1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

30.2K

Stars

TypeScript

Language

435.5K

Lines of Code

1.8K

Files

342

Pattern Hits

2026-10-31

Scan Date

0.03

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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 174 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.3/100 · LOW

Are imports declared and package/API names verified? 168 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 131 finding(s).

PR Review Velocity Impact 7.8/100 · LOW

Which changes need focused human review? 342 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 14HIGH 44MEDIUM 8LOW 276

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 342 distinct pattern matches across 11 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.

Magic Placeholder Names44 hits · 220 pts

Severity	File	Line	Snippet	Context
HIGH	tools/compare-models/README.md	78	KARAKEEP_API_KEY=your_api_key	CODE
HIGH	tools/compare-models/README.md	97	export KARAKEEP_API_KEY=your_api_key	CODE
HIGH	docs/docs/05-integrations/03-mcp.md	45	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	docs/docs/05-integrations/03-mcp.md	64	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	docs/docs/03-configuration/02-different-ai-providers.md	79	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	docs/docs/03-configuration/02-different-ai-providers.md	93	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	docs/docs/03-configuration/02-different-ai-providers.md	127	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…rsioned_docs/version-v0.31.0/05-integrations/03-mcp.md	28	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	…rsioned_docs/version-v0.31.0/05-integrations/03-mcp.md	47	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…-v0.31.0/03-configuration/02-different-ai-providers.md	67	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.31.0/03-configuration/02-different-ai-providers.md	78	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.31.0/03-configuration/02-different-ai-providers.md	111	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…rsioned_docs/version-v0.32.0/05-integrations/03-mcp.md	28	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	…rsioned_docs/version-v0.32.0/05-integrations/03-mcp.md	47	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…-v0.32.0/03-configuration/02-different-ai-providers.md	67	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.32.0/03-configuration/02-different-ai-providers.md	78	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.32.0/03-configuration/02-different-ai-providers.md	111	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	docs/versioned_docs/version-v0.28.0/09-mcp.md	28	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	docs/versioned_docs/version-v0.28.0/09-mcp.md	47	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…version-v0.28.0/14-guides/05-different-ai-providers.md	41	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…version-v0.28.0/14-guides/05-different-ai-providers.md	52	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…version-v0.28.0/14-guides/05-different-ai-providers.md	85	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…rsioned_docs/version-v0.33.0/05-integrations/03-mcp.md	45	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	…rsioned_docs/version-v0.33.0/05-integrations/03-mcp.md	64	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…-v0.33.0/03-configuration/02-different-ai-providers.md	79	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.33.0/03-configuration/02-different-ai-providers.md	93	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.33.0/03-configuration/02-different-ai-providers.md	127	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	docs/versioned_docs/version-v0.29.0/09-mcp.md	28	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	docs/versioned_docs/version-v0.29.0/09-mcp.md	47	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…version-v0.29.0/14-guides/05-different-ai-providers.md	41	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…version-v0.29.0/14-guides/05-different-ai-providers.md	52	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…version-v0.29.0/14-guides/05-different-ai-providers.md	85	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…rsioned_docs/version-v0.30.0/05-integrations/03-mcp.md	28	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	…rsioned_docs/version-v0.30.0/05-integrations/03-mcp.md	47	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…-v0.30.0/03-configuration/02-different-ai-providers.md	41	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.30.0/03-configuration/02-different-ai-providers.md	52	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.30.0/03-configuration/02-different-ai-providers.md	85	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…rsioned_docs/version-v0.34.0/05-integrations/03-mcp.md	45	"KARAKEEP_API_KEY": "<YOUR_TOKEN>"	CODE
HIGH	…rsioned_docs/version-v0.34.0/05-integrations/03-mcp.md	64	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE
HIGH	…-v0.34.0/03-configuration/02-different-ai-providers.md	79	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.34.0/03-configuration/02-different-ai-providers.md	93	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	…-v0.34.0/03-configuration/02-different-ai-providers.md	127	OPENAI_API_KEY=YOUR_API_KEY	CODE
HIGH	apps/mcp/README.md	58	"KARAKEEP_API_KEY": "<YOUR_TOKEN>",	CODE
HIGH	apps/mcp/README.md	78	"KARAKEEP_API_KEY=<YOUR_TOKEN>",	CODE

