2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

36.8K

Stars

TypeScript

Language

1.5M

Lines of Code

6.8K

Files

2.8K

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 8.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2413 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 286 finding(s).

Agent Over-Engineering Ratio 6.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1923 finding(s).

PR Review Velocity Impact 10.1/100 · LOW

Which changes need focused human review? 2752 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 17HIGH 1MEDIUM 131LOW 2603

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 2752 distinct pattern matches across 18 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 Identifiers1870 hits · 1885 pts

Severity	File	Line	Snippet	Context
LOW	web/.storybook/storybook-flat-story-titles.ts	113	export function assertNoExplicitStoryTitle(code: string, fileName: string) {	CODE
LOW	web/.storybook/docs/componentRelationshipData.ts	82	export function buildComponentRelationshipGraph(	CODE
LOW	web/.storybook/docs/ComponentRelationshipGraph.tsx	183	export function ComponentRelationshipGraph() {	CODE
LOW	web/scripts/python-sdk/patch-generated-deprecations.ts	99	export function getFernPythonDeprecations(	CODE
LOW	web/scripts/python-sdk/patch-generated-deprecations.ts	209	function ensureTypingExtensionsImport(	CODE
LOW	web/scripts/python-sdk/patch-generated-deprecations.ts	234	export function patchGeneratedPythonDeprecations({	CODE
LOW	web/scripts/openapi/fern-deprecations.ts	73	export function getFernDeprecatedOperations(	CODE
LOW	web/scripts/openapi/fern-deprecations.ts	120	export function getFernDeprecatedProperties(	CODE
LOW	…scripts/typescript-sdk/patch-generated-deprecations.ts	96	function definitionResourceSegments(	CODE
LOW	…scripts/typescript-sdk/patch-generated-deprecations.ts	147	function deprecatedAvailabilityPaths(	CODE
LOW	…scripts/typescript-sdk/patch-generated-deprecations.ts	169	export function getFernTypeScriptDeprecations(	CODE
LOW	…scripts/typescript-sdk/patch-generated-deprecations.ts	521	export function patchGeneratedTypeScriptDeprecations({	CODE
LOW	web/src/__e2e__/ai-gateway.gatewaye2e.ts	703	async function restoreProviderConnections() {	CODE
LOW	web/src/__e2e__/ai-gateway.gatewaye2e.ts	823	async function gatewayControlPlaneRequest(input: {	CODE
LOW	web/src/__e2e__/ai-gateway.gatewaye2e.ts	994	function gatewayIngestionAuthorization(token: string) {	CODE
LOW	web/src/__e2e__/ai-gateway.gatewaye2e.ts	1040	function expectRequestedProviderModel(actual: unknown, requested: string) {	CODE
LOW	…omainDialogController/VerifyDomainDialogController.tsx	7	export function VerifyDomainDialogController({	CODE
LOW	…dDomainsSettingsTable/VerifiedDomainsSettingsTable.tsx	23	export function VerifiedDomainsSettingsTable({	CODE
LOW	…ettingsTable/ConnectedVerifiedDomainsSettingsTable.tsx	13	export function ConnectedVerifiedDomainsSettingsTable({	CODE
LOW	web/src/ee/features/sfdc-sync/server/planChangeSync.ts	111	async function linkExistingMembersToSfdc(	CODE
LOW	web/src/ee/features/sfdc-sync/server/leadSource.ts	18	export async function deriveLeadSourceFromMemberships(	CODE
LOW	web/src/ee/features/sfdc-sync/server/sfdcService.ts	610	export function resetSfdcServiceCacheForTests(): void {	CODE
LOW	…/features/support-access/server/conductorOneWebhook.ts	29	export async function conductorOneWebhookHandler(	CODE
LOW	…/features/support-access/server/conductorOnePayload.ts	82	export function parseConductorOneEnvelope(rawBody: Buffer) {	CODE
LOW	…src/ee/features/support-access/server/supportAccess.ts	26	export function getActiveSupportAccessGrants(	CODE
LOW	…src/ee/features/support-access/server/supportAccess.ts	35	export async function getSupportAccessMemberships(	CODE
LOW	…/ee/features/support-access/server/conductorOneAuth.ts	16	export async function verifyConductorOneRequest(params: {	CODE
LOW	…/src/ee/features/multi-tenant-sso/validateSsoConfig.ts	104	function discoveryWhitelistFromEnv() {	CODE
