2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

15.7K

Stars

TypeScript

Language

264.8K

Lines of Code

415

Files

527

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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 418 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 12.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 506 finding(s).

PR Review Velocity Impact 13.0/100 · LOW

Which changes need focused human review? 527 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 102LOW 424

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 527 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.

Hyper-Verbose Identifiers405 hits · 386 pts

Severity	File	Line	Snippet	Context
LOW	electron/main.ts	109	function agentMemoryConversationRoleText(messages: unknown, role: 'user' \| 'assistant'): string {	CODE
LOW	electron/main.ts	120	function recentAgentMemoryExchanges(limit = 64): AgentMemoryConversationExchange[] {	CODE
LOW	electron/main.ts	1435	function createErrorReferenceWindow(query?: string, requestedParent?: BrowserWindow \| null): BrowserWindow {	CODE
LOW	electron/main.ts	1660	function createChatHistoryPayloadWindow(payloadId: string) {	CODE
LOW	electron/main.ts	1668	function createChatHistoryRouteWindow(route: string) {	CODE
LOW	electron/main.ts	1829	function reloadMainWindowAfterOnboarding() {	CODE
LOW	electron/transcribeWorker.ts	91	function richTranscribePostProcess(text: string): string {	CODE
LOW	electron/windows/notificationWindow.ts	46	export function setNotificationNavigateHandler(	CODE
LOW	electron/windows/notificationWindow.ts	184	export function destroyNotificationWindow() {	CODE
LOW	electron/windows/notificationWindow.ts	381	async function showViaSystemNotification(data: any) {	CODE
LOW	electron/windows/notificationWindow.ts	419	function nextNotificationDeliveryId() {	CODE
LOW	electron/windows/notificationWindow.ts	504	export async function registerNotificationHandlers() {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	979	function updateGlobalBufferAndViews(buf) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	1268	function receiveInstantiationResult(result) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	1688	function simpleReadValueFromPointer(pointer) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	1751	function whenDependentTypesAreResolved(myTypes, dependentTypes, getTypeConverters) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	1981	function shallowCopyInternalPointer(o) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	1993	function throwInstanceAlreadyDeleted(obj) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	2198	function constNoSmartPtrRawPointerToWireType(destructors, handle) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	2293	function nonConstNoSmartPtrRawPointerToWireType(destructors, handle) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	2349	function getInheritedInstanceCount() {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	2353	function getLiveInheritedInstances() {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	3258	function floatReadValueFromPointer(name, shift) {	CODE
LOW	electron/assets/wasm/wasm_video_decode.js	3306	function integerReadValueFromPointer(name, shift, signed) {	CODE
LOW	electron/services/agentModelLedService.ts	393	function isAgentVoiceModelRequiredError(error: unknown): boolean {	CODE
LOW	electron/services/agentModelLedService.ts	398	function agentDirectSessionPageHeader(displayName: string, startAt: string, endAt: string, pageId: string): string {	CODE
LOW	electron/services/agentModelLedService.ts	413	function compactAgentTimelineEventPreview(	CODE
LOW	electron/services/agentModelLedService.ts	529	function summarizeAgentActivityRows(rows: AgentActivityDateRow[]) {	CODE
LOW	electron/services/agentModelLedService.ts	641	function repairSerializedStructuredValue(	CODE