Hallucination Indicators14 hits · 140 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/trpc/routers/prompts.ts	20	const prompt = await opts.ctx.db.query.customPrompts.findFirst({	CODE
CRITICAL	packages/trpc/routers/rules.ts	53	const userTags = await opts.ctx.db.query.bookmarkTags.findMany({	CODE
CRITICAL	packages/trpc/models/users.ts	214	const settings = await this.ctx.db.query.users.findFirst({	CODE
CRITICAL	packages/trpc/models/users.ts	294	? this.ctx.db.query.assets.findFirst({	CODE
CRITICAL	packages/trpc/models/users.ts	305	? this.ctx.db.query.assets.findFirst({	CODE
CRITICAL	packages/trpc/models/users.ts	403	const userObj = await this.ctx.db.query.users.findFirst({	CODE
CRITICAL	packages/trpc/models/users.ts	700	const userObj = await this.ctx.db.query.users.findFirst({	CODE
CRITICAL	packages/trpc/models/lists.ts	741	await this.ctx.db.query.listCollaborators.findMany({	CODE
CRITICAL	packages/trpc/models/lists.ts	913	this.ctx.db.query.listCollaborators.findMany({	CODE
CRITICAL	packages/trpc/models/lists.ts	935	const owner = await this.ctx.db.query.users.findFirst({	CODE
CRITICAL	packages/trpc/models/lists.ts	1179	const bookmark = await this.ctx.db.query.bookmarks.findFirst({	CODE
CRITICAL	packages/trpc/models/lists.ts	1229	const bookmark = await this.ctx.db.query.bookmarks.findFirst({	CODE
CRITICAL	packages/trpc/models/tags.ts	359	await this.ctx.db.query.tagsOnBookmarks.findMany({	CODE
CRITICAL	packages/api/routes/public/assets.ts	40	const assetDb = await c.var.ctx.db.query.assets.findFirst({	CODE

