1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.0K

Stars

TypeScript

Language

530.7K

Lines of Code

3.8K

Files

642

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 621 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 5.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 597 finding(s).

PR Review Velocity Impact 6.4/100 · LOW

Which changes need focused human review? 642 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 2HIGH 0MEDIUM 19LOW 621

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 642 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.

Hyper-Verbose Identifiers582 hits · 594 pts

Severity	File	Line	Snippet	Context
LOW	…ve-best-practices/references/native-memory-patterns.md	145	class DataManager {	CODE
LOW	…ive-best-practices/references/bundle-code-splitting.md	126	function getFirstPartyChunkBaseURL(scriptId, release) {	CODE
LOW	scripts/skillsCommon.ts	57	export function buildAgentsSkillsGitignore(skillNames: string[]): string {	CODE
LOW	scripts/skillsCommon.ts	75	export function buildClaudeSkillsGitignore(skillNames: string[]): string {	CODE
LOW	scripts/skillsCheck.ts	67	function checkTrackedFilesAgainstWhitelist(skillNames: string[], errors: string[]) {	CODE
LOW	scripts/generateBackgroundActivityLogos.ts	11	async function generateBackgroundActivityLogos() {	CODE
LOW	scripts/generateHeaderToolbarIcons.ts	36	async function generateHeaderToolbarIcons() {	CODE
LOW	packages/ui/src/utils/typography-scale.ts	60	export function createTypographyCSSVariables(value: unknown): Record<string, number> {	CODE
LOW	…/components/markdown-text/components/markdown-text.tsx	75	function createMarkdownTypographyStyle(	CODE
LOW	…ckages/ui/src/components/portal/overlay-navigation.tsx	17	export function OverlayNavigationProvider({ children }: PropsWithChildren) {	CODE
LOW	…ages/ui/src/components/portal/portal-accessibility.tsx	14	export function PortalAccessibilityBoundary({ children }: PropsWithChildren) {	CODE
LOW	…ages/ui/src/components/portal/portal-accessibility.tsx	39	export function usePortalBackgroundIsolation(active: boolean) {	CODE
LOW	…c/components/loading/image-generation-loader-effect.ts	70	export function getImageGenerationLoaderEffect(): SkRuntimeEffect {	CODE
LOW	…nts/scroll-interaction/scroll-interaction-boundary.tsx	11	export function ScrollInteractionBoundary({	CODE
LOW	…/src/components/composer/utils/composer-dock-layout.ts	17	export function getComposerActionCenterOffset(bottomInset: number) {	CODE
LOW	…/src/components/composer/utils/composer-dock-layout.ts	27	export function getComposerKeyboardStickyOffset(bottomInset: number) {	CODE
LOW	…src/components/composer/components/composer-editor.tsx	257	export function ComposerEditorAccessories({	CODE
LOW	…/components/composer/components/composer-expansion.tsx	166	export function ComposerExpansionBackground() {	CODE
LOW	…components/file-preview/utils/file-preview-registry.ts	16	export function createFilePreviewRegistry(	CODE
LOW	…components/file-preview/utils/file-preview-registry.ts	31	export function extendFilePreviewRegistry(	CODE
LOW	…look-thumbnail-cache/quick-look-thumbnail-cache.ios.ts	17	export function quickLookThumbnailCacheKey(input: QuickLookThumbnailInput): string {	CODE
LOW	…le-preview/components/file-preview-plugin-provider.tsx	17	export function FilePreviewPluginProvider({	CODE
LOW	…/components/menu/context-menu/context-menu.android.tsx	125	function withMenuAccessibilityActions(	CODE
LOW	…rc/components/message-part/utils/message-part-value.ts	24	export function getMessagePartValueEntries(value: unknown): [string, unknown][] {	CODE
LOW	…onents/message-part/components/message-part-status.tsx	18	export function MessagePartStatusDensityScope({	CODE
LOW	…onents/message-part/components/message-part-status.tsx	69	export function MessagePartStatusTextFloor() {	CODE
LOW	…ts/message-part/components/message-part-disclosure.tsx	193	function MessagePartDisclosureIcon({ isOpen }: { isOpen: boolean }) {	CODE
LOW	…onents/image-preview-toolbar/image-preview-toolbar.tsx	13	function ImagePreviewToolbarAction({	CODE