LOW	web/src/ee/features/multi-tenant-sso/utils.ts	135	export async function getSsoAuthProviderIdForDomain(	CODE
LOW	…features/multi-tenant-sso/createNewSsoConfigHandler.ts	11	export async function createNewSsoConfigHandler(	CODE
LOW	…b/src/ee/features/billing/server/defaultSpendAlerts.ts	115	export async function createDefaultSpendAlertsForStripeProduct({	CODE
LOW	…rc/ee/features/billing/server/chb/chbWebhookHandler.ts	179	async function getOrgByChbOrganizationId(	CODE
LOW	…rc/ee/features/billing/server/chb/chbWebhookHandler.ts	553	async function handleAttachedPlanCreated(	CODE
LOW	…rc/ee/features/billing/server/chb/chbWebhookHandler.ts	614	async function handleAttachedPlanChanged(	CODE
LOW	…rc/ee/features/billing/server/chb/chbWebhookHandler.ts	640	async function handleAttachedPlanCancelled(	CODE
LOW	…features/billing/server/stripe/stripeWebhookHandler.ts	158	async function getOrgBasedOnActiveSubscriptionId(	CODE
LOW	…features/billing/server/stripe/stripeWebhookHandler.ts	194	async function getOrgBasedOnCheckoutSessionAttachedToSubscription(	CODE
LOW	…features/billing/server/stripe/stripeWebhookHandler.ts	259	async function getOrgForSubscriptionWithFallbacks(	CODE
LOW	…features/billing/server/stripe/stripeWebhookHandler.ts	374	async function ensureMetadataIsSetOnStripeSubscription(	CODE
LOW	…features/billing/server/stripe/stripeWebhookHandler.ts	455	async function updateOrgBillingCycleAnchor(orgId: string, anchor?: Date) {	CODE
LOW	…features/billing/server/stripe/stripeWebhookHandler.ts	464	export async function handleSubscriptionChanged(	CODE
LOW	web/src/ee/features/billing/utils/isCloudBilling.ts	11	export function useIsCloudBillingAvailable(): boolean {	CODE
LOW	…es/billing/components/ConnectedBillingInvoiceTable.tsx	12	export function ConnectedBillingInvoiceTable() {	CODE
LOW	…ndAlerts/ConnectedDeleteSpendAlertDialogController.tsx	8	export function ConnectedDeleteSpendAlertDialogController({	CODE
LOW	…ts/SpendAlerts/ConnectedSpendAlertDialogController.tsx	46	export function ConnectedSpendAlertDialogController({	CODE
LOW	…g/components/SpendAlerts/ConnectedSpendAlertsTable.tsx	8	export function ConnectedSpendAlertsTable({ orgId }: { orgId: string }) {	CODE
LOW	…ettings/components/DeleteSsoConfigDialogController.tsx	7	export function DeleteSsoConfigDialogController({	CODE
LOW	…/sso-settings/components/SsoConfigDialogController.tsx	88	export function SsoConfigDialogController({	CODE
LOW	web/src/ee/features/admin-api/server/memberships.ts	217	function assertAuthorizeMembershipChange(	CODE
LOW	web/src/ee/features/admin-api/server/memberships.ts	232	export async function assertValidOwnershipChange({	CODE
LOW	web/src/ee/features/admin-api/server/memberships.ts	254	function assertAuthorizeOwnershipChange(	CODE
LOW	…res/admin-api/server/organizations/organizationById.ts	22	export async function handleGetOrganizationById(	CODE
LOW	…n-api/server/projects/projectById/memberships/index.ts	229	function findMembershipWithOrganization(	CODE
LOW	…n-api/server/projects/projectById/memberships/index.ts	240	function assertMembershipOrganization(membershipOrgId: string, orgId: string) {	CODE
LOW	…n-api/server/projects/projectById/memberships/index.ts	297	function assertAuthorizeMembershipChange({	CODE
LOW	…raceTimestampFromQuery/parseTraceTimestampFromQuery.ts	8	export function parseTraceTimestampFromQuery(	CODE
LOW	…rc/features/organizations/OrganizationSettingsPage.tsx	54	export function useOrganizationSettingsPages(): OrganizationSettingsPage[] {	CODE
LOW	…rc/features/organizations/OrganizationSettingsPage.tsx	404	function OrganizationMembersSettings({ orgId }: { orgId: string }) {	CODE
LOW	…src/features/organizations/utils/gatewayOnlyLanding.ts	33	function canViewOrganizationProjects(	CODE
LOW	…/features/organizations/components/AIFeatureSwitch.tsx	97	function handleTelemetrySwitchChange(newValue: boolean) {	CODE
1810 more matches not shown…

