1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.1K

Stars

TypeScript

Language

2.0M

Lines of Code

6.9K

Files

2.1K

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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1859 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 282 finding(s).

Agent Over-Engineering Ratio 3.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1395 finding(s).

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 2142 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 4HIGH 4MEDIUM 10LOW 2124

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 2142 distinct pattern matches across 14 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 Identifiers1394 hits · 1397 pts

Severity	File	Line	Snippet	Context
LOW	platform/wab/playwright/utils/auto-open-utils.ts	662	export async function checkCcAutoOpenInteractiveMode({	CODE
LOW	platform/wab/playwright/utils/postgres-test-db.ts	40	export async function createPostgresTestDatabase(): Promise<PostgresTestDatabase> {	CODE
LOW	platform/wab/playwright/utils/studio-utils.ts	214	export async function updateFormValuesInLiveMode(	CODE
LOW	platform/wab/playwright/e2e/comments.spec.ts	9	async function createComponentWithComment(props: {	CODE
LOW	platform/wab/playwright/e2e/data-tokens.spec.ts	64	async function replaceDataTokenInCurrentElement(	CODE
LOW	platform/wab/playwright/e2e/registered-variants.spec.ts	8	async function createAndSwitchToButtonArena(	CODE
LOW	platform/wab/playwright/e2e/registered-variants.spec.ts	54	async function addRegisteredVariantFromVariantsTab(	CODE
LOW	platform/wab/playwright/e2e/registered-variants.spec.ts	91	async function editRegisteredVariantFromCanvas(	CODE
LOW	platform/wab/playwright/e2e/registered-variants.spec.ts	110	async function editRegisteredVariantFromVariantsTab(	CODE
LOW	platform/wab/playwright/e2e/registered-variants.spec.ts	133	async function deleteRegisteredVariantFromVariantsTab(	CODE
LOW	platform/wab/playwright/e2e/registered-variants.spec.ts	186	async function activateRegisteredVariant(	CODE
LOW	…atform/wab/playwright/e2e/hostless-rich-layout.spec.ts	77	async function checkActiveNavDarkBgPrimary(page?: Page) {	CODE
LOW	…rm/wab/playwright/e2e/imported-token-overrides.spec.ts	555	async function assertTokenClickOpensModal(	CODE
LOW	platform/wab/playwright/e2e/plexus-installation.spec.ts	82	async function getFilteredComponentsInProjectPanel(	CODE
LOW	platform/wab/playwright/e2e/image-slots.spec.ts	96	function getSecondImageSlotContent() {	CODE
LOW	platform/wab/playwright/e2e/image-slots.spec.ts	101	async function selectSecondImageSlotContent() {	CODE
LOW	platform/wab/playwright/e2e/data-sources/http.spec.ts	255	async function bindTextContentToObjectPath(	CODE
LOW	platform/wab/playwright/e2e/data-sources/http.spec.ts	269	async function bindTextContentToCustomCode(	CODE
LOW	…tform/wab/playwright/e2e/data-sources/postgres.spec.ts	283	async function configureButtonInteractions(	CODE
LOW	platform/wab/public/index.html	249	function maybeShowStudioPlaceholder() {	CODE
LOW	platform/wab/src/wab/commons/StyleToken.ts	298	export function extractAllReferencedTokenIds(str: string) {	CODE
LOW	platform/wab/src/wab/commons/StyleToken.ts	453	export function lazyDerefTokenRefsWithDeps(	CODE
LOW	platform/wab/src/wab/commons/components/OnClickAway.tsx	80	export function useInteractOutsideWithCommonExceptions(	CODE
LOW	platform/wab/src/wab/server/subscription-status.ts	40	export async function getLatestSubscriptionStatuses(	CODE
LOW	platform/wab/src/wab/server/secrets.ts	111	export function getGoogleSheetsClientSecret() {	CODE
LOW	platform/wab/src/wab/server/secrets.ts	123	export function getDiscourseConnectSecret() {	CODE
LOW	platform/wab/src/wab/server/AppServer.ts	389	export function getStatusCodeFromResponse(error: any): number {	CODE
LOW	platform/wab/src/wab/server/AppServer.ts	840	export function addEndUserManagementRoutes(	CODE