LOW	electron/services/agentModelLedService.ts	858	function compactToolOutputForStorage(toolName: string, output: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	862	function compactToolInputForStorage(toolName: string, input: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	876	function compactConversationMessages(messages: unknown): UIMessage[] {	CODE
LOW	electron/services/agentModelLedService.ts	1126	function compactActivitySummaryForWorkspace(value: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	1152	function compactTimelineNavigationForReconnaissance(	CODE
LOW	electron/services/agentModelLedService.ts	1262	function compactFocusedTimelineNavigation(value: unknown): Array<Record<string, unknown>> {	CODE
LOW	electron/services/agentModelLedService.ts	1307	function compactReconnaissanceActivitySummary(value: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	1333	function summarizeToolOutputForWorkspace(toolName: string, output: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	1613	function compactPersistedConversationManifestForWorkspace(	CODE
LOW	electron/services/agentModelLedService.ts	1659	function compactPersistedTimelineNavigationForWorkspace(output: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	1692	function summarizeAcknowledgedToolOutputForWorkspace(toolName: string, output: unknown): unknown {	CODE
LOW	electron/services/agentModelLedService.ts	1744	function compactExactRawReuseResult(toolName: string, output: unknown): unknown {	CODE
LOW	electron/services/agentMemoryRuntimeGuidance.ts	10	export function mergeAgentRuntimeMemoryEntries(	CODE
LOW	electron/services/agentMemoryRuntimeGuidance.ts	25	export function agentRuntimeMemoryGuidance(entries: AgentRuntimeMemoryEntry[]): string {	CODE
LOW	electron/services/agentTitleService.ts	32	export function normalizeGeneratedAgentTitle(value: unknown): string \| null {	CODE
LOW	electron/services/openAICompatibleFetch.ts	33	function createToolCallStreamState(): ToolCallStreamState {	CODE
LOW	electron/services/openAICompatibleFetch.ts	241	export function normalizeOpenAICompatibleChunk(	CODE
LOW	electron/services/openAICompatibleFetch.ts	320	function createTextDecoderTransform(): TransformStream<Uint8Array, string> {	CODE
LOW	electron/services/openAICompatibleFetch.ts	501	export function createOpenAICompatibleFetch(	CODE
LOW	electron/services/agentRetryPolicy.ts	24	export function isAgentProviderPoolExhaustedError(error: unknown): boolean {	CODE
LOW⚡	electron/services/agentRetryPolicy.ts	67	export function isAgentNetworkRetryExhaustedError(error: unknown): error is AgentNetworkRetryExhaustedError {	CODE
LOW⚡	electron/services/agentRetryPolicy.ts	72	export function isAgentRetryExhaustedError(error: unknown): error is AgentNetworkRetryExhaustedError \| AgentModelRetryEx	CODE
LOW⚡	electron/services/agentRetryPolicy.ts	77	export function isAgentConcurrencyLimitError(error: unknown): boolean {	CODE
LOW⚡	electron/services/agentRetryPolicy.ts	92	export function isRetryableAgentTransportError(error: unknown): boolean {	CODE
LOW⚡	electron/services/agentRetryPolicy.ts	98	export function agentTransportRetryDelayMs(error: unknown, attempt: number): number {	CODE
LOW⚡	electron/services/agentRetryPolicy.ts	105	export async function waitForAgentTransportRetry(delayMs: number, signal?: AbortSignal): Promise<void> {	CODE
LOW	electron/services/agentWebSearchPolicy.ts	9	export function explicitlyRequestsWebSearch(value: unknown): boolean {	CODE
LOW	electron/services/agentWebSearchPolicy.ts	19	export function shouldRequireAgentWebSearch(	CODE
LOW	electron/services/agentMemoryQuality.ts	43	export function inspectAutomaticMemoryEntry(entry: AgentMemoryQualityEntry): AgentMemoryQualityIssue[] {	CODE
LOW	electron/services/agentTextRedaction.ts	33	export function normalizeAgentSensitiveText(value: string): string {	CODE
LOW	electron/services/agentTextRedaction.ts	76	export function findChineseMobileCandidates(value: string): AgentSensitiveTextMatch[] {	CODE
345 more matches not shown…