LOW	packages/ui/src/icons/registry.ts	25	export function resolveModelToProviderIcon(modelId: string): IconSource \| undefined {	CODE
LOW	…rc/background-activity/background-activity.preview.tsx	47	export function BackgroundActivityPreview(props: BackgroundActivityPreviewProps) {	CODE
LOW⚡	packages/universal/src/utils/conversationTitle.ts	5	export function sanitizeConversationTitle(title: string): string {	CODE
LOW⚡	packages/universal/src/utils/conversationTitle.ts	9	export function truncateFirstUserMessageTitleSource(text: string): string {	CODE
LOW⚡	packages/universal/src/utils/conversationTitle.ts	17	export function buildFirstUserMessageTitle(userText: string): string {	CODE
LOW⚡	packages/universal/src/utils/conversationTitle.ts	21	export function normalizeConversationTitle(title: string \| null \| undefined): string {	CODE
LOW	packages/universal/src/utils/url.ts	103	export function withoutTrailingApiVersion(baseURL = ''): string {	CODE
LOW	packages/universal/src/utils/url.ts	167	export function shouldAppendProviderApiVersion(provider?: {	CODE
LOW	packages/universal/src/ai/reasoning.ts	65	export function resolveReasoningEffortForModel(	CODE
LOW	packages/universal/src/ai/paintingGenerateError.ts	51	export function createPaintingGenerateError(	CODE
LOW	packages/universal/src/ai/paintingGenerateError.ts	58	export function normalizePaintingGenerateError(error: unknown): Error {	CODE
LOW	packages/universal/src/ai/tools/mcpToolName.ts	74	export function generateMcpToolFunctionName(	CODE
LOW	packages/universal/src/ai/tools/mcpToolName.ts	114	export function buildFunctionCallToolName(serverName: string, toolName: string): string {	CODE
LOW	packages/universal/src/ai/tools/mcpToolName.ts	132	export function parseFunctionCallToolName(toolName: string): McpFunctionCallToolNameParts \| null {	CODE
LOW	packages/universal/src/ai/tools/mcpToolName.ts	146	export function isFunctionCallToolNameForServer(serverName: string, toolId: string): boolean {	CODE
LOW	packages/universal/src/data/types/aiUsageRecord.ts	147	export function getAiUsageRecordTotalTokens(record: AiUsageRecordTokenFields): number \| null {	CODE
LOW	packages/design-tokens/scripts/sync-desktop.ts	208	function assertRadeonCloudVisualContract(source: string, sourcePath: string): void {	CODE
LOW	packages/design-tokens/scripts/sync-desktop.ts	261	async function buildCatalogOnlyProviderSource(	CODE
LOW	packages/ai-runtime/scripts/check-boundaries.ts	44	function referencedForbiddenGlobals(source: string, file: string): string[] {	CODE
LOW	packages/ai-runtime/scripts/check-boundaries.ts	70	export async function collectBoundaryViolations(	CODE
LOW	packages/ai-runtime/src/provider/zhipuWebSearch.ts	10	export function transformZhipuRequestBody(args: Record<string, any>): Record<string, any> {	CODE
LOW	packages/ai-runtime/src/provider/listModels.ts	208	function getOpenAIVoiceModelMetadata(modelId: string): Partial<Model> \| undefined {	CODE
LOW	packages/ai-runtime/src/provider/factory.ts	9	export function registerProviderExtensions(): void {	CODE
LOW	packages/ai-runtime/src/provider/vertex.ts	15	export function normalizeVertexCredentials(credentials: Record<string, unknown> \| undefined): {	CODE
LOW	packages/ai-runtime/src/provider/diagnostics.ts	16	export function emitProviderRuntimeDiagnostic(	CODE
LOW	packages/ai-runtime/src/provider/ark.ts	9	export function stripArkUnsupportedIncludes(	CODE
LOW	packages/ai-runtime/src/provider/listModels/vertex.ts	50	export async function createVertexModelListRequest(	CODE
LOW	packages/ai-runtime/src/provider/listModels/vertex.ts	159	export function isSupportedVertexPublisherModel(modelId: string): boolean {	CODE
LOW	…ai-runtime/src/provider/custom/imageGenerationModel.ts	97	export function createImageGenerationModel(	CODE
LOW	…-runtime/src/provider/custom/imageTransportRegistry.ts	89	export function isImageTransportDescriptorSupported(	CODE
LOW	…-runtime/src/provider/custom/wire/buildImageRequest.ts	117	export function buildVendorProviderOptions(	CODE
LOW	…ai-runtime/src/provider/custom/dmxapi/dmxapiRouting.ts	59	export function resolveDmxapiEndpointType(modelId: string): EndpointType {	CODE
522 more matches not shown…