LOW	platform/wab/src/wab/server/AppServer.ts	2014	export function makeExpressSessionMiddleware(config: Config) {	CODE
LOW	platform/wab/src/wab/server/promstats.ts	92	export function getTemplatedEndpointFromExpressRoutePath(	CODE
LOW	platform/wab/src/wab/server/util/pgpass-util.ts	4	export function extractUsernameAndPasswordFromPgPass(username: string) {	CODE
LOW	platform/wab/src/wab/server/util/profiler.ts	1	export async function maybeStartGoogleCloudProfiler(	CODE
LOW	platform/wab/src/wab/server/util/url.ts	59	function isRequestFilteringAgentError(error: unknown): boolean {	CODE
LOW	platform/wab/src/wab/server/util/pruneCache.ts	9	export async function pruneOldBundleBackupsCache(em: EntityManager) {	CODE
LOW	platform/wab/src/wab/server/util/hostless-pkg-util.ts	11	function getHostlessPackageNpmVersion(pkg: string) {	CODE
LOW	platform/wab/src/wab/server/util/cms-util.ts	115	async function makeSelectionTreeInternal(	CODE
LOW	platform/wab/src/wab/server/util/cms-util.ts	300	async function iterateNestedUntilPartition(	CODE
LOW	platform/wab/src/wab/server/auth/routes.ts	523	export async function getEmailVerificationToken(req: Request, res: Response) {	CODE
LOW	…ab/src/wab/server/emails/comment-notification-email.ts	106	export async function sendUserNotificationEmail(	CODE
LOW	…wab/src/wab/server/emails/app-end-user-invite-email.ts	6	export async function sendAppEndUserInviteEmail(	CODE
LOW	platform/wab/src/wab/server/emails/email-html.ts	5	export function removeClassesFromEmailHtml(html: string) {	CODE
LOW	…atform/wab/src/wab/server/emails/verification-email.ts	5	export function generateEmailVerificationLink(	CODE
LOW	…atform/wab/src/wab/server/emails/verification-email.ts	29	export async function sendEmailVerificationToUser(	CODE
LOW	…orm/wab/src/wab/server/observability/sentry-filters.ts	25	export function shouldIgnoreErrorByMessage(message: string) {	CODE
LOW	platform/wab/src/wab/server/github/workflows.ts	104	export async function createOrUpdatePushWorkflow(args: GithubRef) {	CODE
LOW	platform/wab/src/wab/server/github/workflows.ts	132	export async function tryGetLastUnfinishedWorkflowRun(	CODE
LOW	platform/wab/src/wab/server/github/util.ts	6	export async function assertCanUseGithubRepository(	CODE
LOW	platform/wab/src/wab/server/loader/module-writer.ts	214	function makeGlobalContextsProviderImportName(projectId: string) {	CODE
LOW	platform/wab/src/wab/server/loader/module-writer.ts	218	export function makeGlobalContextsProviderFileName(projectId: string) {	CODE
LOW	platform/wab/src/wab/server/loader/error-handler.ts	39	export function buildMissingComponentErrors(	CODE
LOW	platform/wab/src/wab/server/loader/resolve-projects.ts	79	export async function resolveLatestProjectVersions(	CODE
LOW	platform/wab/src/wab/server/loader/resolve-projects.ts	103	export async function resolveLatestProjectRevisions(	CODE
LOW	platform/wab/src/wab/server/loader/resolve-projects.ts	197	export async function getResolvedProjectVersions(	CODE
LOW	platform/wab/src/wab/server/loader/resolve-projects.ts	250	export async function getPreviewResolvedVersions(	CODE
LOW	platform/wab/src/wab/server/loader/gen-code-bundle.ts	68	export async function genPublishedLoaderCodeBundle(	CODE
LOW	platform/wab/src/wab/server/loader/gen-code-bundle.ts	119	export async function genLatestLoaderCodeBundle(	CODE
LOW	platform/wab/src/wab/server/loader/gen-code-bundle.ts	171	async function genLoaderCodeBundleForProjectVersions(	CODE
LOW	platform/wab/src/wab/server/loader/gen-code-bundle.ts	401	export function extractBundleKeyProjectIds(bundleKey: string): ProjectId[] {	CODE
LOW	platform/wab/src/wab/server/loader/gen-code-bundle.ts	447	async function tryGetCachedPublishedBundle(	CODE
LOW	…/src/wab/server/scripts/send-comments-notifications.ts	87	export async function processUnnotifiedCommentsNotifications(	CODE
1334 more matches not shown…