Decorative Section Separators101 hits · 312 pts

Severity	File	Line	Snippet	Context
MEDIUM	electron/services/insightService.ts	34	// ─── 常量 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	88	// ─── 类型 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	134	// ─── 日志 ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	158	// ─── 工具函数 ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	405	// ─── InsightService 主类 ──────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	457	// ── 公开 API ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	1058	// ── 私有方法 ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	1371	// ── 沉默联系人扫描 ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	1460	// ── 活跃会话分析 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	1580	// ── 核心见解生成 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	electron/services/insightService.ts	1611	// ── 构建 prompt ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/stores/exportTaskStore.ts	13	// ─── Types ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/stores/exportTaskStore.ts	51	// ─── Store ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/ChatPage.scss	2644	// ═══════════════════════════════════════════	COMMENT
MEDIUM	src/pages/ChatPage.scss	2646	// ═══════════════════════════════════════════	COMMENT
MEDIUM	src/pages/Export/types.ts	10	// ─── Tabs & Enums ────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	58	// ─── Export Options ──────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	82	// ─── Session ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	94	// ─── Task Progress ───────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	133	// ─── Export Task ──────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	169	// ─── Export Dialog ────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	181	// ─── Session Detail ──────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	211	// ─── Session Metrics ─────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	257	// ─── Session Load Trace ──────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	273	// ─── Contacts Loading ────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	295	// ─── Automation Draft (for the create/edit form) ─────────────	COMMENT
MEDIUM	src/pages/Export/types.ts	320	// ─── Re-exports for convenience ──────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	18	// ─── Content type labels ─────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	32	// ─── Conversation tab labels ─────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	41	// ─── Export format options ────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	56	// ─── Display name options ────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	70	// ─── Write layout options ────────────────────────────────────	COMMENT
MEDIUM⚡	src/pages/Export/constants.ts	90	// ─── File size presets ───────────────────────────────────────	COMMENT
MEDIUM⚡	src/pages/Export/constants.ts	95	// ─── Default txt export columns ──────────────────────────────	COMMENT
MEDIUM⚡	src/pages/Export/constants.ts	99	// ─── Background task labels ──────────────────────────────────	COMMENT
MEDIUM⚡	src/pages/Export/constants.ts	121	// ─── Conversation tab sort priority ──────────────────────────	COMMENT
MEDIUM⚡	src/pages/Export/constants.ts	130	// ─── Default sort config ─────────────────────────────────────	COMMENT
MEDIUM⚡	src/pages/Export/constants.ts	134	// ─── Timing constants ────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	155	// ─── Default export options ──────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/constants.ts	182	// ─── Empty progress factory ──────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/ExportPage.scss	13	// ─── Top panel ───────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/ExportPage.scss	20	// ─── Body (session list + bottom task panel) ─────────────────	COMMENT
MEDIUM	src/pages/Export/ExportPage.scss	49	// ─── Selection Action Bar ────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/ExportPage.scss	108	// ─── Global Settings Modal ───────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/performance.ts	10	// ─── Stage resolution ────────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/performance.ts	19	// ─── Performance object factories ────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/performance.ts	36	// ─── Session name resolution ─────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/performance.ts	46	// ─── Apply progress to performance ──────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/performance.ts	96	// ─── Finalize performance on task completion ─────────────────	COMMENT
MEDIUM	src/pages/Export/utils/performance.ts	145	// ─── Top N slowest sessions ──────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	8	// ─── Progress comparison ─────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	30	// ─── Progress normalization ──────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	45	// ─── Progress payload signature (for dedup) ──────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	68	// ─── Task status helpers ─────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	107	// ─── Background task progress parsing ────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	128	// ─── Task scope helpers ──────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/progress.ts	142	// ─── Task open directory resolution ──────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/avatar.ts	10	// ─── URL normalization ───────────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/avatar.ts	27	// ─── Contact map from caches ─────────────────────────────────	COMMENT
MEDIUM	src/pages/Export/utils/avatar.ts	45	// ─── Avatar cache compaction ─────────────────────────────────	COMMENT
41 more matches not shown…

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	electron/main.ts	61		COMMENT
LOW	electron/windows/notificationWindow.ts	701	// Enforce max-height if needed, or trust renderer	COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	1		COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	781	str += String.fromCharCode(codeUnit);	COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	841	str += String.fromCharCode(utf32);	COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	1081	var al = a & 0xffff;	COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	2941	// Track whether the return value was handled by any promise handlers.	COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	3001	function craftInvokerFunction(humanName, argTypes, classType, cppInvokerFunc, cppTargetFunc) {	COMMENT
LOW	electron/assets/wasm/wasm_video_decode.js	3681	}	COMMENT
LOW	src/components/LiquidGlass/glassStreamRenderer.ts	1	// 视频流模式的 WebGL 玻璃渲染器：替代「<video> 元素 + CSS blur/saturate + SVG 位移滤镜」管线。	COMMENT

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	electron/services/insightService.ts	656	return id && !id.endsWith('@chatroom') && !id.toLowerCase().includes('placeholder') && this.isSessionAllowed(id)	CODE
LOW	electron/services/insightService.ts	1429	if (sessionId.toLowerCase().includes('placeholder')) continue	CODE
LOW	electron/services/insightService.ts	1494	if (!sessionId \|\| sessionId.toLowerCase().includes('placeholder')) continue	CODE
LOW	electron/services/insightService.ts	1542	if (!id \|\| id.toLowerCase().includes('placeholder')) return false	CODE
LOW	src/pages/ResourcesPage.tsx	571	: <div className="placeholder"><ImageIcon size={30} /></div>	CODE
LOW	src/pages/ResourcesPage.tsx	575	: <div className="placeholder">	CODE
LOW	src/pages/SettingsPage.tsx	4556	if (!id \|\| id.toLowerCase().includes('placeholder')) return false	CODE
LOW	src/pages/GroupAnalyticsPage.tsx	1621	<div className="placeholder">	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	electron/windows/notificationWindow.ts	713	// For now, let's just set the size as requested.	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	18130	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	electron/assets/wasm/wasm_video_decode.js	9	// We need to check if Module already exists (e.g. case 3 above).	COMMENT

hicccc77/WeFlow

Open-Source Code Quality, Security and Technical Debt Review