Decorative Section Separators15 hits · 50 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/universal/src/ai/builtinTools.ts	12	// ── web_search ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/universal/src/ai/builtinTools.ts	77	// ── report_artifacts ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/universal/src/ai/builtinTools.ts	114	// ── generate_image ───────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/universal/src/ai/builtinTools.ts	123	// ── agent autonomy tools (cron / notify / config) ────────────────	COMMENT
MEDIUM⚡	packages/universal/src/ai/builtinTools.ts	132	// ── read_file ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/universal/src/data/types/model.ts	214	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	packages/universal/src/data/types/model.ts	216	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…-runtime/src/provider/custom/dmxapi/dmxapiTransport.ts	239	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…-runtime/src/provider/custom/dmxapi/dmxapiTransport.ts	241	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ime/src/provider/custom/aihubmix/aihubmixImageModel.ts	231	// ── Doubao Seedream (OpenAI-compat custom family) ─────────────────────────────	COMMENT
MEDIUM	src/backend/ai/AiService.ts	42	// ── Request types ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/backend/data/db/schemas/userModel.ts	47	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/backend/data/db/schemas/userModel.ts	49	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/backend/data/db/schemas/userModel.ts	147	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/backend/data/db/schemas/userModel.ts	149	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT

Structural Annotation Overuse15 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/react-native-best-practices/POWER.md	11	## Step 1: Validate React Native Setup	COMMENT
LOW	…ive-best-practices/references/bundle-barrel-exports.md	191	### Step 1: Identify Barrel Files	COMMENT
LOW	…ive-best-practices/references/bundle-barrel-exports.md	200	### Step 2: Update Imports	COMMENT
LOW	…-native-best-practices/references/js-react-compiler.md	43	### Step 1: Check Compatibility	COMMENT
LOW	…-native-best-practices/references/js-react-compiler.md	53	### Step 2: Install React Compiler	COMMENT
LOW	…-native-best-practices/references/js-react-compiler.md	93	### Step 3: Configure Babel (React Native without Expo)	COMMENT
LOW	…-native-best-practices/references/js-react-compiler.md	115	### Step 4: Set Up ESLint (Recommended)	COMMENT
LOW	…-native-best-practices/references/js-react-compiler.md	119	### Step 5: Verify Optimizations	COMMENT
LOW⚡	…tive-best-practices/references/bundle-native-assets.md	76	### Step 1: Create Asset Catalog	COMMENT
LOW⚡	…tive-best-practices/references/bundle-native-assets.md	86	### Step 2: Configure Build Phase	COMMENT
LOW⚡	…tive-best-practices/references/bundle-native-assets.md	96	### Step 3: Build	COMMENT
LOW	…tive-best-practices/references/bundle-native-assets.md	116	### Step 4: Verify	COMMENT
LOW⚡	src/backend/services/jobs/runtime/recovery.ts	63	// Step 1: a persisted cancel intent overrides every strategy.	COMMENT
LOW⚡	src/backend/services/jobs/runtime/recovery.ts	72	// Step 2: per-handler strategy.	COMMENT
LOW	src/backend/services/jobs/runtime/recovery.ts	104	// Step 3: orphan sweep — types with no registered handler (e.g. removed in	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ckend/ai/agent/host/__tests__/DurableAgentHost.test.ts	2014	const interaction = state.reply.setInteraction.mock.calls.at(-1)?.[0];	CODE
CRITICAL	…ckend/ai/agent/host/__tests__/DurableAgentHost.test.ts	2129	const interaction = state.reply.setInteraction.mock.calls.at(-1)?.[0];	CODE

