1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

32.0K

Stars

Swift

Language

438.7K

Lines of Code

1.0K

Files

392

Pattern Hits

2026-10-31

Scan Date

0.06

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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 332 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.8/100 · LOW

Are imports declared and package/API names verified? 60 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 392 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 58MEDIUM 0LOW 334

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 392 distinct pattern matches across 5 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 Block330 hits · 330 pts

Severity	File	Line	Snippet	Context
LOW	Tools/uninstall.sh	141	if (( detached )); then	COMMENT
LOW	Tools/setup-signing.sh	1	#!/bin/zsh	COMMENT
LOW	Tools/MakeIcon.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Tools/notarize.sh	1	#!/bin/zsh	COMMENT
LOW	Tests/FeatureCatalogTests.swift	2781		COMMENT
LOW	Tests/NotchSettingsChoiceTests.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Tests/AgentUsageReadTests.swift	121	#"{"type":"token_usage_record","timestamp":\#(timestamp),"payload":{"response_id":"r","usage":{"input_to	COMMENT
LOW	Tests/NetworkFeatureTests.swift	261	suite.expect(sessionTimedOut.timedOut && sessionTimedOut.status == -1	COMMENT
LOW	.github/workflows/issue-fix-status.yml	1	name: Issue fix status	COMMENT
LOW	.github/workflows/issue-fix-status.yml	21	# keyword request, before it merges	COMMENT
LOW	.github/workflows/issue-fix-status.yml	41	# when they merged. The label only says where the change is, and the release	COMMENT
LOW	.github/workflows/issue-fix-status.yml	61	# long-lived index has no reporter waiting on a build, and a pull request that	COMMENT
LOW	Sources/HIDEventSystem/include/HIDEventSystem.h	1	#include <IOKit/hid/IOHIDUsageTables.h>	COMMENT
LOW	Sources/NowPlayingAdapter/NowPlayingAdapter.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/NonModalAlert.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/PermissionGuideOverlay.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/SharedUI.swift	141	.frame(maxWidth: .infinity, alignment: .leading)	COMMENT
LOW	Sources/Vorssaint/UI/PlainTextEditor.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/PlainTextEditor.swift	41	/// against one version of the text is undefined behavior to read back	COMMENT
LOW	Sources/Vorssaint/UI/Settings/SettingsView.swift	1121	/// tap, so the switcher hands ⌘Tab back to macOS for as long as it lasts and	COMMENT
LOW	Sources/Vorssaint/UI/Settings/AppBundleList.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/Switcher/ScrollingTitle.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/CommandBar/CommandBarView.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/Recorder/RecorderZoomLane.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/UI/Shelf/ShelfTilesView.swift	141	Self.rebuildTiles(scroll: scroll, items: items, selection: selection, expandedBatches: expandedBatches,	COMMENT