Hyper-Verbose Identifiers131 hits · 131 pts

Severity	File	Line	Snippet	Context
LOW	docs/src/theme/DocSidebarItem/Category/index.tsx	53	function useAutoExpandActiveCategory({	CODE
LOW	docs/src/theme/DocSidebarItem/Category/index.tsx	79	function useCategoryHrefWithSSRFallback(	CODE
LOW	packages/plugins/vectorstore-meilisearch/src/index.ts	27	function filterToMeiliSearchFilter(filter: VectorFilterQuery): string {	CODE
LOW	packages/plugins/search-meilisearch/src/index.ts	18	function filterToMeiliSearchFilter(filter: FilterQuery): string {	CODE
LOW	packages/trpc/stats.ts	29	function getOrCreateMetric<T extends Metric>(	CODE
LOW	packages/trpc/testUtils.ts	101	export async function getApiKeyCallerForPlainKey(db: TestDB, plainKey: string) {	CODE
LOW	packages/trpc/index.ts	97	.use(function rejectMutationsInReadOnlyModes(opts) {	CODE
LOW	packages/trpc/index.ts	182	export function createScopedAuthedProcedure(resource: ZApiKeyScopeResource) {	CODE
LOW	packages/trpc/index.ts	204	export function createAdminScopedProcedure(	CODE
LOW	packages/trpc/routers/bookmarks.ts	156	return async function bookmarksQueriedMiddleware(opts: {	CODE
LOW	packages/trpc/routers/bookmarks.ts	174	return function semanticSearchRateLimitMiddleware(opts: {	CODE
LOW	packages/trpc/routers/bookmarks.ts	217	async function shouldUseLowPriorityQueues(	CODE
LOW	packages/trpc/routers/subscriptions.ts	91	function computeSubscriptionTransition(	CODE
LOW	packages/trpc/lib/revenueCat.ts	122	export function computeInAppSubscriptionState(	CODE
LOW	packages/trpc/lib/revenueCat.ts	241	export function syncRevenueCatDataToDatabase(	CODE
LOW	packages/trpc/lib/revenueCat.ts	272	async function fetchAndStoreRevenueCatState(	CODE
LOW	packages/trpc/lib/revenueCat.ts	351	export function isValidRevenueCatWebhookAuthorization(	CODE
LOW	packages/trpc/lib/revenueCat.ts	369	export function getRevenueCatWebhookAppUserIds(	CODE
LOW	packages/trpc/lib/search.ts	59	export async function getBookmarksConditionFromMatcher(	CODE
LOW	packages/trpc/lib/search.ts	292	export async function getBookmarkIdsFromMatcher(	CODE
LOW	packages/trpc/lib/impersonate.ts	8	export async function buildImpersonatingAuthedContext(	CODE
LOW	packages/trpc/lib/subscriptionEntitlements.ts	15	export function getActivePaidSubscriptionProvider(	CODE
LOW	packages/shared/inference.ts	31	function validateEmbeddingDimensions(embeddings: number[][]): void {	CODE
LOW	packages/shared/prompts.ts	53	export function constructTextTaggingPrompt(	CODE
LOW	packages/shared/prompts.ts	112	export function buildTextPromptUntruncated(	CODE
LOW	packages/shared/prompts.ts	131	export function buildSummaryPromptUntruncated(	CODE
LOW	packages/shared/types/apiKeys.ts	86	function getReadWriteScopeForReadScope(scope: ZApiKeyScope) {	CODE
LOW	packages/shared/utils/tag.ts	39	export function getPotentialRelevantTagsPrompt(	CODE
LOW	packages/shared/utils/reading-progress-dom.ts	151	function getReadingPositionWithViewport(	CODE
LOW	packages/shared/utils/userName.ts	5	export function containsUnsafeUserNameMarkup(input: string): boolean {	CODE
LOW	packages/shared/utils/url.ts	1	export function setUrlHostnameFromResolvedAddress(url: URL, address: string) {	CODE
LOW	packages/shared/utils/bookmarkUtils.ts	4	export function getBookmarkLinkAssetIdOrUrl(bookmark: ZBookmarkedLink) {	CODE
LOW	packages/shared/utils/bookmarkUtils.ts	44	export function isBookmarkStillSummarizing(bookmark: ZBookmark) {	CODE
LOW	packages/shared/utils/bookmarkUtils.ts	56	export function getBookmarkRefreshInterval(	CODE
LOW	packages/shared/utils/assetUtils.ts	7	export function humanFriendlyNameForAssertType(type: ZAssetType) {	CODE
LOW	packages/shared/import-export/parsers.ts	53	function parseNetscapeBookmarkFile(textContent: string): ParsedBookmark[] {	CODE
LOW	packages/shared/import-export/parsers.ts	183	function parseKarakeepBookmarkFile(textContent: string): ParsedImportFile {	CODE
LOW	packages/shared/import-export/parsers.ts	240	function parseOmnivoreBookmarkFile(textContent: string): ParsedBookmark[] {	CODE
LOW	packages/shared/import-export/parsers.ts	270	function parseLinkwardenBookmarkFile(textContent: string): ParsedBookmark[] {	CODE
LOW	packages/shared/import-export/parsers.ts	326	function parseTabSessionManagerStateFile(	CODE
LOW	packages/shared/import-export/parsers.ts	426	function parseInstapaperBookmarkFile(textContent: string): ParsedBookmark[] {	CODE
LOW	packages/shared/import-export/parsers.ts	498	function parseReadwiseReaderBookmarkFile(	CODE
LOW	packages/api/middlewares/rateLimit.ts	9	export function createRateLimitMiddleware(config: RateLimitConfig) {	CODE
LOW	packages/api/utils/readableContent.ts	15	export function encodeReadableContentCursor(	CODE
LOW	packages/api/utils/readableContent.ts	21	export function decodeReadableContentCursor(	CODE
LOW	packages/e2e_tests/tests/assetdb/assetdb-utils.ts	125	export function createLocalFileSystemStore(	CODE
LOW	packages/shared-react/hooks/bookmarks.ts	12	export function useAutoRefreshingBookmarkQuery(	CODE
LOW	packages/shared-react/hooks/bookmarks.ts	51	export function useCreateBookmarkWithPostHook(	CODE
LOW	packages/shared-react/hooks/bookmarks.ts	222	export function useBookmarkPostCreationHook() {	CODE
LOW	packages/shared-react/hooks/query-invalidation.ts	27	export function scheduleInvalidateQueries(	CODE
LOW	packages/shared-react/hooks/bookmark-grid-context.tsx	11	export function BookmarkGridContextProvider({	CODE
LOW	packages/shared-react/hooks/lists.ts	115	export function useRemoveBookmarkFromList(	CODE
LOW	packages/shared-react/hooks/lists.ts	180	export function augmentBookmarkListsWithInitialData(	CODE
LOW	packages/shared-react/hooks/bookmark-list-context.tsx	11	export function BookmarkListContextProvider({	CODE
LOW	apps/web/components/ui/collapsible.tsx	13	function CollapsibleTriggerTriangle({	CODE
LOW	apps/web/components/ui/collapsible.tsx	33	function CollapsibleTriggerChevron({	CODE
LOW	…ents/dashboard/sidebar/InvitationNotificationBadge.tsx	7	export function InvitationNotificationBadge() {	CODE
LOW	…eb/components/dashboard/lists/BookmarkListSelector.tsx	132	function BookmarkListSingleSelector({	CODE
LOW	…eb/components/dashboard/lists/BookmarkListSelector.tsx	180	function BookmarkListMultiSelector({	CODE
LOW	…nents/dashboard/lists/DeleteListConfirmationDialog.tsx	13	export default function DeleteListConfirmationDialog({	CODE
71 more matches not shown…