Over-Commented Block249 hits · 249 pts

Severity	File	Line	Snippet	Context
LOW	pnpm-workspace.yaml	141	# evaluation needs exports (validatorSymbol) that only exist in its own	COMMENT
LOW	pnpm-workspace.yaml	161	handlebars: 4.7.10	COMMENT
LOW	ai-gateway/src/server/connection.rs	1	//! Socket write accounting for accepted connections, logged when each closes.	COMMENT
LOW	ai-gateway/src/resolution/mod.rs	41	resolve_limits: ControlPlaneLimits,	COMMENT
LOW	web/instrumentation-client.ts	61	if (isNoisyHttpClientPollEvent(event)) {	COMMENT
LOW	web/entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	web/src/__e2e__/create-project.spec.ts	1	/* eslint-disable @typescript-eslint/no-use-before-define */	COMMENT
LOW	web/src/ee/features/ui-customization/index.ts	1	// The ui-customization feature's public client surface (RFC rule 8).	COMMENT
LOW	web/src/ee/features/multi-tenant-sso/index.ts	1	// The multi-tenant-sso feature's public client surface (RFC rule 8).	COMMENT
LOW	web/src/ee/features/billing/index.ts	1	// The billing feature's public client surface (RFC rule 8). Named	COMMENT
LOW	…rc/ee/features/billing/server/chb/chbWebhookHandler.ts	41		COMMENT
LOW	…rc/ee/features/billing/server/chb/chbBillingService.ts	301	idempotencyKey,	COMMENT
LOW	web/src/fns/observedMetadata/metadataPaths.ts	1	// Client-side metadata structure analysis feeding the bar's `metadata.<key>`	COMMENT
LOW	web/src/features/organizations/index.ts	1	// The organizations feature's public client surface (RFC rule 8). Named	COMMENT
LOW	web/src/features/filters/index.ts	1	// The filters feature's public surface (RFC rule 8). Named re-exports only —	COMMENT
LOW	…b/src/features/filters/hooks/useSidebarFilterState.tsx	721	// filters, expand the sidebar sections that have an active filter. Sidebar	COMMENT
LOW	…b/src/features/filters/hooks/useSidebarFilterState.tsx	1081		COMMENT
LOW	…b/src/features/filters/hooks/useSidebarFilterState.tsx	1941	// `environment:default` (any-of the default set), which now persists.	COMMENT
LOW	…b/src/features/filters/lib/managedEnvironmentPolicy.ts	41	return {	COMMENT
LOW	web/src/features/in-app-agent/server/watch.ts	61		COMMENT
LOW	…ures/in-app-agent/components/InAppAgentWindowShell.tsx	141	const isHandheld = useIsHandheld();	COMMENT
LOW	web/src/features/rbac/index.ts	1	// The rbac feature's public client surface (RFC rule 8). Named	COMMENT
LOW	web/src/features/comments/index.ts	1	// The comments feature's public client surface (RFC rule 8). Named	COMMENT
LOW	web/src/features/traces/index.ts	1	// The traces feature's public surface (RFC rule 8). Named re-exports only —	COMMENT
LOW	…/src/features/traces/components/TraceLayoutDesktop.tsx	61	),	COMMENT
LOW	…/src/features/traces/components/TraceLayoutDesktop.tsx	81	// scrolls. When either panel is collapsed the pin is dropped so the open panel	COMMENT
LOW	…/src/features/traces/components/TraceLayoutDesktop.tsx	101	// the real width, not a fixed percent — otherwise a legitimately-open (but	COMMENT
LOW	…/src/features/traces/components/TraceLayoutDesktop.tsx	341	cancelAnimationFrame(outerFrame);	COMMENT
LOW	…/src/features/traces/components/TraceLayoutDesktop.tsx	361	pendingExpand !== null \|\|	COMMENT
LOW	…traces/components/TraceTimelineDense/TimelineDense.tsx	801	setViewport(revealed);	COMMENT
LOW	…traces/components/TraceTimelineDense/TimelineDense.tsx	1021	// Every pointer type reaches here now: the box is decided below and drawn on	COMMENT
LOW	…traces/components/TraceTimelineDense/TimelineDense.tsx	1521	{result.nodes.map((node) => {	COMMENT
LOW	…s/AdvancedJsonViewer/hooks/useMultiSectionTreeState.ts	61	return tree;	COMMENT
LOW	…ponents/AdvancedJsonViewer/lazy/react/rowModelStore.ts	241	const window = await model.getRows(s, c);	COMMENT
LOW	…features/traces/components/IOPreview/IOPreviewJSON.tsx	201	() => countJsonRows(metadataParsed),	COMMENT
LOW	…/src/features/search-bar/server/resolveFilterPrompt.ts	1	// Resolve the v4 search-bar Ask AI system prompt.	COMMENT
LOW	…/src/features/search-bar/server/resolveFilterPrompt.ts	21	// link, both inside `router.ts`'s `traceSinkParams`. A telemetry-off org	COMMENT
LOW	web/src/features/search-bar/server/router.ts	1	// v4 search-bar AI filter endpoint.	COMMENT
LOW	web/src/features/search-bar/server/router.ts	221	// Pre-generated (rather than left to `getLangfuseAITraceSinkParams`'s	COMMENT
LOW	web/src/features/search-bar/server/router.ts	301	// explain WHY the model produced what it did. refine_mode marks	COMMENT
LOW	web/src/features/search-bar/server/buildFilterPrompt.ts	1	// Registry-derived system prompt for the v4 search-bar AI filter generator.	COMMENT
LOW	…/src/features/search-bar/server/parseOutcomeScoring.ts	1	// Score the PARSE OUTCOME of an Ask AI filter completion onto the	COMMENT
LOW	…/src/features/search-bar/server/parseOutcomeScoring.ts	81	},	COMMENT
LOW	…rc/features/search-bar/server/parseFilterCompletion.ts	141	// retracted. Distinct from a non-empty array that yields no VALID filter	COMMENT
LOW	…features/search-bar/components/ComposerWithPreview.tsx	1	// Composition wrapper: the real SearchComposer plus a read-only preview	COMMENT
LOW	…/features/search-bar/components/EventsSearchBarRow.tsx	1	/* eslint-disable @repo/no-style-props */	COMMENT
LOW	…/src/features/search-bar/components/SearchComposer.tsx	1	/* eslint-disable no-nested-ternary */	COMMENT
LOW	…/src/features/search-bar/components/SearchComposer.tsx	781	// Close the undo-coalesce window at the commit boundary, mirroring undo()/	COMMENT
LOW	…/src/features/search-bar/components/SearchComposer.tsx	861		COMMENT
LOW	…/src/features/search-bar/components/ComposerTokens.tsx	21	deriveComposerSegments,	COMMENT
LOW	…c/features/search-bar/components/SearchBarAiPrompt.tsx	1	// AI sub-mode for the search bar: a natural-language prompt that replaces the	COMMENT
LOW	web/src/features/search-bar/hooks/useEventsSearchBar.ts	1	// Container hook: wires the draft-only search-bar store to the table's filter	COMMENT
LOW	web/src/features/search-bar/lib/explain.ts	1	// Plain-language explanation of a single query token: the field in bold, then	COMMENT
LOW	web/src/features/search-bar/lib/ast.ts	1	// Editor AST for the search-bar query language: a discriminated union	COMMENT
LOW	web/src/features/search-bar/lib/completions.ts	1	/* eslint-disable no-nested-ternary */	COMMENT
LOW	web/src/features/search-bar/lib/completions.ts	621	// (you type the value first, then anchor it). Caller only invokes this when	COMMENT
LOW	web/src/features/search-bar/lib/completions.ts	1301	}	COMMENT
LOW	web/src/features/search-bar/lib/langQ.ts	1	/* eslint-disable no-nested-ternary */	COMMENT
LOW	web/src/features/search-bar/lib/langQ.ts	921	// ---- serializer ----	COMMENT
LOW	web/src/features/search-bar/lib/validate.ts	1	// Semantic validation — the single "is this committable" gate.	COMMENT
189 more matches not shown…