LOW	Sources/Vorssaint/UI/Shelf/ShelfTooltipPopover.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/AlertSoundStrings.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/FeatureCatalog.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/FeatureCatalog.swift	461	/// direction copying the vertical one, so a saved value there says	COMMENT
LOW	Sources/Vorssaint/Core/SecureInputWatch.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/BundleMigration.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/GlobalShortcut.swift	541	/// something else bare and still answers Command-Q, Simplified Pinyin's	COMMENT
LOW	Sources/Vorssaint/Core/GlobalShortcut.swift	1081	/// macOS answers its own shortcuts before an application hotkey ever sees the	COMMENT
LOW	Sources/Vorssaint/Core/Permissions.swift	61		COMMENT
LOW	Sources/Vorssaint/Core/ReleaseChangeAliases.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/SettingsBackupSupport.swift	301	}	COMMENT
LOW	Sources/Vorssaint/Core/SettingsBackupSupport.swift	321	restored + carried.filter { !restored.contains($0) }	COMMENT
LOW	Sources/Vorssaint/Core/Defaults.swift	241	static let brightnessForcedSoftwarePaths = "brightnessForcedSoftwarePaths"	COMMENT
LOW	Sources/Vorssaint/Core/AppKitExtensions.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/SecureInputSupport.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/Core/SecureInputSupport.swift	21	case off	COMMENT
LOW	Sources/Vorssaint/App/ReopenRequestSupport.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/App/MenuBarAllowanceSupport.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/App/MenuBarSpacingSupport.swift	141		COMMENT
LOW	Sources/Vorssaint/App/MenuBarSpacingSupport.swift	201	/// The glue string drawn between two metric blocks.	COMMENT
LOW	Sources/Vorssaint/App/MenuBarSpacingSupport.swift	261	/// this behavior existed. Signals also bring it back, and text the main	COMMENT
LOW	Sources/Vorssaint/App/StatusItemController.swift	41	private var settingsSyncScheduled = false	COMMENT
LOW	Sources/Vorssaint/App/StatusItemController.swift	101	installStatusItem()	COMMENT
LOW	Sources/Vorssaint/App/StatusItemController.swift	141	updateIconAppearance()	COMMENT
LOW	Sources/Vorssaint/App/StatusItemController.swift	761	// MARK: - Clipboard preview item	COMMENT
LOW	Sources/Vorssaint/App/StatusItemController.swift	781	}	COMMENT
LOW	Sources/Vorssaint/App/StatusItemController.swift	881		COMMENT
LOW	Sources/Vorssaint/App/StatusItemAnchorSupport.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/App/StatusItemAnchorSupport.swift	41	/// housing with room to spare, while staying far from any ordinary window.	COMMENT
LOW	Sources/Vorssaint/App/FeatureRuntime.swift	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	Sources/Vorssaint/App/FeatureRuntime.swift	41	/// Relaunches the app in place: a detached helper waits for this process	COMMENT
LOW	Sources/Vorssaint/App/FeatureRuntime.swift	81	var installableCount: Int {	COMMENT
LOW	Sources/Vorssaint/App/AppDelegate.swift	101		COMMENT
LOW	Sources/Vorssaint/App/AppDelegate.swift	261	}	COMMENT
LOW	Sources/Vorssaint/App/AppDelegate.swift	381	window.makeKeyAndOrderFront(nil)	COMMENT
270 more matches not shown…

