsx	36	attendees: ['John Doe', 'Jane Smith', 'Mike Johnson'],	CODE

Zackriya-Solutions/meetily

Open-Source Code Quality, Security and Technical Debt Review