Over-Commented Block429 hits · 425 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	141	node -r esbuild-register src/index.ts -h	COMMENT
LOW	CONTRIBUTING.md	161		COMMENT
LOW	sweep.yaml	21	# Example:	COMMENT
LOW	platform/pnpm-workspace.yaml	41	# packages that carry version-specific patches (see patchedDependencies) so a	COMMENT
LOW	platform/pnpm-workspace.yaml	81	"@react-aria/overlays": 3.27.1	COMMENT
LOW	platform/react-renderer/seccomp-bpf.h	21		COMMENT
LOW	platform/react-renderer/seccomp-bpf.h	41	__u64 instruction_pointer;	COMMENT
LOW	platform/wab/tools/rsync.bash	1	#!/usr/bin/env bash	COMMENT
LOW	platform/wab/src/wab/server/AppServer.ts	2041	// creation and sends Set-Cookie response header, even if the	COMMENT
LOW	platform/wab/src/wab/server/auth/routes.ts	641	await handleOauthCallback(req, res, next, {	COMMENT
LOW	…wab/src/wab/server/emails/templates/CommentsHeader.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…wab/src/wab/server/emails/templates/CommentsHeader.tsx	21	// total control over the props for your component.	COMMENT
LOW	…rc/wab/server/emails/templates/CommentsResolutions.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…rc/wab/server/emails/templates/CommentsResolutions.tsx	21	// total control over the props for your component.	COMMENT
LOW	…ab/src/wab/server/emails/templates/CommentsReplies.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…ab/src/wab/server/emails/templates/CommentsReplies.tsx	21	// total control over the props for your component.	COMMENT
LOW	…form/wab/src/wab/server/emails/templates/AtomsCard.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…form/wab/src/wab/server/emails/templates/AtomsCard.tsx	21	// total control over the props for your component.	COMMENT
LOW	…src/wab/server/emails/templates/AtomsButtonOutline.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…src/wab/server/emails/templates/AtomsButtonOutline.tsx	21	// total control over the props for your component.	COMMENT
LOW	…/src/wab/server/emails/templates/CommentsReactions.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…/src/wab/server/emails/templates/CommentsReactions.tsx	21	// total control over the props for your component.	COMMENT
LOW	platform/wab/src/wab/server/emails/templates/Footer.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	platform/wab/src/wab/server/emails/templates/Footer.tsx	21	// total control over the props for your component.	COMMENT
LOW	…ab/src/wab/server/emails/templates/CommentsComment.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…ab/src/wab/server/emails/templates/CommentsComment.tsx	21	// total control over the props for your component.	COMMENT
LOW	…b/src/wab/server/emails/templates/CommentsMentions.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…b/src/wab/server/emails/templates/CommentsMentions.tsx	21	// total control over the props for your component.	COMMENT
LOW	platform/wab/src/wab/server/emails/templates/Layout.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	platform/wab/src/wab/server/emails/templates/Layout.tsx	21	// total control over the props for your component.	COMMENT
