2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

5.1K

Stars

Swift

Language

126.4K

Lines of Code

460

Files

156

Pattern Hits

2026-10-31

Scan Date

0.00

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 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 86 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 6.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 76 finding(s).

PR Review Velocity Impact 11.4/100 · LOW

Which changes need focused human review? 156 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 1MEDIUM 72LOW 83

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 156 distinct pattern matches across 10 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.

Decorative Section Separators46 hits · 124 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.github/workflows/release.yml	187	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	189	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	217	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	219	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	229	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	231	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	240	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	242	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	249	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	251	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	307	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	309	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	317	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	319	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	411	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	413	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	422	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	424	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	46	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	48	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	63	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	65	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	81	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	83	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	161	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	163	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	263	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	265	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	279	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	281	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	346	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	348	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	391	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	393	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	442	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	444	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	491	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	493	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	532	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	534	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	568	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	570	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	648	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	650	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	684	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	686	# ─────────────────────────────────────────────────────────────────	COMMENT

Over-Commented Block58 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	DynamicIsland/ContentView.swift	1021	.onDisappear {	COMMENT
LOW	DynamicIsland/MediaControllers/TidalController.swift	141	}	COMMENT
LOW	DynamicIsland/MediaControllers/TidalController.swift	161	/// it. Reading a menu this way does not open it on screen.	COMMENT
LOW	DynamicIsland/MediaControllers/TidalController.swift	181	// a real click via postToPid changes nothing	COMMENT
LOW	…amicIsland/MediaControllers/NowPlayingController.swift	361	// time as played, and every pause pushes the estimate further ahead --	COMMENT
LOW	…amicIsland/MediaControllers/AppleMusicController.swift	401	}	COMMENT
LOW	DynamicIsland/MediaControllers/CiderTokenStore.swift	1	//	COMMENT
LOW	…cIsland/MediaControllers/MediaControllerProtocol.swift	41	// MARK: - Favouriting	COMMENT
LOW	…/YouTube Music Controller/YouTubeMusicController.swift	501	}	COMMENT
LOW	DynamicIsland/managers/MenuBarLayout.swift	1	//	COMMENT
LOW	DynamicIsland/managers/MenuBarLayout.swift	21	///	COMMENT
LOW	DynamicIsland/managers/SystemMediaControllers.swift	101	/// bottom and stayed there. Holding the last known level makes a failed	COMMENT
LOW	DynamicIsland/managers/MusicManager.swift	1081	// reason. This is a published property that several views read, so an	COMMENT
LOW	DynamicIsland/managers/MusicManager.swift	2041	// Compared before assigning: this runs on every sync tick, and writing an	COMMENT
LOW	DynamicIsland/managers/MusicManager.swift	2101	}	COMMENT
LOW	DynamicIsland/managers/SystemChangesObserver.swift	21	import Defaults	COMMENT
LOW	DynamicIsland/managers/SystemChangesObserver.swift	41	///	COMMENT
LOW	…and/managers/LockScreenLiveActivityWindowManager.swift	61	/// Rounds the notch up to whole points.	COMMENT
LOW	DynamicIsland/managers/LyricsMetadata.swift	81	album: String,	COMMENT
LOW	DynamicIsland/managers/LyricsMetadata.swift	141		COMMENT
LOW	DynamicIsland/managers/TerminalManager.swift	21	import Foundation	COMMENT
LOW	DynamicIsland/managers/TerminalManager.swift	41	/// (recorded during the transient removal) but the child kept its previous	COMMENT
LOW	DynamicIsland/managers/TerminalManager.swift	121	}	COMMENT
LOW	DynamicIsland/managers/BluetoothAudioManager.swift	141	// `ContentView.body` while this initialiser is still running. That body	COMMENT
LOW	DynamicIsland/managers/BluetoothAudioManager.swift	2801	}	COMMENT
LOW	DynamicIsland/managers/BluetoothAudioManager.swift	2841	Bundle.main.url(	COMMENT
LOW	DynamicIsland/managers/BluetoothAudioManager.swift	2861	private static let leadingAtomTypes: Set<String> = ["ftyp", "moov", "mdat", "free", "skip", "wide", "pnot"]	COMMENT
LOW	DynamicIsland/managers/DownloadManager.swift	21	import Observation	COMMENT
LOW	DynamicIsland/managers/DownloadManager.swift	41		COMMENT
LOW	DynamicIsland/managers/DownloadManager.swift	101	/// when sampling stopped could land after the next download had started	COMMENT
LOW	DynamicIsland/managers/DownloadManager.swift	301	/// The rate since an earlier reading, or nil when the pair cannot carry	COMMENT
LOW	DynamicIsland/managers/SystemHUDManager.swift	321	// so what was handed over before this restart says nothing about what	COMMENT
LOW	DynamicIsland/managers/PerAppVolumeManager.swift	41	/// A tap is only created for an app whose level actually differs from the	COMMENT
LOW	DynamicIsland/managers/LLMUsage/ModelPricing.swift	21	/// Utility to resolve LLM model pricing dynamically	COMMENT
LOW	DynamicIsland/models/Constants.swift	1241		COMMENT
LOW	DynamicIsland/models/Constants.swift	1561	///	COMMENT
LOW	DynamicIsland/sizing/matters.swift	241	outerBottom = active.closed.bottom	COMMENT
LOW	DynamicIsland/components/Notch/LikeTrackControl.swift	21	*/	COMMENT
LOW	DynamicIsland/components/Notch/LikeTrackControl.swift	61	/// (`HoverButton`, a private `controlButton`, …) so on-screen appearance and	COMMENT
LOW	DynamicIsland/components/Notch/NotchHomeView.swift	1441	}	COMMENT
LOW	…and/components/Music/LiveStreamProgressIndicator.swift	21	/// The stand-in for a progress bar on a stream that has no position to show.	COMMENT
LOW	DynamicIsland/components/Music/SyncedLyricsList.swift	1	//	COMMENT
LOW	DynamicIsland/components/Music/SkipTrackGlyph.swift	41		COMMENT
LOW	…land/components/Settings/MediaSourceCapabilities.swift	1	//	COMMENT
LOW	DynamicIsland/components/Settings/SettingsView.swift	7041	isTimerDragging = false	COMMENT
LOW	…Island/components/Calendar/DynamicIslandCalendar.swift	61	// MARK: - Compact all-day events strip	COMMENT
LOW	DynamicIsland/components/LockScreen/LyricSweep.swift	81	/// order instead of wiping straight across the block.	COMMENT
LOW	…sland/components/LockScreen/LockScreenMusicPanel.swift	161	}	COMMENT
LOW	…sland/components/LockScreen/LockScreenMusicPanel.swift	181	private var controlIconSize: CGFloat { isExpanded ? 26 : 18 }	COMMENT
LOW	…sland/components/LockScreen/LockScreenMusicPanel.swift	201	//	COMMENT
LOW	…/components/Shelf/ViewModels/ShelfStateViewModel.swift	141	/// leaving `cachedPath` pointing at the old location would make dedup treat	COMMENT
LOW	DynamicIsland/components/Shelf/Models/ShelfItem.swift	301	return "link"	COMMENT
LOW	…components/Shelf/Views/ShelfMarqueeSelectionView.swift	21		COMMENT
LOW	…namicIsland/components/Shelf/Views/ShelfItemView.swift	481	/// path every item dropped or backfilled since launch has. Only when that	COMMENT
LOW	DynamicIsland/audio/AudioTap.swift	181	// AirPods/Bluetooth output + Spotify don't mix: process-tapping Spotify into our	COMMENT
LOW	DynamicIsland/audio/PerAppVolume/AppVolumeTap.swift	101		COMMENT
LOW	DynamicIsland/helpers/LiquidGlassBackground.swift	141	return LiquidGlassVariant(rawValue: clamped) ?? .defaultVariant	COMMENT
LOW	…micIsland/services/Extensions/ExtensionRPCServer.swift	21	import Defaults	COMMENT