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	jest.config.js	41	// Local build/export artifacts can contain copied workspace packages. Keep	COMMENT
LOW	.agents/skills/diagnose/scripts/hitl-loop.template.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/expo-tailwind-setup/SKILL.md	101	--font-rounded: ui-rounded;	COMMENT
LOW	…es/ui/src/components/composer/utils/composer-layout.ts	21	// circle already sits 4pt in from the edge, and matching that on a label reads as	COMMENT
LOW	…r/utils/composer-text-style/composer-text-style.ios.ts	1	import type { TextStyle } from 'react-native';	COMMENT
LOW	…r/utils/composer-text-style/composer-text-style.ios.ts	21	// nothing here (verified by measurement, not by reading the docs).	COMMENT
LOW	packages/universal/src/ai/builtinTools.ts	41		COMMENT
LOW	…ime/src/provider/__tests__/openaiImageUrlPatch.test.ts	1	import { OpenAIImageModel } from '@ai-sdk/openai/internal';	COMMENT
LOW	…-runtime/src/provider/custom/wire/buildImageRequest.ts	121	vendorBag: Record<string, unknown> = {},	COMMENT
LOW	modules/js-sandbox/cpp/JsSandbox.cpp	1	#include "JsSandbox.h"	COMMENT
LOW	modules/js-sandbox/cpp/QuickJs.c	1	// Compiles the vendored QuickJS-NG amalgamation (vendor/quickjs-ng) as one	COMMENT
LOW	modules/js-sandbox/cpp/QuickJs.c	41	}	COMMENT
LOW	modules/js-sandbox/cpp/JsSandbox.h	1	#pragma once	COMMENT
LOW	src/frontend/utils/constants.ts	1	import {	COMMENT
LOW	src/frontend/utils/constants.ts	21	// Duration is the only knob: the curve is compiled into the library, which is	COMMENT
LOW	src/backend/data/db/schemas/agentSessionMessage.ts	61	// Message role: user, assistant, system — no virtual root row	COMMENT

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/backend/services/jobs/runtime/recovery.ts	63	// Step 1: a persisted cancel intent overrides every strategy.	COMMENT
LOW⚡	src/backend/services/jobs/runtime/recovery.ts	72	// Step 2: per-handler strategy.	COMMENT
LOW	src/backend/services/jobs/runtime/recovery.ts	104	// Step 3: orphan sweep — types with no registered handler (e.g. removed in	COMMENT

Self-Referential Comments3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/backend/services/builtInMcp/plugins/feishu/guide.ts	52	content: `## Create a Base record	CODE
MEDIUM	src/backend/services/builtInMcp/plugins/github/guide.ts	107	content: `## Create a remote branch	CODE
MEDIUM	src/backend/services/builtInMcp/plugins/github/guide.ts	114	content: `## Create a pull request	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…nts/skills/expo-deployment/references/ios-app-store.md	167	\| Placeholder content \| Remove "lorem ipsum" and test data \|	CODE
LOW	…/expo/modules/systemintegration/BackgroundExecution.kt	107	val input = RemoteInput.Builder("reply").setLabel(reply["placeholder"] as? String)	CODE
LOW	…d/appShell/observability/__tests__/sentryEvent.test.ts	84	tags: { operation: 'request https://private.example.com', module: 'user@example.com' },	CODE
LOW	…ntend/components/Composer/components/ComposerField.tsx	27	'layout' \| 'onBlur' \| 'onFocus' \| 'onLayout' \| 'placeholder' \| 'style' \| 'testID'	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/frontend/appShell/sidebar/components/SidebarTitle.tsx	63	// The second copy sits exactly one lap behind, so snapping back to 0 is seamless.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/diagnose/scripts/hitl-loop.template.sh	6	# Usage:	COMMENT

CherryHQ/cherry-studio-app

Open-Source Code Quality, Security and Technical Debt Review