LOW	…rc/wab/server/emails/templates/TemplateLegalNotice.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…rc/wab/server/emails/templates/TemplateLegalNotice.tsx	21	// total control over the props for your component.	COMMENT
LOW	…b/src/wab/server/emails/templates/TemplateComments.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…b/src/wab/server/emails/templates/TemplateComments.tsx	81	//	COMMENT
LOW	…b/src/wab/server/emails/templates/CommentsComments.tsx	1	// This is a skeleton starter React component generated by Plasmic.	COMMENT
LOW	…b/src/wab/server/emails/templates/CommentsComments.tsx	21	// total control over the props for your component.	COMMENT
LOW	platform/wab/src/wab/server/loader/module-bundler.ts	181	// not tree-shake commonjs, we end up with huge bundles when building	COMMENT
LOW	platform/wab/src/wab/server/db/branching.spec.ts	301	// save revision	COMMENT
LOW	…rm/wab/src/wab/server/data-sources/postgres-fetcher.ts	181	// For custom sql and getMany, we're not marking the primary key fields beucase it would	COMMENT
LOW	platform/wab/src/wab/server/routes/app-oauth.ts	381	res.json({	COMMENT
LOW	…rc/wab/server/bundle-migrations/17-duplicated-rules.ts	21	bundler.unbundle(bundle, entity.id),	COMMENT
LOW	…rc/wab/server/bundle-migrations/17-duplicated-rules.ts	41	// console.log(`Found duplicated rule ${rule.name}; Deleting...`);	COMMENT
LOW	…wab/src/wab/server/bundle-migrations/16-backgrounds.ts	41	// if (rs) {	COMMENT
LOW	…wab/src/wab/server/bundle-migrations/16-backgrounds.ts	61	// startRule: "commaSepValues",	COMMENT
LOW	…wab/src/wab/server/bundle-migrations/16-backgrounds.ts	81	// try {	COMMENT
LOW	…wab/src/wab/server/bundle-migrations/16-backgrounds.ts	101	// const propVals = exp.getsRaw(prop);	COMMENT
LOW	…wab/src/wab/server/bundle-migrations/16-backgrounds.ts	121	// (imgVals[i].startsWith("linear-gradient(") \|\|	COMMENT
LOW	…wab/src/wab/server/bundle-migrations/16-backgrounds.ts	141	// throw err;	COMMENT
LOW	platform/wab/src/wab/shared/visibility-utils.ts	41	Variant,	COMMENT
LOW	platform/wab/src/wab/shared/visibility-utils.ts	221	if (rawVisibility === TplVisibility.NotRendered) {	COMMENT
LOW	platform/wab/src/wab/shared/layoututils.ts	201	export function makeLayoutAwareRuleSet(	COMMENT
LOW	platform/wab/src/wab/shared/server-updates-utils.ts	241	}	COMMENT
LOW	platform/wab/src/wab/shared/PinManager.ts	581	}	COMMENT
LOW	platform/wab/src/wab/shared/PinManager.ts	601	// }	COMMENT
LOW	platform/wab/src/wab/shared/defined-indicator.ts	141	// Value derived from some other value set in the stack	COMMENT
LOW	platform/wab/src/wab/shared/geom.ts	701	// until free space is available.	COMMENT
LOW	platform/wab/src/wab/shared/core/observable-model.ts	141	// Note that each `ChangeNode` in the path represents an	COMMENT
LOW	platform/wab/src/wab/shared/core/project-deps.ts	1501	} else {	COMMENT
LOW	platform/wab/src/wab/shared/core/val-nodes.ts	521	// stack frame).	COMMENT
LOW	platform/wab/src/wab/shared/core/styles.ts	521	// so for example, if a code component renders a bunch of `<a/>`, we do not,	COMMENT
369 more matches not shown…