Excessive Try-Catch Wrapping23 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	…amicIsland/MediaControllers/NowPlayingController.swift	577	print("Error processing JSON stream: \(error)")	CODE
MEDIUM	…amicIsland/MediaControllers/NowPlayingController.swift	630	print("Error closing pipe handler: \(error)")	CODE
MEDIUM	DynamicIsland/managers/MusicManager.swift	1738	print("Error: appBundleIdentifier is nil")	CODE
MEDIUM⚡	DynamicIsland/utils/SMC.swift	174	print("Error IOServiceGetMatchingServices(): " + (String(cString: mach_error_string(result), encoding: Strin	CODE
MEDIUM⚡	DynamicIsland/utils/SMC.swift	181	print("Error IOIteratorNext(): " + (String(cString: mach_error_string(result), encoding: String.Encoding.asc	CODE
MEDIUM⚡	DynamicIsland/utils/SMC.swift	188	print("Error IOServiceOpen(): " + (String(cString: mach_error_string(result), encoding: String.Encoding.asci	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	210	print("Error read(\(key)): " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii)	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	281	print("Error read(): " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii) ?? "un	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	368	print("Error read fan mode: " + (String(cString: mach_error_string(result), encoding: String.Encoding.as	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	381	print("Error write: " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii) ??	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	416	print("Error read fan mode: " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii)	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	429	print("Error write: " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii) ?? "unk	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	447	print("Error read fan value: " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	466	print("Error write: " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii) ?? "unk	CODE
MEDIUM	DynamicIsland/utils/SMC.swift	477	print("Error write: " + (String(cString: mach_error_string(result), encoding: String.Encoding.ascii) ?? "unk	CODE
MEDIUM	DynamicIsland/models/EventModel.swift	206	print("Error launching Notion Calendar: \(error.localizedDescription)")	CODE
MEDIUM	…amicIsland/extensions/NSItemProvider+LoadHelpers.swift	53	print("Error loading data for type \(UTType.data.identifier): \(error.localizedDescription)")	CODE
MEDIUM	…amicIsland/extensions/NSItemProvider+LoadHelpers.swift	72	print("Error: \(error.localizedDescription)")	CODE
MEDIUM	DynamicIsland/components/DynamicIslandSystemTiles.swift	75	print("Error: \(error)")	STRING
MEDIUM	…nents/Shelf/Services/TemporaryFileStorageService.swift	69	print("Error: \(error.localizedDescription)")	CODE
MEDIUM	…nents/Shelf/Services/TemporaryFileStorageService.swift	90	print("Error: \(error)")	CODE
MEDIUM	…nents/Shelf/Services/TemporaryFileStorageService.swift	109	print("Error: \(error)")	CODE
MEDIUM	…nents/Shelf/Services/TemporaryFileStorageService.swift	129	print("Error: \(error)")	CODE