Fake / Example Data269 hits · 229 pts

Severity	File	Line	Snippet	Context
LOW	…/in-app-agent/components/InAppAgentMessage.stories.tsx	110	"Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin	CODE
LOW	…n-app-agent/components/InAppAgentWindow.clienttest.tsx	746	).toHaveAttribute("placeholder", "Let me know what I can do for you...");	CODE
LOW	…n-app-agent/components/InAppAgentWindow.clienttest.tsx	770	).toHaveAttribute("placeholder", "Reply...");	CODE
LOW	…n-app-agent/components/InAppAgentWindow.clienttest.tsx	821	).toHaveAttribute("placeholder", "Let me know what I can do for you...");	CODE
LOW	…n-app-agent/components/InAppAgentWindow.clienttest.tsx	879	).toHaveAttribute("placeholder", "Reply...");	CODE
LOW	…ures/monitors/automations/components/PrefixedInput.tsx	27	\| "placeholder"	CODE
LOW	…/monitors/automations/components/SlackActionFields.tsx	216	"selectedChannelId" \| "selectedChannel" \| "onChannelSelect" \| "placeholder"	CODE
LOW	…/src/features/comments/lib/mentionParser.clienttest.ts	287	"Lorem ipsum ".repeat(800) +	CODE
LOW	…/src/features/comments/lib/mentionParser.clienttest.ts	289	"dolor sit amet ".repeat(800);	CODE
LOW	…src/features/traces/fns/chatMessageUtils.clienttest.ts	149	type: "placeholder",	CODE
LOW	…src/features/traces/fns/chatMessageUtils.clienttest.ts	255	type: "placeholder",	CODE
LOW	web/src/features/traces/fns/chatMessageUtils.ts	61	return message.type === "placeholder";	CODE
LOW	…ents/AdvancedJsonViewer/utils/searchJson.clienttest.ts	71	{ email: "user@example.com", name: "user123" },	CODE
LOW	…mponents/AdvancedJsonViewer/lazy/benchByteJsonIndex.ts	93	`"note":"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt."${blob}}`;	CODE
LOW	…mponents/AdvancedJsonViewer/lazy/benchByteJsonIndex.ts	93	`"note":"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt."${blob}}`;	CODE
LOW	…races/components/IOPreview/IOPreviewPretty.stories.tsx	46	`system-prompt-line-${i + 1} lorem ipsum dolor sit amet consectetur adipiscing elit`,	CODE
LOW	…races/components/IOPreview/IOPreviewPretty.stories.tsx	46	`system-prompt-line-${i + 1} lorem ipsum dolor sit amet consectetur adipiscing elit`,	CODE
LOW	…onents/IOPreview/components/ChatMessage.clienttest.tsx	74	`system-prompt-line-${i + 1} lorem ipsum dolor sit amet consectetur adipiscing elit`,	CODE
LOW	…onents/IOPreview/components/ChatMessage.clienttest.tsx	74	`system-prompt-line-${i + 1} lorem ipsum dolor sit amet consectetur adipiscing elit`,	CODE
LOW	…redentials/components/ResetPasswordPage.clienttest.tsx	148	email: "user@example.com",	CODE
LOW	…redentials/components/ResetPasswordPage.clienttest.tsx	157	initialEmail="user@example.com"	CODE
LOW	…redentials/components/ResetPasswordPage.clienttest.tsx	177	email: "user@example.com",	CODE
LOW	…redentials/components/ResetPasswordPage.clienttest.tsx	183	email: "user@example.com",	CODE
LOW	…redentials/components/ResetPasswordPage.clienttest.tsx	343	data: { user: { email: "user@example.com", hasPassword: true } },	CODE
LOW	…redentials/components/ResetPasswordPage.clienttest.tsx	349	initialEmail="user@example.com"	CODE
LOW	…ponents/RequestResetPasswordEmailButton.clienttest.tsx	68	email="user@example.com"	CODE
LOW	…ponents/RequestResetPasswordEmailButton.clienttest.tsx	79	email: "user@example.com",	CODE
LOW	…ponents/RequestResetPasswordEmailButton.clienttest.tsx	91	email="user@example.com"	CODE
LOW	…ponents/RequestResetPasswordEmailButton.clienttest.tsx	114	email: "user@example.com",	CODE
LOW	…ponents/RequestResetPasswordEmailButton.clienttest.tsx	144	email="user@example.com"	CODE
LOW	…ls/components/ResetPasswordPage.captcha.clienttest.tsx	83	initialEmail="user@example.com"	CODE
LOW	…ls/components/ResetPasswordPage.captcha.clienttest.tsx	115	email: "user@example.com",	CODE
LOW	…nModelStateEditor/DecisionModelStateEditor.stories.tsx	135	content: `Turn ${index}: ${"lorem ipsum dolor sit amet ".repeat(12)}`,	CODE
LOW	…nModelStateEditor/DecisionModelStateEditor.stories.tsx	135	content: `Turn ${index}: ${"lorem ipsum dolor sit amet ".repeat(12)}`,	CODE
LOW	web/src/features/auth/SignUpPage.clienttest.tsx	92	fireEvent.change(screen.getByPlaceholderText("Jane Doe"), {	CODE
LOW	web/src/features/auth/SignUpPage.clienttest.tsx	93	target: { value: "Jane Doe" },	CODE
LOW	web/src/features/auth/SignUpPage.tsx	346	<Input placeholder="Jane Doe" {...field} />	CODE
LOW	web/src/features/auth/SignUpPage.tsx	572	<Input placeholder="Jane Doe" {...field} />	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	16	const context = { email: "user@example.com", v4BetaEnabled: true };	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	45	{ email: "user@example.com", v4BetaEnabled: true },	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	101	email: "user@example.com",	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	118	{ email: "user@example.com", v4BetaEnabled: true },	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	127	email: "user@example.com",	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	138	{ email: "user@example.com", v4BetaEnabled: true },	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	148	email: "user@example.com",	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	155	email: "user@example.com",	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	189	email: "user@example.com",	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	201	email: "user@example.com",	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	211	email: "user@example.com",	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	217	{ email: "user@example.com", v4BetaEnabled: true },	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	226	email: "user@example.com",	CODE
LOW⚡	web/src/features/feature-flags/utils.clienttest.ts	232	{ email: "user@example.com", v4BetaEnabled: true },	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	244	email: "user@example.com",	CODE
LOW	web/src/features/feature-flags/utils.clienttest.ts	256	email: "user@example.com",	CODE
LOW⚡	…/features/mcp/server/prompts/tools/createChatPrompt.ts	29	* shape ({role, content} or {type: 'placeholder', name}).	COMMENT
LOW⚡	…/features/mcp/server/prompts/tools/createChatPrompt.ts	33	.enum(["message", "placeholder"])	CODE
LOW⚡	…/features/mcp/server/prompts/tools/createChatPrompt.ts	36	"Message type. Defaults to 'message'. Use 'placeholder' to reference a runtime variable value (e.g. conversation h	CODE
LOW	…/features/mcp/server/prompts/tools/createChatPrompt.ts	52	"The variable name for 'placeholder' type messages (e.g. 'history'). Required for 'placeholder' type.",	CODE
LOW	…/features/mcp/server/prompts/tools/createChatPrompt.ts	58	* or a placeholder reference ({type: 'placeholder', name}) that is replaced	COMMENT
LOW	…/features/mcp/server/prompts/tools/createChatPrompt.ts	78	"Array of chat messages. Each message is either {role, content} or a placeholder {type: 'placeholder', name: '<var	CODE
209 more matches not shown…