Fake / Example Data110 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	packages/trpc/routers/subscriptions.revenueCat.test.ts	125	async function createFreeUser(db: TestDB, email = "test@test.com") {	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	113	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	139	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	180	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	207	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	238	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	269	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	336	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	417	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	700	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	740	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	762	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	799	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	839	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	864	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	898	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	915	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	941	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1010	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1085	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1158	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1219	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1311	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1456	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1539	email: "test@test.com",	CODE
LOW	packages/trpc/routers/subscriptions.test.ts	1623	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	38	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	83	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	110	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	166	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	194	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	246	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	271	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	296	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	324	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	374	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	396	email: "test@test.com",	CODE
LOW	packages/trpc/routers/apiKeys.test.ts	738	email: "test@test.com",	CODE
LOW	packages/trpc/lib/__tests__/ruleEngine.test.ts	96	.values({ name: "Test User", email: "test@test.com" })	CODE
LOW	packages/api/middlewares/rateLimit.test.ts	64	email: "user@example.com",	CODE
LOW	packages/e2e_tests/setup/seed.ts	10	email: "admin@example.com",	CODE
LOW	packages/e2e_tests/setup/seed.ts	15	email: "admin@example.com",	CODE
LOW⚡	apps/web/server/auth.test.ts	202	await signUp("user@example.com");	CODE
LOW⚡	apps/web/server/auth.test.ts	204	body: { email: "user@example.com", password: "password123" },	CODE
LOW⚡	apps/web/server/auth.test.ts	210	email: "user@example.com",	CODE
LOW⚡	apps/web/server/auth.test.ts	220	const { cookie } = await signUp("user@example.com");	CODE
LOW⚡	apps/web/server/auth.test.ts	274	expect((await signIn("user@example.com", "old-password")).status).toBe(401);	CODE
LOW⚡	apps/web/server/auth.test.ts	275	expect((await signIn("user@example.com", "new-password")).status).toBe(200);	CODE
LOW⚡	apps/web/server/auth.test.ts	280	await signUp("user@example.com");	CODE
LOW⚡	apps/web/server/auth.test.ts	282	body: { email: "user@example.com" },	CODE
LOW⚡	apps/web/server/auth.test.ts	314	expect(verificationUrl.searchParams.get("email")).toBe("user@example.com");	CODE
LOW⚡	apps/web/server/auth.test.ts	321	const wrongPassword = await signIn("user@example.com", "wrong-password");	CODE
LOW⚡	apps/web/server/auth.test.ts	323	const unverified = await signIn("user@example.com");	CODE
LOW⚡	apps/web/server/auth.test.ts	331	expect((await signIn("user@example.com")).status).toBe(200);	CODE
LOW⚡	apps/web/server/auth.test.ts	334	const duplicate = await signUp("user@example.com");	CODE
LOW⚡	apps/web/server/auth.test.ts	340	await signUp("user@example.com", "old-password");	CODE
LOW⚡	apps/web/server/auth.test.ts	342	await signIn("user@example.com", "old-password");	CODE
LOW⚡	apps/web/server/auth.test.ts	411	expect((await signUp("user@example.com")).status).toBe(403);	CODE
LOW⚡	apps/web/server/auth.test.ts	412	expect((await signIn("user@example.com")).status).toBe(403);	CODE
LOW⚡	apps/web/server/auth.test.ts	414	body: { email: "user@example.com" },	CODE
50 more matches not shown…

Verbosity Indicators15 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	packages/trpc/models/lists.ts	432	// For owner lists, we need to check if they actually have collaborators	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	158	// Step 1: Create some test bookmarks	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	193	// Step 2: Trigger a backup	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	206	// Step 3: Poll until backup is completed or failed	COMMENT
LOW⚡	packages/e2e_tests/tests/api/backups.test.ts	231	// Step 4: Verify backup completed successfully	COMMENT
LOW⚡	packages/e2e_tests/tests/api/backups.test.ts	238	// Step 5: Download the backup	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	257	// Step 6: Unzip and validate the backup contents	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	322	// Step 7: Verify the backup appears in the list with updated status	COMMENT
LOW	apps/workers/workers/crawlerWorker.ts	2143	// Archival is a heavy operation, so we need to check if the user is within reasonable quota before proceeding	COMMENT
LOW	apps/workers/workers/backupWorker.ts	208	// Step 1: Stream bookmarks to JSON file	COMMENT
LOW	apps/workers/workers/backupWorker.ts	231	// Step 2: Compress the JSON file as zip	COMMENT
LOW⚡	apps/workers/workers/backupWorker.ts	247	// Step 3: Check quota and store as asset	COMMENT
LOW⚡	apps/workers/workers/backupWorker.ts	256	// Step 4: Create asset record	COMMENT
LOW	apps/workers/workers/backupWorker.ts	277	// Step 5: Update backup record	COMMENT
LOW	apps/workers/workers/backupWorker.ts	289	// Step 6: Clean up old backups based on retention	COMMENT

