1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

18.3K

Stars

Rust

Language

188.5K

Lines of Code

2.4K

Files

167

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 3.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 125 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

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

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 71 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 167 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 3HIGH 0MEDIUM 40LOW 124

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 167 distinct pattern matches across 7 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 Separators39 hits · 117 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ground/modules/system_settings/language/application.rs	124	// ── TSF helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ground/modules/system_settings/language/application.rs	172	// ── Language enumeration ─────────────────────────────────────────────────	COMMENT
MEDIUM	…ground/modules/system_settings/language/application.rs	343	// ── Layout activation ────────────────────────────────────────────────────	COMMENT
MEDIUM	…ground/modules/system_settings/language/application.rs	444	// ── Public API ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ground/modules/system_settings/language/application.rs	451	// ── GUID utilities ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/modules/radios/wifi/adapter.rs	34	// ── Known profiles ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/modules/radios/wifi/adapter.rs	62	// ── Auth / cipher / PHY labels ──────────────────────────────────────────────	COMMENT
MEDIUM	src/background/modules/radios/wifi/adapter.rs	133	// ── Channel width (parsed from raw 802.11 information elements) ────────────	COMMENT
MEDIUM	src/background/modules/radios/wifi/adapter.rs	391	// ── SluWifiAdapter ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/modules/radios/wifi/mod.rs	30	// ── Win32 WLAN handle (native scans, directed probe on hidden networks) ──────	COMMENT
MEDIUM	src/background/modules/radios/wifi/mod.rs	73	// ── Async helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/modules/radios/wifi/mod.rs	95	// ── WifiManager ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/backups/application.rs	93	// ─── Public entry points ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/backups/application.rs	133	// ─── Core operations ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/backups/application.rs	183	// ─── Reconciliation ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/backups/application.rs	219	// ─── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	18	// ─── Shared HTTP client ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	28	// ─── Constants ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	54	// ─── Events ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	63	// ─── Manager ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	129	// ─── Windows Credential Manager ───────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	178	// ─── Token refresh ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	271	// ─── Public API ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/background/session/application.rs	382	// ─── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Item.svelte	35	// ── Scope computation ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Item.svelte	56	// ── Sandboxed code evaluation ────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Item.svelte	77	// ── Others derives ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Item.svelte	86	// ── Event handlers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Toolbar.svelte	31	// ── Derived splits ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Toolbar.svelte	46	// ── Context menu ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Toolbar.svelte	178	// ── DnD ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/svelte/fancy-toolbar/components/Toolbar.svelte	194	// ── Resolve overlay item ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/react/settings/modules/shortcuts/application.ts	19	// ─── Types ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/react/settings/modules/shortcuts/application.ts	32	// ─── Helpers ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/react/settings/modules/shortcuts/application.ts	52	// ─── Public API ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ui/react/settings/modules/shortcuts/application.ts	106	// ─── Grouped entries for the UI ──────────────────────────────────────────────	COMMENT
MEDIUM	src/service/app_management.rs	55	// ── Suspend / resume handling ─────────────────────────────────────────────	COMMENT
MEDIUM	src/service/app_management.rs	76	// ── Normal health check ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/service/app_management.rs	88	// ── App is not reachable via IPC ──────────────────────────────────────────	COMMENT