Cross-Language Confusion57 hits · 242 pts

Severity	File	Line	Snippet	Context
HIGH	Tools/check-lyrics-live.py	69	while probe.state == .loading && Date() < deadline {	CODE
HIGH	Tests/generate_sources.py	2109	+ "func send(_ command: NotchPlaybackCommand) -> Bool { commands.append(command); return sendAllowed && comman	CODE
HIGH⚡	Tests/mutation_checks.py	150	"guard let panel, panel.isVisible, !requiresKeyWindow \|\| panel.isKeyWindow else { return }",	CODE
HIGH⚡	Tests/mutation_checks.py	155	"let panel, panel.isKeyWindow \|\| NSApp.keyWindow === panel {",	CODE
HIGH⚡	Tests/mutation_checks.py	160	"let panel, panel.isKeyWindow \|\| NSApp.keyWindow === panel {",	CODE
HIGH⚡	Tests/mutation_checks.py	161	"panel?.isKeyWindow == true \|\| NSApp.keyWindow === panel {",	CODE
HIGH⚡	Tests/mutation_checks.py	258	" && (choice != .none \|\| companionOccupiesRest)\n", "",	CODE
HIGH⚡	Tests/mutation_checks.py	266	" && (NotchSupport.idleContent() == .music \|\| NotchSupport.watchesMusicActivity()"	CODE
HIGH⚡	Tests/mutation_checks.py	276	" \|\| compactActivity != nil && (geometry.isNotched \|\| geometry.compactSideRoom != nil)))\n", "",	CODE
HIGH⚡	Tests/mutation_checks.py	280	" \|\| compactActivity != nil && (geometry.isNotched \|\| geometry.compactSideRoom != nil)))\n",	CODE
HIGH⚡	Tests/mutation_checks.py	285	" acceptsSystemFeedback && (!hiddenUntilHover \|\| NotchSupport.hiddenShowsActivity())",	CODE
HIGH⚡	Tests/mutation_checks.py	295	" let wanted = running && !suspended && (!hiddenUntilHover \|\| NotchSupport.hiddenShowsActivity())",	CODE
HIGH⚡	Tests/mutation_checks.py	300	" \|\| ((!hiddenUntilHover \|\| NotchSupport.hiddenShowsActivity())",	CODE
HIGH⚡	Tests/mutation_checks.py	516	"return (catalogParts.count >= installedParts.count + 2 \|\| addsBuild)",	CODE
HIGH⚡	Tests/mutation_checks.py	517	"return (catalogParts.count > installedParts.count \|\| addsBuild)",	CODE
HIGH⚡	Tests/mutation_checks.py	520	"return (1...2).contains(suffix.count) && suffix", "return false && suffix",	CODE
HIGH⚡	Tests/mutation_checks.py	1032	"NotchAgentSupport.limitsInUse(pageShown: pageVisible \|\| pageShows) else { return false }",	CODE
HIGH⚡	Tests/mutation_checks.py	1037	"limitsInUse(pageShown: pageVisible \|\| pageShows)",	CODE
HIGH⚡	Tests/mutation_checks.py	1042	"\n \|\| current.source == .account && began(window, after: previous.observedAt)",	CODE
HIGH⚡	Tests/mutation_checks.py	1042	"\n \|\| current.source == .account && began(window, after: previous.observedAt)",	CODE
HIGH	Tests/mutation_checks.py	121	"spacing: shortcutSpacing, least: shortcutLeastSpacing, width: width) == nil \|\| true,",	CODE
HIGH	Tests/mutation_checks.py	222	"scalar.value != 0x1F46A && scalar.properties.isEmojiModifierBase", "scalar.properties.isEmojiModifierBase",	CODE
HIGH	Tests/mutation_checks.py	315	" if preference == .pointer \|\| preference == .all { return true }\n", "",	CODE
HIGH	Tests/mutation_checks.py	331	"guard running, !suspended, !hiddenAtRestInFullscreen \|\| watchesHiddenHover else",	CODE
HIGH	Tests/mutation_checks.py	346	"captureControls == nil\n && hoverOpeningEnabled)",	CODE
HIGH	Tests/mutation_checks.py	392	'return appliesToLid && assertion["AssertLevel"] as? Int != 0', 'return false',	CODE
HIGH	Tests/mutation_checks.py	426	"continuation.resume(returning: aggregateID != 0 \|\| awaitingApp)",	CODE
HIGH	Tests/mutation_checks.py	561	" return isSpecific(build) && isSpecific(catalogVersion)\n && compare(",	CODE
HIGH	Tests/mutation_checks.py	596	"return (catalogParts.count >= installedParts.count + 2 \|\| addsBuild)",	CODE
HIGH	Tests/mutation_checks.py	619	"let isHash = label.count >= 7 && label", "let isHash = label.count >= 1 && label",	CODE
HIGH	Tests/mutation_checks.py	661	" guard readerPID != pid \|\| resumeBeforeSound else { return }",	CODE