Hallucination Indicators17 hits · 185 pts

Severity	File	Line	Snippet	Context
CRITICAL	…pp-agent/components/InAppAgentExecution.clienttest.tsx	419	providerMocks.utils.inAppAgent.getConversation.fetch.mockResolvedValueOnce(	CODE
CRITICAL	…pp-agent/components/InAppAgentExecution.clienttest.tsx	549	providerMocks.utils.inAppAgent.getConversation.fetch.mockResolvedValueOnce(	CODE
CRITICAL	…pp-agent/components/InAppAgentExecution.clienttest.tsx	661	providerMocks.utils.inAppAgent.getConversation.fetch.mockImplementationOnce(	CODE
CRITICAL	…pp-agent/components/InAppAgentExecution.clienttest.tsx	695	providerMocks.utils.inAppAgent.getConversation.fetch.mockResolvedValue(	CODE
CRITICAL	…SavedDialogContainer/EvaluatorSavedDialogContainer.tsx	169	await utils.client.evalsV2.rules.listRulesForEvaluator.query({	CODE
CRITICAL	…SavedDialogContainer/EvaluatorSavedDialogContainer.tsx	189	const currentRule = await utils.client.evalsV2.rules.get.query({	CODE
CRITICAL	web/src/server/otel/processOtelIngestion.ts	82	$root.opentelemetry.proto.collector.trace.v1.ExportTraceServiceRequest.decode(	CODE
CRITICAL	web/src/server/otel/processOtelIngestion.ts	86	$root.opentelemetry.proto.collector.trace.v1.ExportTraceServiceRequest.toObject(	CODE
CRITICAL	web/src/__tests__/server/otel-api.servertest.ts	753	$root.opentelemetry.proto.collector.logs.v1.ExportLogsServiceRequest.encode(	CODE
CRITICAL	web/src/__tests__/server/otel-api.servertest.ts	754	$root.opentelemetry.proto.collector.logs.v1.ExportLogsServiceRequest.fromObject(	CODE
CRITICAL	worker/src/features/in-app-agent/runtime/agent.ts	694	!params.options.langfuseMcp.toolPolicy.autoApproved.has(	CODE
CRITICAL	worker/src/features/in-app-agent/runtime/agent.test.ts	1577	instrumentationMocks.instrumentation.recordEvents.mock.calls.flatMap(	CODE
CRITICAL	worker/src/features/in-app-agent/runtime/agent.test.ts	2762	instrumentationMocks.instrumentation.recordEvents.mock.calls.flatMap(	CODE
CRITICAL⚡	…eatures/v4/__tests__/handleV4LegacyApiUsageJob.test.ts	99	mocks.logger.info.mock.calls.find(	CODE
CRITICAL⚡	…eatures/v4/__tests__/handleV4LegacyApiUsageJob.test.ts	104	mocks.logger.warn.mock.calls.find(	CODE
CRITICAL⚡	…eatures/v4/__tests__/handleV4LegacyApiUsageJob.test.ts	109	mocks.logger.error.mock.calls.find(	CODE
CRITICAL	worker/src/features/topics/models.test.ts	857	state.encoding.encode.mock.calls.every(([text]) => text.length <= 4096),	CODE

