0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

41.1K

Stars

TypeScript

Language

434.4K

Lines of Code

2.5K

Files

225

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 131 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 94 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 102 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 225 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 10HIGH 1MEDIUM 1LOW 213

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 225 distinct pattern matches across 9 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 Identifiers102 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW	…es/Settings/components/GroupMemberSelectionToolbar.tsx	29	function GroupMemberSelectionToolbar({ group }: Props) {	CODE
LOW	app/scenes/Settings/components/GroupMembersTable.tsx	37	const GroupMemberRowContextMenu = observer(function GroupMemberRowContextMenu({	CODE
LOW	…ettings/components/OAuthAuthenticationRevokeDialog.tsx	10	export default function OAuthAuthenticationRevokeDialog({	CODE
LOW	app/scenes/Document/components/Notices.tsx	38	function permanentlyDeletedDescription() {	CODE
LOW	app/scenes/Document/components/ReferenceListItem.tsx	51	export function NewChildReferenceListItem({	CODE
LOW	app/scenes/Document/hooks/useDocumentSave.ts	54	export function shouldAutoDeleteDraftOnUnmount({	CODE
LOW	app/scenes/Login/urls.ts	9	function validateAndEncodeSubdomain(subdomain: string): string {	CODE
LOW	app/scenes/Login/urls.ts	9	function validateAndEncodeSubdomain(subdomain: string): string {	CODE
LOW	…nes/Login/components/PasskeyAuthenticationProvider.tsx	87	export function PasskeyAuthenticationProvider(props: Props) {	CODE
LOW	app/utils/autotrack.js	261	function getOrCreateMethodChain(context, methodName) {	CODE
LOW	app/utils/autotrack.js	496	function linkClickWillUnloadCurrentPage(event, link) {	CODE
LOW	app/utils/splitView.ts	139	export function isSplitViewNavigationSuppressed(): boolean {	CODE
LOW	app/utils/splitView.ts	149	export function withoutSplitViewNavigation(callback: () => void): void {	CODE
LOW	app/utils/splitView.ts	245	export function isSplitViewModifierPressed(): boolean {	CODE
LOW	app/utils/emoji.ts	24	export function generateEmojiNameFromFilename(filename: string): string {	CODE
LOW	app/components/ModelSelectionActionToolbar.tsx	28	export function ModelSelectionActionToolbar({ models, actions }: Props) {	CODE
LOW	app/components/CollectionDuplicateDialog.tsx	19	function CollectionDuplicateDialog({ collection, onSubmit }: Props) {	CODE
LOW	app/components/Lightbox.tsx	148	function ZoomablePannablePinchable({	CODE
LOW	app/components/InputMemberPermissionSelect.tsx	15	export default function InputMemberPermissionSelect(	CODE
LOW	app/components/Sidebar/components/SidebarNavigation.tsx	32	function SidebarNavigationProvider({	CODE
LOW	…ponents/Sidebar/components/SidebarDisclosureContext.ts	80	export function useSidebarDisclosureState() {	CODE
LOW	app/components/Sidebar/components/DraggableSection.tsx	47	export function normalizeSidebarSectionOrder(	CODE
LOW	app/components/Sidebar/hooks/useDragAndDrop.tsx	184	export function useDropToReorderSidebarSection(	CODE
LOW	app/components/Sidebar/hooks/useDragAndDrop.tsx	251	export function useDropToChangeCollection(	CODE
LOW	app/components/Sidebar/hooks/useDragAndDrop.tsx	340	export function useDropToReparentDocument(	CODE
LOW	app/components/Sidebar/hooks/useDragAndDrop.tsx	579	export function useDropToReorderUserMembership(getIndex?: () => string) {	CODE