Over-Commented Block86 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	libs/core/mod.ts	1	// this re-export file is needed as a workaround for a bug in @deno/dnt	COMMENT
LOW	libs/core/src/state/icon_pack.rs	81	}	COMMENT
LOW	libs/core/src/state/icon_pack.rs	101	/// In case of path be a lnk file this can be set to a different location to use the icon from.	COMMENT
LOW	libs/core/src/state/icon_pack.rs	181	#[cfg_attr(	COMMENT
LOW	libs/core/src/state/settings/shortcuts.rs	21	pub readonly: bool,	COMMENT
LOW	libs/core/src/state/settings/settings_by_app.rs	1	use regex::Regex;	COMMENT
LOW	libs/core/src/state/settings/settings_by_app.rs	61	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/state/settings/mod.rs	121	#[derive(Debug, Copy, Clone, PartialEq, Eq, Serialize, Deserialize, JsonSchema)]	COMMENT
LOW	libs/core/src/state/settings/mod.rs	381	#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, JsonSchema)]	COMMENT
LOW	libs/core/src/state/settings/mod.rs	461	// ========================== Start of Week ==============================	COMMENT
LOW	libs/core/src/state/settings/mod.rs	501	/// Start of week for calendar	COMMENT
LOW	libs/core/src/state/settings/by_wallpaper.rs	1	#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]	COMMENT
LOW	libs/core/src/state/settings/by_widget.rs	101	derive(ts_rs::TS),	COMMENT
LOW	libs/core/src/state/widget/declaration.rs	61	/// A widget configuration definition that can be either a group container or a settings item	COMMENT
LOW	libs/core/src/state/widget/declaration.rs	121	/// Toggle switch for boolean values.\	COMMENT
LOW	libs/core/src/state/widget/declaration.rs	201	/// per monitor even if `allow_set_by_monitor` is false, as workspaces live on monitors.	COMMENT
LOW	libs/core/src/state/widget/declaration.rs	221	}	COMMENT
LOW	libs/core/src/state/widget/declaration.rs	241	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/state/widget/declaration.rs	301		COMMENT
LOW	libs/core/src/state/widget/declaration.rs	321	#[default]	COMMENT
LOW	libs/core/src/state/widget/mod.rs	21	/// Declares a shortcut that belongs to this widget.	COMMENT
LOW	libs/core/src/state/widget/mod.rs	41		COMMENT
LOW	libs/core/src/state/widget/mod.rs	121		COMMENT
LOW	libs/core/src/state/widget/mod.rs	141	pub enum WidgetLoader {	COMMENT
LOW	libs/core/src/state/widget/mod.rs	161	Desktop,	COMMENT
LOW	libs/core/src/state/widget/mod.rs	181	pub id: WidgetId,	COMMENT
LOW	libs/core/src/state/plugin/twm.rs	21	#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]	COMMENT
LOW	libs/core/src/state/theme/config.rs	61		COMMENT
LOW	libs/core/src/state/theme/config.rs	81	/// --var-name: #ff22ee	COMMENT
LOW	libs/core/src/state/theme/config.rs	101	/// Css syntax: https://developer.mozilla.org/en-US/docs/Web/CSS/number \	COMMENT
LOW	libs/core/src/state/theme/config.rs	121	/// This will be rendered as a file input on select file the url version of the path will be stored.	COMMENT
LOW	libs/core/src/state/theme/config.rs	161	/// If present, this will be rendered as a selector of options instead of an input.	COMMENT
LOW	libs/core/src/state/theme/mod.rs	21	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/resource/metadata.rs	21	/// Map of language code to description. Could be a string, mapped to `en`.	COMMENT
LOW	libs/core/src/resource/mod.rs	101	#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize, JsonSchema)]	COMMENT
LOW	libs/core/src/resource/mod.rs	121	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/resource/mod.rs	141	#[cfg_attr(feature = "salvo", derive(salvo::oapi::ToSchema))]	COMMENT
LOW	libs/core/src/resource/mod.rs	181	/// should be filled if `status == ResourceStatus::Deleted`	COMMENT
LOW	libs/core/src/system_state/notification.rs	161	#[serde(other)]	COMMENT
LOW	libs/core/src/system_state/notification.rs	181	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/system_state/notification.rs	221	#[derive(Debug, Default, Clone, Serialize, Deserialize)]	COMMENT
LOW	libs/core/src/system_state/notification.rs	241	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/system_state/notification.rs	261	#[cfg_attr(all(feature = "gen-binds", not(feature = "salvo")), derive(ts_rs::TS))]	COMMENT
LOW	libs/core/src/system_state/notification.rs	281	pub content: String,	COMMENT
LOW	libs/core/src/system_state/notification.rs	301	/// this is used as button icon	COMMENT
LOW	libs/core/src/system_state/notification.rs	321	#[serde(other)]	COMMENT
LOW	libs/core/src/system_state/tray.rs	1	use std::path::PathBuf;	COMMENT
LOW	libs/core/src/system_state/tray.rs	21	/// Path of the executable that registered the icon.	COMMENT
LOW	libs/core/src/system_state/system_settings_index.rs	1	use std::path::PathBuf;	COMMENT
LOW	libs/core/src/system_state/clipboard.rs	1	use serde::{Deserialize, Serialize};	COMMENT
LOW	libs/core/src/system_state/language.rs	21	/// Passed back to the backend as-is when activating this layout.	COMMENT
LOW	libs/core/src/system_state/language.rs	41	/// \| `hanja` \| ❌ \| ❌ \| ✅ \|	COMMENT
LOW	libs/core/src/system_state/language.rs	61	/// \| English \| false* \| false \| false \|	COMMENT
LOW	libs/core/src/system_state/language.rs	81	/// - Korean: Hangul input mode.	COMMENT
LOW	libs/core/src/system_state/language.rs	101	///	COMMENT
LOW	libs/core/src/system_state/language.rs	121	/// - `IME_CMODE_NATIVESYMBOL`	COMMENT
LOW	libs/core/src/system_state/language.rs	141	///	COMMENT
LOW	libs/core/src/system_state/night_light.rs	1	use chrono::NaiveTime;	COMMENT
LOW	libs/core/src/system_state/network/mod.rs	1	#[derive(Debug, Serialize)]	COMMENT
LOW	libs/core/src/system_state/network/mod.rs	21	/// e.g. "20MHz", "40MHz", "80MHz", "160MHz", "80+80MHz". None if it could	COMMENT
26 more matches not shown…