Structural Annotation Overuse100 hits · 161 pts

Severity	File	Line	Snippet	Context
LOW	web/src/features/traces/hooks/useParsedObservation.ts	142	// Step 2: Parse the data in Web Worker (React Query caches THIS too!)	COMMENT
LOW	web/src/features/datasets/server/dataset-router.ts	2003	// Step 1: Return dataset item ids for which the run items match the filters	COMMENT
LOW	web/src/features/datasets/server/dataset-router.ts	2017	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW⚡	web/src/features/datasets/server/service.ts	198	// Step 1: Group by dataset run id	COMMENT
LOW⚡	web/src/features/datasets/server/service.ts	201	// Step 2: Parallel enrichment per run (with timestamp)	COMMENT
LOW	web/src/features/datasets/server/service.ts	215	// Step 3: Group by dataset item ID -> Record of runId -> enriched data	COMMENT
LOW	web/src/features/events/hooks/useEventsTraceData.ts	69	// Step 1: Fetch all observations for this trace (without I/O for performance)	COMMENT
LOW	web/src/features/events/hooks/useEventsTraceData.ts	84	// Step 2: Find root observation and calculate time range for batchIO	COMMENT
LOW	web/src/features/events/hooks/useEventsTraceData.ts	115	// Step 3: Fetch I/O for the primary trace observation.	COMMENT
LOW⚡	web/src/features/events/hooks/useEventsTraceData.ts	141	// Step 4: Fetch scores for the trace	COMMENT
LOW⚡	web/src/features/events/hooks/useEventsTraceData.ts	151	// Step 5: Transform and merge data	COMMENT
LOW	…/score-analytics/components/ScoreAnalyticsProvider.tsx	100	// Step 1: Run estimate query first	COMMENT
LOW	…/score-analytics/components/ScoreAnalyticsProvider.tsx	127	// Step 2: Only run main query after estimate succeeds	COMMENT
LOW	web/src/server/api/routers/models.ts	448	// Step 1: Use existing findModel from shared	COMMENT
LOW	web/src/server/api/routers/models.ts	477	// Step 3: Find the full tier details	COMMENT
LOW⚡	web/src/__tests__/buildStepData.clienttest.ts	230	// Step 1: long_task, short_overlap (they overlap)	COMMENT
LOW⚡	web/src/__tests__/buildStepData.clienttest.ts	233	// Step 2: late_start (processed in recursive call)	COMMENT
LOW⚡	web/src/__tests__/buildStepData.clienttest.ts	234	// Step 3: independent (completely separate)	COMMENT
LOW⚡	web/src/__tests__/server/dataset-service.servertest.ts	2731	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW⚡	web/src/__tests__/server/dataset-service.servertest.ts	2741	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1776	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1833	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1888	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1932	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1976	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2016	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2060	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2423	// Step 1: Return dataset item ids for which the run items match the filters	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2458	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2552	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2613	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2670	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2788	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2853	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2925	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3001	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3048	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3102	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3142	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3174	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3246	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	…onent-cleaner/references/component-cleanup-todolist.md	7	## Step 1: Making the interface strict.	COMMENT
LOW	…onent-cleaner/references/component-cleanup-todolist.md	16	## Step 2: Cleaning up the tightened interface	COMMENT
LOW	…onent-cleaner/references/component-cleanup-todolist.md	34	## Step 3: Audit composite components	COMMENT
LOW⚡	…onent-cleaner/references/component-cleanup-todolist.md	70	## Step 4: Audit the changes	COMMENT
LOW⚡	…onent-cleaner/references/component-cleanup-todolist.md	74	## Step 5: Document the component	COMMENT
LOW⚡	…onent-cleaner/references/component-cleanup-todolist.md	78	## Step 6: Final report	COMMENT
LOW	.agents/skills/skill-creator/SKILL.md	306	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	.agents/skills/skill-creator/SKILL.md	324	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	.agents/skills/skill-creator/SKILL.md	348	### Step 3: Initializing the Skill	COMMENT
LOW	.agents/skills/skill-creator/SKILL.md	390	### Step 4: Edit the Skill	COMMENT
LOW	.agents/skills/skill-creator/SKILL.md	427	### Step 5: Validate the Skill	COMMENT
LOW	.agents/skills/skill-creator/SKILL.md	437	### Step 6: Iterate	COMMENT
LOW⚡	.agents/skills/turborepo/command/turborepo.md	9	### Step 1: Load turborepo skill	COMMENT
LOW⚡	.agents/skills/turborepo/command/turborepo.md	15	### Step 2: Identify task type from user request	COMMENT
LOW⚡	.agents/skills/turborepo/command/turborepo.md	24	### Step 3: Read relevant reference files	COMMENT
LOW	.agents/skills/turborepo/command/turborepo.md	38	### Step 4: Execute task	COMMENT
LOW	.agents/skills/turborepo/command/turborepo.md	57	### Step 5: Summarize	COMMENT
LOW	…ckages/shared/src/server/repositories/dataset-items.ts	2013	// Step 1: Get the latest creation timestamp from dataset run items (ClickHouse)	COMMENT
LOW	…ckages/shared/src/server/repositories/dataset-items.ts	2049	// Step 2: Resolve to dataset version using temporal query (PostgreSQL)	COMMENT
40 more matches not shown…