Verbosity Indicators7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	DynamicIsland/managers/ClipboardManager.swift	579	// Step 1: Check what types are available	COMMENT
LOW⚡	DynamicIsland/managers/ClipboardManager.swift	586	// Step 2: Smart detection based on context	COMMENT
LOW	DynamicIsland/extensions/NSImage+Extensions.swift	209	// Step 1: Downsample the image	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	317	// Step 2: Ignore boring pixels	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	322	// Step 3: Weighted color extraction	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	354	// Step 4: Improve primary color	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	361	// Step 5: Better secondary color	COMMENT

Structural Annotation Overuse7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	DynamicIsland/managers/ClipboardManager.swift	579	// Step 1: Check what types are available	COMMENT
LOW⚡	DynamicIsland/managers/ClipboardManager.swift	586	// Step 2: Smart detection based on context	COMMENT
LOW	DynamicIsland/extensions/NSImage+Extensions.swift	209	// Step 1: Downsample the image	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	317	// Step 2: Ignore boring pixels	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	322	// Step 3: Weighted color extraction	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	354	// Step 4: Improve primary color	COMMENT
LOW⚡	DynamicIsland/extensions/NSImage+Extensions.swift	361	// Step 5: Better secondary color	COMMENT

Hyper-Verbose Identifiers7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_privacy_configuration.py	14	def test_camera_capture_is_explicitly_entitled(self):	CODE
LOW⚡	tests/test_privacy_configuration.py	19	def test_notes_sync_is_authorized_for_apple_events(self):	CODE
LOW⚡	tests/test_privacy_configuration.py	29	def test_automation_usage_text_names_notes(self):	CODE
LOW⚡	tests/test_privacy_configuration.py	39	def test_full_access_reminder_api_has_matching_usage_text(self):	CODE
LOW⚡	tests/test_privacy_configuration.py	47	def test_release_resigning_preserves_archived_entitlements(self):	CODE
LOW	tests/test_privacy_configuration.py	72	def test_ci_checks_the_privacy_configuration(self):	CODE
LOW	tests/test_timer_lifecycle.py	12	def test_replacement_session_invalidates_delayed_cleanup_token(self):	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	mediaremote-adapter/mediaremote-adapter.pl	3	# This file is licensed under the BSD 3-Clause License.	COMMENT
MEDIUM⚡	.github/workflows/release.yml	196	# Create a temporary keychain	COMMENT
MEDIUM	.github/workflows/release.yml	470	# Create a staging folder with just the DMG	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	DynamicIsland/components/Notch/NotchNotesView.swift	1029	.padding(.bottom, 20) // Moved higher as requested	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/validate-changelog.yml	49	# Check if the category has any entries (lines starting with -)	COMMENT
LOW	.github/workflows/nightly-merge.yml	41	# Check if dev has any commits ahead of nightly	COMMENT
LOW	.github/workflows/nightly-merge.yml	73	# Check if a conflict PR already exists	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	DynamicIsland/components/Settings/SettingsView.swift	328	SettingsSearchEntry(tab: .media, title: "Auto-hide inactive notch media player", keywords: ["auto hide", "inacti	CODE

Ebullioscopic/Atoll

Open-Source Code Quality, Security and Technical Debt Review