LOW	…ents/DocumentExplorer/DocumentExplorerSearchResult.tsx	23	function DocumentExplorerSearchResult({	CODE
LOW	app/components/Notifications/Notifications.tsx	34	function useStableOrderedNotifications(	CODE
LOW	app/hooks/useKeyboardShortcutsQuery.tsx	12	export default function useKeyboardShortcutsQuery() {	CODE
LOW	app/hooks/useTemplateSettingsActions.tsx	24	export function useTemplateSettingsActions(	CODE
LOW	app/hooks/useLocationSidebarContext.ts	9	export function useLocationSidebarContext() {	CODE
LOW	app/editor/components/CellBackgroundColorPicker.tsx	11	function CellBackgroundColorPicker({ activeColor, command }: Props) {	CODE
LOW	app/editor/menus/mention.tsx	192	export function createDocumentMentionItems(	CODE
LOW	plugins/gitea/server/api/gitea.test.ts	11	async function buildConnectedIntegration() {	CODE
LOW	plugins/slack/server/presenters/userNotLinkedBlocks.ts	6	export function presentUserNotLinkedBlocks(team?: Team) {	CODE
LOW	…gins/webhooks/server/presenters/webhookSubscription.ts	4	export default function presentWebhookSubscription(	CODE
LOW	…/client/components/WebhookSubscriptionDeleteDialog.tsx	11	export default function WebhookSubscriptionRevokeDialog({	CODE
LOW	…bhooks/client/components/WebhookSubscriptionsTable.tsx	47	function WebhookSubscriptionsTable(props: Props) {	CODE
LOW	…ooks/client/hooks/useWebhookSubscriptionMenuActions.ts	15	export function useWebhookSubscriptionMenuActions(	CODE
LOW	server/errors.ts	21	export function InvalidAuthenticationError(	CODE
LOW	server/errors.ts	187	export function EmailAuthenticationRequiredError(	CODE
LOW⚡	server/errors.ts	216	export function GmailAccountCreationError(	CODE
LOW⚡	server/errors.ts	225	export function OIDCMalformedUserInfoError(	CODE
LOW⚡	server/errors.ts	234	export function AuthenticationProviderDisabledError(	CODE
LOW	server/errors.ts	254	export function InvalidClientMetadataError(	CODE
LOW	server/test/factories.ts	676	export async function buildDocumentWithAttachment(	CODE
LOW	server/test/factories.ts	898	export async function buildMetadataDocumentOAuthClient(	CODE
LOW	server/test/factories.ts	912	export async function buildOAuthAuthorizationCode({	CODE
LOW	server/middlewares/rateLimiter.ts	30	async function getRateLimiterIdentifiers(ctx: AppContext): Promise<string[]> {	CODE
LOW	server/middlewares/rateLimiter.ts	148	return async function registerRateLimiterMiddleware(	CODE
LOW	server/middlewares/cleanupMultipartFiles.ts	13	return async function cleanupMultipartFilesMiddleware(	CODE
LOW	server/middlewares/feature.ts	27	return async function commentingEnabledMiddleware(	CODE
LOW	server/middlewares/csrf.ts	24	return async function attachCSRFTokenMiddleware(ctx: AppContext, next: Next) {	CODE
LOW	server/middlewares/csrf.ts	85	return async function verifyCSRFTokenMiddleware(ctx: AppContext, next: Next) {	CODE
LOW	server/middlewares/validateWebhook.ts	15	return async function validateWebhookMiddleware(ctx: APIContext, next: Next) {	CODE
LOW	server/middlewares/apexAuthRedirect.ts	28	return async function apexAuthRedirectMiddleware(	CODE
LOW	server/utils/jwt.ts	121	export async function getUserForEmailSigninToken(	CODE
LOW	server/utils/jwt.ts	176	export async function getDetailsForEmailUpdateToken(	CODE
LOW	server/utils/embeds.ts	226	export function convertBareUrlsToEmbedMarkdown(	CODE
LOW	server/utils/fs.ts	30	function encodeWindowsUnsafeCharacter(char: string): string {	CODE
42 more matches not shown…