Modern AI Meta-Vocabulary54 hits · 154 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	web/.storybook/preview.tsx	40	// Reproduce the app's DOM scaffold so the layout rules in globals.css that are	COMMENT
MEDIUM⚡	web/.storybook/preview.tsx	43	// inside `#__next > div`, and without this scaffold Storybook only loosely	COMMENT
MEDIUM⚡	web/.storybook/preview.tsx	43	// inside `#__next > div`, and without this scaffold Storybook only loosely	COMMENT
MEDIUM	web/src/features/traces/fns/graphAvailability.ts	23	// "Real" agent graph: agentic observation types or LangGraph step metadata.	COMMENT
MEDIUM	…features/evals/v2/constants/managedTemplatesCatalog.ts	169	## Examples (few-shot) [RECOMMENDED TO SWAP OUT EXAMPLES]	COMMENT
MEDIUM	…rc/features/search-bar/server/parseFilterCompletion.ts	152	// downstream guardrails already use.	COMMENT
MEDIUM	…kills/add-model-price/references/model-audit-memory.md	246	\| Anthropic \| claude-fable-5-1 \| Input $10/MTok, Output $50/MTok, 5m $12.50/MTok, 1h $20/MTok, read $0.25/MTok (0.025x,	CODE
MEDIUM	…kills/add-model-price/references/model-audit-memory.md	250	\| Anthropic \| claude-opus-5-5 \| Input $4/MTok, Output $20/MTok, 5m $5/MTok, 1h $8/MTok, read $0.20/MTok (0.05x, not the	CODE
MEDIUM	.design-sync/ds-package/LangfuseProvider.tsx	3	// next-themes ThemeProvider (class strategy), the `div#__next > div` DOM scaffold	COMMENT
MEDIUM	.design-sync/ds-package/LangfuseProvider.tsx	3	// next-themes ThemeProvider (class strategy), the `div#__next > div` DOM scaffold	COMMENT
MEDIUM	packages/shared/scripts/seeder/utils/markdown.txt	227	# Main orchestration trace	COMMENT
MEDIUM	packages/shared/scripts/seeder/utils/README.md	12	├── seeder-orchestrator.ts # Main orchestration logic	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	16	"output": "\"{\\\"sdk_http_response\\\":{\\\"headers\\\":{\\\"content-type\\\":\\\"application/json; charset=UTF-8\\	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	16	"output": "\"{\\\"sdk_http_response\\\":{\\\"headers\\\":{\\\"content-type\\\":\\\"application/json; charset=UTF-8\\	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	17	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.0.	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	17	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.0.	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	104	"text": "Langfuse is an **open-source observability and evaluation platform specifically desig	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	104	"text": "Langfuse is an **open-source observability and evaluation platform specifically desig	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	140	"llm.output_messages.0.message.content": "Langfuse is an **open-source observability and evaluation platfo	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	140	"llm.output_messages.0.message.content": "Langfuse is an **open-source observability and evaluation platfo	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	213	"text": "Langfuse is an **open-source observability and evaluation platform specifically designed	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	213	"text": "Langfuse is an **open-source observability and evaluation platform specifically designed	CODE
MEDIUM	packages/shared/scripts/seeder/scenarios/trace-tree.ts	44	// The shape that historically had NO graph view: no agentic types, no	COMMENT
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	409	'{"sdk_http_response":{"headers":{"content-type":"application/json; charset=UTF-8","vary":"Origin, X-Origin, Ref	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	409	'{"sdk_http_response":{"headers":{"content-type":"application/json; charset=UTF-8","vary":"Origin, X-Origin, Ref	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	411	'{"attributes":{"llm.input_messages.0.message.content":"What is Langfuse?","llm.input_messages.0.message.role":"	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	411	'{"attributes":{"llm.input_messages.0.message.content":"What is Langfuse?","llm.input_messages.0.message.role":"	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	431	text: 'Langfuse is an **open-source observability and evaluation platform specifically designed for La	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	431	text: 'Langfuse is an **open-source observability and evaluation platform specifically designed for La	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	451	'{"candidates": [{"content": {"role": "model", "parts": [{"text": "Langfuse is an **open-source observabilit	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	453	'{"attributes":{"input.value":"{\\"contents\\": [{\\"role\\": \\"user\\", \\"parts\\": [{\\"text\\": \\"What is	CODE
MEDIUM	…normalized-io/conventions/providers/gemini/fixtures.ts	478	text: 'Langfuse is an **open-source observability and evaluation platform specifically designed for La	CODE
MEDIUM	…alized-io/conventions/providers/otel-genai/fixtures.ts	801	'{"attributes":{"otel.exception_pointers":"94867131908120","gen_ai.operation.name":"chat","gen_ai.request.model"	CODE
MEDIUM	.github/workflows/pipeline.yml	1	# The "Weekly CI runtime analyst" agentic workflow subscribes to this	COMMENT
MEDIUM	…-traces/csharp-agent-with-gemini-2026-03-09.trace.json	447	"metadata": "{\"attributes\":{\"gen_ai.operation.name\":\"chat\",\"gen_ai.request.model\":\"gemini-2.5-flash\",\"g	CODE
MEDIUM	…-traces/csharp-agent-with-gemini-2026-03-09.trace.json	501	"metadata": "{\"attributes\":{\"otel.exception_pointers\":\"94867131908120\",\"gen_ai.operation.name\":\"chat\",\"	CODE
MEDIUM	…-traces/csharp-agent-with-gemini-2026-03-09.trace.json	555	"metadata": "{\"attributes\":{\"gen_ai.operation.name\":\"chat\",\"gen_ai.request.model\":\"gemini-2.5-flash\",\"g	CODE
MEDIUM	…-traces/csharp-agent-with-gemini-2026-03-09.trace.json	598	"metadata": "{\"attributes\":{\"otel.exception_pointers\":\"94867131908120\",\"langfuse.trace.name\":\"Insights Ag	CODE
MEDIUM	…-traces/csharp-agent-with-gemini-2026-03-09.trace.json	770	"metadata": "{\"attributes\":{\"gen_ai.operation.name\":\"execute_tool\",\"gen_ai.tool.type\":\"function\",\"gen_a	CODE
MEDIUM	…atml/framework-traces/vertex-ai-2025-08-01.chatml.json	17	"content": "Langfuse is an **open-source observability and evaluation platform specifically designed for L	CODE
MEDIUM⚡	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	16	"output": "\"{\\\"candidates\\\":[{\\\"content\\\":{\\\"role\\\":\\\"model\\\",\\\"parts\\\":[{\\\"text\\\":\\\"**La	CODE
MEDIUM⚡	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	19	"metadata": "{\"attributes\":{\"input.value\":\"{\\\"contents\\\": [{\\\"role\\\": \\\"user\\\", \\\"parts\\\": [{\\	CODE
MEDIUM	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	145	"output": "{\"candidates\": [{\"content\": {\"role\": \"model\", \"parts\": [{\"text\": \"Langfuse is an **ope	CODE
MEDIUM	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	180	"metadata": "{\"attributes\":{\"input.value\":\"{\\\"contents\\\": [{\\\"role\\\": \\\"user\\\", \\\"parts\\\": [{	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	16	"output": "\"{\\\"sdk_http_response\\\":{\\\"headers\\\":{\\\"content-type\\\":\\\"application/json; charset=UTF-8\\	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	16	"output": "\"{\\\"sdk_http_response\\\":{\\\"headers\\\":{\\\"content-type\\\":\\\"application/json; charset=UTF-8\\	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	19	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.0.	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	19	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.0.	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	143	"output": "{\"sdk_http_response\":{\"headers\":{\"content-type\":\"application/json; charset=UTF-8\",\"vary\":\"Or	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	143	"output": "{\"sdk_http_response\":{\"headers\":{\"content-type\":\"application/json; charset=UTF-8\",\"vary\":\"Or	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	176	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	176	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.	CODE
MEDIUM⚡	…/framework-traces/google-gemini-2025-08-01.chatml.json	17	"content": "Langfuse is an **open-source observability and evaluation platform specifically designed for L	CODE
MEDIUM⚡	…/framework-traces/google-gemini-2025-08-01.chatml.json	17	"content": "Langfuse is an **open-source observability and evaluation platform specifically designed for L	CODE