Fake / Example Data277 hits · 281 pts

Severity	File	Line	Snippet	Context
LOW	platform/wab/playwright/utils/multiplayer-utils.ts	28	email: "user@example.com",	CODE
LOW	platform/wab/playwright/e2e/page-links.spec.ts	70	await expect(propElement).toHaveAttribute("placeholder", placeholder);	CODE
LOW	platform/wab/playwright/e2e/project-access.spec.ts	12	await apiClient.login("user@example.com", "!53kr3tz!");	CODE
LOW	platform/wab/playwright/e2e/project-access.spec.ts	15	email: "user@example.com",	CODE
LOW	platform/wab/playwright/e2e/project-access.spec.ts	39	"user@example.com",	CODE
LOW	platform/wab/playwright/e2e/project-access.spec.ts	50	await apiClient.login("user@example.com", "!53kr3tz!");	CODE
LOW	platform/wab/playwright/e2e/project-access.spec.ts	53	email: "user@example.com",	CODE
LOW	platform/wab/playwright/e2e/project-access.spec.ts	85	"user@example.com",	CODE
LOW	platform/wab/playwright/e2e/variants.spec.ts	194	await page.keyboard.type("placeholder");	CODE
LOW	platform/wab/playwright/e2e/variants.spec.ts	204	"placeholder",	CODE
LOW	…playwright/e2e/data-sources/create-data-source.spec.ts	11	"user@example.com",	CODE
LOW	platform/wab/playwright/bundles/stale-bundle.json	4306	"placeholder": [{ "type": "text", "value": "Select" }],	CODE
LOW	platform/wab/playwright/bundles/stale-bundle.json	7513	"name": "placeholder",	CODE
LOW	platform/wab/playwright/bundles/stale-bundle.json	8159	"name": "placeholder",	CODE
LOW	platform/wab/playwright/bundles/stale-bundle.json	8283	"name": "placeholder",	CODE
LOW	platform/wab/playwright/bundles/stale-bundle.json	8357	"name": "placeholder",	CODE
LOW	platform/wab/playwright/bundles/stale-bundle.json	8489	"name": "placeholder",	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	7384	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	7384	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	8151	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	8151	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	8347	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	8347	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	8540	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	8540	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	9200	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	9200	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	9584	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	9584	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	10192	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	10192	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	18826	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	18826	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	20498	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	20498	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	20549	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	20549	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	20600	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	20600	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	21245	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	21245	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	21316	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	21316	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	21936	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	21936	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	23616	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	23616	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	23667	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	23667	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	23718	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	23718	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	24363	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	24363	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	24434	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	24434	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	25028	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	25028	"description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros eleme	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	26708	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	26708	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
LOW	platform/wab/playwright/bundles/tutorial-portfolio.json	26759	"text": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tr	CODE
217 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	platform/wab/src/wab/shared/component-arenas.ts	233	const pinnedVariants = cell.frame.container.component.variants.filter(	CODE
CRITICAL	platform/wab/src/wab/shared/site-diffs/merge-core.ts	859	pathSelector<Site>().components._.variantGroups._.variants._.getPath(),	CODE
CRITICAL	…rm/wab/src/wab/client/components/live/PreviewFrame.tsx	302	previewCtx.hostFrameCtx.history.location.hash.replace(/^#/, ""),	CODE
CRITICAL	…b/src/wab/client/state-management/interactions-meta.ts	172	ctx.viewCtx.canvasCtx.Sub.reactWeb.getStateSpecInPlasmicProxy(	CODE

AI Slop Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	platform/wab/src/wab/shared/codegen/react-p/index.ts	3230	// of descendants, to save some bytes. Essentially, we allow	COMMENT
MEDIUM	platform/wab/src/wab/shared/model/model-schema.ts	319	# Theme object. Essentially, we are treating Theme as the most basic assets.	COMMENT
MEDIUM	platform/wab/src/wab/client/Dnd.tsx	1589	// Absolutely-positioned or floating elements don't accept neighbors	COMMENT
MEDIUM	…m/wab/src/wab/client/tours/tutorials/TutorialTours.tsx	528	// Scale tooltip a bit so that the arrow feels more seamless	COMMENT
MEDIUM	platform/wab/src/wab/client/studio-ctx/StudioCtx.tsx	4181	// Absolutely laid out, so we always know the scaler rect	COMMENT
MEDIUM	platform/wab/src/wab/client/operations/html-to-tpl.ts	1050	// We will only utilize the safe styles here. We need to think about the unsafe styles since we don't have any	COMMENT
MEDIUM	…b/src/wab/client/components/docs/DocsPreviewCanvas.tsx	215	// more robust ways of doing this (like, marking elements with an	COMMENT