Hallucination Indicators10 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL	app/models/Collection.ts	173	return !!this.store.rootStore.stars.orderedData.find(	CODE
CRITICAL	app/models/Document.ts	339	return !!this.store.rootStore.stars.orderedData.find(	CODE
CRITICAL	app/models/Document.ts	579	const pin = this.store.rootStore.pins.orderedData.find(	CODE
CRITICAL	app/models/Document.ts	695	return !!this.store.rootStore.pins.orderedData.find(	CODE
CRITICAL	app/models/Document.ts	703	return !!this.store.rootStore.pins.orderedData.find(	CODE
CRITICAL	app/models/User.ts	318	return this.store.rootStore.userMemberships.orderedData.find(	CODE
CRITICAL	app/editor/extensions/Keys.ts	169	view.state.schema.nodes.paragraph.create({})	CODE
CRITICAL	server/middlewares/feature.ts	14	if (!ctx.state.auth.user.team.getPreference(preference)) {	CODE
CRITICAL	server/middlewares/feature.ts	31	const commenting = ctx.state.auth.user.team.getPreference(	CODE
CRITICAL	shared/editor/plugins/UploadPlugin.ts	288	const node = view.state.schema.nodes.image.create({	CODE

Fake / Example Data84 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	app/scenes/Collection/components/Overview.tsx	114	color: ${s("placeholder")};	CODE
LOW	app/scenes/Document/components/DocumentTitle.tsx	311	color: ${s("placeholder")};	CODE
LOW	app/scenes/Document/components/DocumentTitle.tsx	312	-webkit-text-fill-color: ${s("placeholder")};	CODE
LOW⚡	app/scenes/Search/components/SearchInput.tsx	68	color: ${s("placeholder")};	CODE
LOW⚡	app/scenes/Search/components/SearchInput.tsx	71	color: ${s("placeholder")};	CODE
LOW⚡	app/scenes/Search/components/SearchInput.tsx	74	color: ${s("placeholder")};	CODE
LOW⚡	app/scenes/Search/components/SearchInput.tsx	77	color: ${s("placeholder")};	CODE
LOW	app/components/Editor.tsx	23	"placeholder" \| "defaultValue" \| "onClickLink" \| "embeds" \| "extensions"	CODE
LOW	app/components/Table.tsx	846	color: ${s("placeholder")};	CODE
LOW	app/components/Input.tsx	34	color: ${s("placeholder")};	CODE
LOW	app/components/Input.tsx	63	color: ${s("placeholder")};	CODE
LOW	app/components/ContentEditable.tsx	290	color: ${s("placeholder")};	CODE
LOW	app/components/ContentEditable.tsx	291	-webkit-text-fill-color: ${s("placeholder")};	CODE
LOW	app/components/Sharing/components/index.tsx	53	color: ${s("placeholder")};	CODE
LOW	app/components/primitives/components/InputSelect.tsx	88	color: ${s("placeholder")};	CODE
LOW	app/components/CommandBar/SharedCommandBar.tsx	69	color: ${s("placeholder")};	CODE
LOW	app/components/CommandBar/CommandBar.tsx	87	color: ${s("placeholder")};	CODE
LOW	app/editor/components/SuggestionsMenu.tsx	1115	"placeholder" in insertItem && !!insertItem.placeholder	CODE
LOW	app/editor/components/SuggestionsMenu.tsx	1173	"placeholder" in insertItem && !!insertItem.placeholder	CODE
LOW	app/editor/menus/formatting.tsx	238	name: "placeholder",	CODE
LOW	plugins/email/server/auth/email.test.ts	138	email: "user@example.com",	CODE
LOW	plugins/email/server/auth/email.test.ts	154	const email = "sso-user@example.org";	CODE
LOW	plugins/email/server/auth/email.test.ts	183	const email = "guest-user@example.org";	CODE
LOW	plugins/email/server/auth/email.test.ts	212	const email = "sso-user-2@example.org";	CODE
LOW	plugins/email/server/auth/email.test.ts	241	const email = "guest-user-2@example.org";	CODE
LOW	server/emails/templates/BaseEmail.test.tsx	60	{ to: "user@example.com" },	CODE
LOW	server/emails/templates/BaseEmail.test.tsx	84	{ to: "user@example.com" },	CODE
LOW	server/utils/validators.test.ts	259	expect(isMailboxAddress("user@example.com")).toBe(true);	CODE
LOW	server/utils/VerificationCode.test.ts	6	const email = "user@example.com";	CODE
LOW	server/utils/VerificationCode.test.ts	47	"user@example.com"	CODE
LOW	server/utils/VerificationCode.test.ts	50	await VerificationCode.delete(teamId, "user@example.com");	CODE
LOW	server/models/ShareSubscription.test.ts	77	ShareSubscription.normalizeEmailFingerprint("user@example.com");	CODE
LOW	server/models/ShareSubscription.test.ts	84	).toBe(ShareSubscription.normalizeEmailFingerprint("user@example.com"));	CODE
LOW	server/models/ShareSubscription.test.ts	106	).toBe(ShareSubscription.normalizeEmailFingerprint("user@example.com"));	CODE
LOW	server/models/ShareSubscription.test.ts	130	).toBe(ShareSubscription.normalizeEmailFingerprint("user@example.com"));	CODE
LOW	server/models/ShareSubscription.test.ts	156	ShareSubscription.normalizeEmailFingerprint("user@example.com");	CODE
LOW	server/models/helpers/ProseMirrorHelper.test.ts	1463	const text = "lorem ipsum dolor sit amet ".repeat(50);	CODE
LOW	server/models/helpers/ProseMirrorHelper.test.ts	1463	const text = "lorem ipsum dolor sit amet ".repeat(50);	CODE
LOW	server/routes/api/users/users.test.ts	27	name: "John Doe",	CODE
LOW	server/routes/api/users/users.test.ts	669	name: "Jane Doe",	CODE
LOW	server/routes/api/users/users.test.ts	684	const other = await buildUser({ teamId: team.id, name: "Jane Doe" });	CODE
LOW	server/routes/api/suggestions/suggestions.test.ts	106	name: "Jane Doe",	CODE
LOW⚡	server/routes/api/shares/shares.test.ts	1553	email: "user@example.com",	CODE
LOW⚡	server/routes/api/shares/shares.test.ts	1555	ShareSubscription.normalizeEmailFingerprint("user@example.com"),	CODE
LOW⚡	server/routes/api/shares/shares.test.ts	1564	email: "user@example.com",	CODE
LOW⚡	server/routes/api/shares/shares.test.ts	1577	email: "user@example.com",	CODE
LOW⚡	server/routes/api/shares/shares.test.ts	1579	ShareSubscription.normalizeEmailFingerprint("user@example.com"),	CODE
LOW⚡	server/routes/api/shares/shares.test.ts	1589	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1604	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1606	ShareSubscription.normalizeEmailFingerprint("user@example.com"),	CODE
LOW	server/routes/api/shares/shares.test.ts	1620	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1634	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1636	ShareSubscription.normalizeEmailFingerprint("user@example.com"),	CODE
LOW	server/routes/api/shares/shares.test.ts	1653	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1670	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1695	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1696	emailFingerprint: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1721	email: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1722	emailFingerprint: "user@example.com",	CODE
LOW	server/routes/api/shares/shares.test.ts	1746	email: "user@example.com",	CODE
24 more matches not shown…