HIGH	Tests/mutation_checks.py	745	"actual.isFinite && expected.isFinite && tol.isFinite && tol >= 0\n && abs(actual - expected) <=	CODE
HIGH	Tests/mutation_checks.py	785	" && hideVorssaintWindows == other.hideVorssaintWindows\n && keepsContentWindowsOut =	CODE
HIGH	Tests/mutation_checks.py	794	"guard !freeze \|\| panels.allSatisfy({ frozenImages[$0.displayID] != nil }) else",	CODE
HIGH	Tests/mutation_checks.py	840	" isAvailable && pointerOnDisplay && !selectionInProgress && !capturePending",	CODE
HIGH	Tests/mutation_checks.py	891	" if identity != cursor.identity \|\| size < cursor.offset\n"	CODE
HIGH	Tests/mutation_checks.py	893	" if identity != cursor.identity \|\| size < cursor.offset {\n",	CODE
HIGH	Tests/mutation_checks.py	912	"source?[\"subagent\"] != nil \|\| source?[\"internal\"] != nil",	CODE
HIGH	Tests/mutation_checks.py	1002	"guard resets == nil \|\| end.map({ $0 > observed }) == true else { return nil }",	CODE
HIGH	Tests/mutation_checks.py	1007	"return resets.timeIntervalSince(was) > 60 && observedAt >= was",	CODE
HIGH	Tests/mutation_checks.py	1102	"guard isEnabled, visible \|\| force else { return }",	CODE
HIGH	Tests/mutation_checks.py	1103	"guard isEnabled, running == nil, visible \|\| force else { return }",	CODE
HIGH	Tests/mutation_checks.py	1117	"let searching = next.asked && states[index].failure == .missingCLI && shellPath == nil",	CODE
HIGH	Tests/mutation_checks.py	1118	"let searching = states[index].failure == .missingCLI && shellPath == nil",	CODE
HIGH	Tests/mutation_checks.py	1132	"return provider == .claude && age >= AgentClaudeAppUsage.freshness",	CODE
HIGH	Tests/mutation_checks.py	1193	"\|\| (menuPanelNeeds.powerCard && defaults.bool(forKey: DefaultsKey.monitorPwrPeripherals))",	CODE
HIGH	Tests/mutation_checks.py	1194	"\|\| (menuPanelNeeds.power && defaults.bool(forKey: DefaultsKey.monitorPwrPeripherals))",	CODE
HIGH	Tests/mutation_checks.py	1241	" savedAt >= lookupStarted && tabs.contains",	CODE
HIGH	Tests/mutation_checks.py	1355	" rendererRunning && mixerActive && available\n", " mixerActive && available\n",	CODE
HIGH	Tests/mutation_checks.py	1383	"isPlaying && effectiveOutputDeviceUID.map(isAirPlaySentinel) == true",	CODE
HIGH	Tests/mutation_checks.py	1388	"isPlaying && effectiveOutputDeviceUID.map(isAirPlaySentinel) == true", "isPlaying",	CODE
HIGH	Tests/mutation_checks.py	1433	"return number == displayID \|\| number == sharedScreenID \|\| number == mirroredID",	CODE
HIGH	Tests/mutation_checks.py	1438	"\|\| glideFromContinuous != traits.isContinuous \|\| retargeted {",	CODE
HIGH	Tests/mutation_checks.py	1514	"return dx >= 0 && dy >= 0 && max(dx, dy) <= 35 && abs(dx - dy) <= 9",	CODE
HIGH	Tests/mutation_checks.py	1515	"return dx >= 0 && dy >= 0 && dx <= 52 && dy <= 46",	CODE
HIGH	Tests/mutation_checks.py	1532	" sameDisplay && (inOwnSpace \|\| (overlayOnActiveSpace && triggerOnActiveSpace))\n",	CODE
HIGH	Tests/mutation_checks.py	1533	" sameDisplay && ((inOwnSpace && false) \|\| (overlayOnActiveSpace && triggerOnActiveSpace))\n",	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…ssaint/Services/WindowLayout/WindowLayoutService.swift	40	// Where each window's last placement left it, as requested and as read	COMMENT

Fake / Example Data3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	Tests/ClipboardFeatureTests.swift	407	"Lorem ipsum dolor sit amet",	STRING
LOW	Tests/ClipboardFeatureTests.swift	407	"Lorem ipsum dolor sit amet",	STRING
LOW	Tests/CommandBarFeatureTests.swift	2498	"user@example.com", "something/else", "https://", "http:notes",	CODE

Deep Nesting1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	Tests/mutation_checks.py	1576		CODE

vorssaint/vorssaint-utils

Open-Source Code Quality, Security and Technical Debt Review