Verbosity Indicators12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/src/wab/server/scripts/send-comments-notifications.ts	565	// Step 1: Group by user ID	COMMENT
LOW⚡	…/src/wab/server/scripts/send-comments-notifications.ts	571	// Step 2: For each user, group by project ID	COMMENT
LOW⚡	…/src/wab/server/scripts/send-comments-notifications.ts	578	// Step 3: For each project, group by branch ID	COMMENT
LOW	…/src/wab/server/scripts/send-comments-notifications.ts	590	// Step 4: For each branch, group by thread ID	COMMENT
LOW	platform/wab/src/wab/server/routes/loader.ts	346	// We need to check if pv.tag is a branch name or a pkgversion tag.	COMMENT
LOW	platform/wab/src/wab/shared/core/tpls.ts	1257	// If the current node is a slot selection, we need to check if we can break through the	COMMENT
LOW	…/wab/src/wab/shared/codegen/react-p/react-hook-spec.ts	69	// For useFocusVisible, we need to check if this trigger node is a	COMMENT
LOW	…/wab/src/wab/shared/codegen/react-p/react-hook-spec.ts	77	// For useFocusVisibleWithin, we need to check if any of the descendant	COMMENT
LOW	…/wab/shared/insertable-templates/component-importer.ts	174	// We need to check if the component is present as a dependency	COMMENT
LOW	platform/wab/src/wab/client/operations/insert-tpl.ts	380	// between the parent and the child is still valid after the wrap. So we need to check if the parent	COMMENT
LOW	packages/cli/src/utils/code-utils.test.ts	134	// The following code block is fully managed by Plasmic. Don't edit - it will	COMMENT
LOW	packages/cli/src/utils/code-utils.test.ts	366	// The following code block is fully managed by Plasmic. Don't edit - it will	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	platform/wab/src/wab/server/loader/error-handler.ts	31	// Regex generated by ChatGPT 4	COMMENT
HIGH	packages/loader-react/src/utils.tsx	137	// (generated by ChatGPT 4 from the test cases)	COMMENT

Slop Phrases6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…r/bundle-migrations/240-set-plume-default-component.ts	13	// it might not be set, don't forget to set it later	COMMENT
LOW	…/src/wab/client/tours/tutorials/frags/publish-steps.ts	126	And don't forget to:	CODE
LOW	…/client/components/modals/ContentEditorConfigModal.tsx	226	Don't forget to publish the project with your templates. Templates	CODE
LOW	…ywright-tests/nextjs/nextjs-plasmic-react-aria.spec.ts	38	// 4. Don't forget to undo these changes before committing the code.	COMMENT
MEDIUM	…mples/hydrogen-oxygen-with-buildtime-codegen/server.ts	81	* Feel free to customize it to your needs, add helper methods, or	COMMENT
LOW	plasmicpkgs/plasmic-sanity-io/src/sanity.tsx	386	and token (if necessary). Don't forget to add	CODE

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/src/wab/server/scripts/send-comments-notifications.ts	565	// Step 1: Group by user ID	COMMENT
LOW⚡	…/src/wab/server/scripts/send-comments-notifications.ts	571	// Step 2: For each user, group by project ID	COMMENT
LOW⚡	…/src/wab/server/scripts/send-comments-notifications.ts	578	// Step 3: For each project, group by branch ID	COMMENT
LOW	…/src/wab/server/scripts/send-comments-notifications.ts	590	// Step 4: For each branch, group by thread ID	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	159	# In this example, even though we edited @plasmicapp/host, we can just think about publishing the "root" package(s) we'r	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…-custom-control/components/CustomCloudinaryControl.tsx	6	const CLOUDINARY_API_KEY = "YOUR_API_KEY";	CODE

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…rc/wab/client/components/copilot/CopilotCodePrompt.tsx	111	function processData(data: Record<string, any>) {	CODE
LOW	…gen-oxygen-with-buildtime-codegen/app/entry.server.tsx	6	export default async function handleRequest(	CODE
LOW	packages/host/src/__tests__/custom-functions.spec-d.ts	603	function processData(mode: string, value: any): any {	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	platform/integration-tests/src/codebases/utils.ts	26	// and macOS, so a timed-out scaffold cannot keep installing in a deleted app.	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/data-sources/src/serverQueries/server.test.ts	10	// ─── regression: synchronous fn return value ────────────────────────────────	COMMENT

plasmicapp/plasmic

Open-Source Code Quality, Security and Technical Debt Review