Structural Annotation Overuse13 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	packages/e2e_tests/tests/api/backups.test.ts	158	// Step 1: Create some test bookmarks	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	193	// Step 2: Trigger a backup	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	206	// Step 3: Poll until backup is completed or failed	COMMENT
LOW⚡	packages/e2e_tests/tests/api/backups.test.ts	231	// Step 4: Verify backup completed successfully	COMMENT
LOW⚡	packages/e2e_tests/tests/api/backups.test.ts	238	// Step 5: Download the backup	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	257	// Step 6: Unzip and validate the backup contents	COMMENT
LOW	packages/e2e_tests/tests/api/backups.test.ts	322	// Step 7: Verify the backup appears in the list with updated status	COMMENT
LOW	apps/workers/workers/backupWorker.ts	208	// Step 1: Stream bookmarks to JSON file	COMMENT
LOW	apps/workers/workers/backupWorker.ts	231	// Step 2: Compress the JSON file as zip	COMMENT
LOW⚡	apps/workers/workers/backupWorker.ts	247	// Step 3: Check quota and store as asset	COMMENT
LOW⚡	apps/workers/workers/backupWorker.ts	256	// Step 4: Create asset record	COMMENT
LOW	apps/workers/workers/backupWorker.ts	277	// Step 5: Update backup record	COMMENT
LOW	apps/workers/workers/backupWorker.ts	289	// Step 6: Clean up old backups based on retention	COMMENT

Modern AI Meta-Vocabulary7 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	27	- LLM Agents (e.g. OpenClaw, Hermes) friendly with powerful [CLI](https://docs.karakeep.com/integrations/command-line),	CODE
MEDIUM	docs/docs/01-getting-started/01-intro.md	19	- LLM Agents (e.g. OpenClaw, Hermes) friendly with powerful [CLI](https://docs.karakeep.com/integrations/command-line),	CODE
MEDIUM	…ed_docs/version-v0.32.0/01-getting-started/01-intro.md	20	- 🤖 LLM Agents (e.g. OpenClaw, Hermes) friendly with powerful [CLI](https://docs.karakeep.com/integrations/command-line)	CODE
MEDIUM	…ed_docs/version-v0.33.0/01-getting-started/01-intro.md	19	- LLM Agents (e.g. OpenClaw, Hermes) friendly with powerful [CLI](https://docs.karakeep.com/integrations/command-line),	CODE
MEDIUM	…ed_docs/version-v0.34.0/01-getting-started/01-intro.md	19	- LLM Agents (e.g. OpenClaw, Hermes) friendly with powerful [CLI](https://docs.karakeep.com/integrations/command-line),	CODE
MEDIUM	release-notes/2026-05-08-v0.32.0.md	22	* We're publishing an official skill for karakeep on ClawHub and skills.sh (details [here](https://docs.karakeep.app/n	COMMENT
MEDIUM	apps/landing/public/llms.txt	27	- [Agent skills documentation](https://docs.karakeep.com/integrations/agentic-skills)	CODE

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/dev-worktree.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/pullfrog.yml	41	DEEPSEEK_API_KEY: ${{ secrets.DEEPSEEK_API_KEY }}	COMMENT
LOW	.github/workflows/pullfrog.yml	61	# VERTEX_MODEL_ID: <vertex-model-id>	COMMENT
LOW	apps/landing/vite-env.d.ts	1	/// <reference types="vite-plugin-svgr/client" />	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	start-dev.sh	13	# Check if Docker is installed	COMMENT
LOW	start-dev.sh	19	# Check if pnpm is installed	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/ci.yml	14	# You can leverage Vercel Remote Caching with Turbo to speed up your builds	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/dev-worktree.sh	6	# Usage:	COMMENT

karakeep-app/karakeep

Open-Source Code Quality, Security and Technical Debt Review