Hyper-Verbose Identifiers32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	libs/ui/react/utils/index.ts	26	export function WindowsDateFileTimeToDate(fileTime: bigint \| number) {	CODE
LOW	libs/ui/react/utils/layered.ts	32	export async function declareDocumentAsLayeredHitbox(	CODE
LOW	libs/core/src/state/widget/mod.ts	417	function getDefinitionDefaultValues(definition: WidgetConfigDefinition): Record<string, unknown> {	CODE
LOW	libs/core/src/state/widget/performance.ts	5	export async function disableAnimationsOnPerformanceMode(): Promise<void> {	CODE
LOW	libs/core/src/state/widget/performance.ts	46	export function registerPerformanceStyles(): void {	CODE
LOW	libs/core/src/state/widget/positioning.ts	33	export function adjustPositionByPlacement({	CODE
LOW	libs/core/src/state/theme/mod.ts	104	function iterateVariableDefinitions(	CODE
LOW	src/ui/svelte/window-manager/layout/application.ts	6	export function requestPositioningOfLeaves(state: State) {	CODE
LOW	src/ui/svelte/weg/appMenu.ts	52	export function getUserApplicationContextMenu(	CODE
LOW	…ui/svelte/wallpaper-manager/modules/accentExtractor.ts	267	export function extractAccentColorFromElement(	CODE
LOW	…ui/svelte/wallpaper-manager/modules/accentExtractor.ts	297	export function extractAccentColorFromSrc(source: string): Promise<Color \| null> {	CODE
LOW	src/ui/svelte/apps-menu/keyboard-navigation.ts	75	export function createInputKeyDownHandler(options: InputKeyDownOptions = {}) {	CODE
LOW	src/ui/vanilla/entry-point/UxImprovements.ts	83	function clearTooltipParentElement() {	CODE
LOW	src/ui/react/settings/state/permissions.ts	29	export function restorePermissionsToLastSaved() {	CODE
LOW	…s/components/ThumbnailGeneratorModal/videoThumbnail.ts	86	export async function extractThumbnailFromSource(	CODE
LOW	…mponents/ThumbnailGeneratorModal/thumbnailGenerator.ts	33	export function getVideosWithoutThumbnail(wallpapers: Wallpaper[]): Wallpaper[] {	CODE
LOW	…i/react/settings/components/SortableSelector/index.tsx	88	function DndDropableAndSortableContainer({	CODE
LOW	…t/settings/modules/resources/Widget/ConfigRenderer.tsx	66	export function RenderBySettingsDeclaration({	CODE
LOW	…t/settings/modules/resources/Widget/ConfigRenderer.tsx	185	function WidgetSettingItemRenderer({	CODE
LOW	…react/settings/modules/resources/Widget/application.ts	49	export function patchWidgetInstanceConfig(	CODE
LOW	…react/settings/modules/resources/Widget/application.ts	242	export function patchWidgetWorkspaceConfig(	CODE
LOW	…react/settings/modules/resources/Widget/application.ts	256	export function removeWidgetWorkspaceConfigKey(	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	55	export function updateWallpaperCollection(collection: WallpaperCollection) {	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	71	export function deleteWallpaperCollection(collectionId: string) {	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	108	export function setDefaultWallpaperCollection(collectionId: string \| null) {	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	115	export function setMonitorWallpaperCollection(monitorId: string, collectionId: string \| null) {	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	134	export function setWorkspaceWallpaperCollection(	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	180	export function getOrCreateHiddenCollection(wallpaperId: WallpaperId, name: string): string {	CODE
LOW	…/settings/modules/resources/Widget/Wall/application.ts	180	export function getOrCreateHiddenCollection(wallpaperId: WallpaperId, name: string): string {	CODE
LOW	…/resources/Widget/Wall/WallpaperCollectionSelector.tsx	22	export function WallpaperCollectionSelector({ value, onChange, style, placeholder }: Props) {	CODE
LOW	…ces/Widget/WindowManager/main/infra/GlobalPaddings.tsx	53	export function WindowManagerSpacingSettings(	CODE
LOW	src/ui/react/settings/modules/shortcuts/application.ts	34	function getWidgetShortcutsOverrides(widgetId: WidgetId): Record<string, string[]> {	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/background/state/mod.rs	108	let default = self.settings.by_widget.wm.layout.clone();	CODE
CRITICAL	src/background/widgets/window_manager/handler.rs	68	easing: state.settings.by_widget.wm.animations.ease_function.clone(),	CODE
CRITICAL	src/background/widgets/window_manager/handler.rs	107	easing: state.settings.by_widget.wm.animations.ease_function.clone(),	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build.ts	35	// Step 3: Discover entry points	COMMENT
LOW	scripts/build.ts	48	// Step 4: Build all frameworks in parallel	COMMENT
LOW	scripts/build.ts	59	// Step 5: Start dev server if requested (serves entire dist folder)	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build.ts	35	// Step 3: Discover entry points	COMMENT
LOW	scripts/build.ts	48	// Step 4: Build all frameworks in parallel	COMMENT
LOW	scripts/build.ts	59	// Step 5: Start dev server if requested (serves entire dist folder)	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/Cargo.toml	196	# If you use cargo directly instead of tauri's cli you can use this feature flag to switch between tauri's `dev` and `bu	COMMENT

eythaann/Seelen-UI

Open-Source Code Quality, Security and Technical Debt Review