Verbosity Indicators9 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	app/models/Comment.ts	216	// Step 1: Update the reactions cache.	COMMENT
LOW	app/models/Comment.ts	236	// Step 2: Add the user to the store.	COMMENT
LOW	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	203	// Step 1: Read candidate document IDs from readonly replica to avoid	COMMENT
LOW	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	264	// Step 2: Insert the eligible IDs into the working table on primary	COMMENT
LOW	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	311	// Step 1: Get batch of document IDs to process	COMMENT
LOW⚡	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	331	// Step 2: Calculate scores outside of a transaction	COMMENT
LOW⚡	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	338	// Step 3: Update document scores	COMMENT
LOW⚡	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	341	// Step 4: Mark batch as processed	COMMENT
LOW	server/routes/api/auth/auth.ts	141	// If the user did not _just_ sign in then we need to check if they continue	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	app/models/Comment.ts	216	// Step 1: Update the reactions cache.	COMMENT
LOW	app/models/Comment.ts	236	// Step 2: Add the user to the store.	COMMENT
LOW	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	203	// Step 1: Read candidate document IDs from readonly replica to avoid	COMMENT
LOW	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	264	// Step 2: Insert the eligible IDs into the working table on primary	COMMENT
LOW	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	311	// Step 1: Get batch of document IDs to process	COMMENT
LOW⚡	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	331	// Step 2: Calculate scores outside of a transaction	COMMENT
LOW⚡	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	338	// Step 3: Update document scores	COMMENT
LOW⚡	…ver/queues/tasks/UpdateDocumentsPopularityScoreTask.ts	341	// Step 4: Mark batch as processed	COMMENT

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…ugins/search-postgres/server/PostgresSearchProvider.ts	781	// - the doc is published AND lives in a collection the user can access	COMMENT
LOW	.claude/skills/verify-outline/scripts/verify-outline.sh	1	#!/usr/bin/env bash	COMMENT
LOW	server/typings/outlinewiki__koa-passport.d.ts	1	declare module "@outlinewiki/koa-passport" {	COMMENT
LOW	server/utils/requestFilteringAgent/index.ts	1	// Vendored from request-filtering-agent v3.2.0 (MIT, by azu).	COMMENT
LOW	server/policies/cancan.ts	421	// of this software and associated documentation files (the "Software"), to deal	COMMENT
LOW	server/logging/tracing.ts	1	// MIT License	COMMENT
LOW	shared/styles/normalize.ts	1	// MIT License	COMMENT
LOW	shared/editor/lib/markdown/serializer.ts	21	// :: (Object<(state: MarkdownSerializerState, node: Node, parent: Node, index: number)>, Object)	COMMENT
LOW	shared/editor/lib/markdown/serializer.ts	41	// opening and closing syntax appears relative to other mixable	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	35	> Note: Please do not submit AI-generated pull requests. We receive a high volume of mass, low-quality PRs generated	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	shared/i18n/locales/zh_TW/translation.json	1752	"Import a zip file of Markdown documents exported from Slab – collections, posts, images, and attachments will be impo	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/verify-outline/scripts/verify-outline.sh	4	# Usage:	COMMENT

outline/outline

Open-Source Code Quality, Security and Technical Debt Review