Decorative Section Separators46 hits · 153 pts

Severity	File	Line	Snippet	Context
MEDIUM	web/src/features/evals/utils/template-form-schema.ts	60	// ═══════════════════════════════════════════════════════════	COMMENT
MEDIUM	web/src/features/evals/utils/template-form-schema.ts	62	// ═══════════════════════════════════════════════════════════	COMMENT
MEDIUM	web/src/features/evals/utils/template-form-schema.ts	75	// ═══════════════════════════════════════════════════════════	COMMENT
MEDIUM	web/src/features/evals/utils/template-form-schema.ts	77	// ═══════════════════════════════════════════════════════════	COMMENT
MEDIUM	web/src/features/search-bar/hooks/useEventsSearchBar.ts	9	// └──────────── setFilterState/… ◀── commit() ◀────┘	COMMENT
MEDIUM	…/widgets/chart-library/LineChartTimeSeries.stories.tsx	139	// ── Legend summary ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/widgets/chart-library/LineChartTimeSeries.stories.tsx	161	// ── Overload handling (decide the de-clutter approach here) ───────────────────	COMMENT
MEDIUM	…_tests__/server/dashboard-widget-version.servertest.ts	107	// ── requiresV2 helper tests ─────────────────────────────────────────	COMMENT
MEDIUM	…_tests__/server/dashboard-widget-version.servertest.ts	259	// ── Service layer tests ─────────────────────────────────────────────	COMMENT
MEDIUM	…_tests__/server/dashboard-widget-version.servertest.ts	588	// ── tRPC measure-aggregation validation ──────────────────────────────	COMMENT
MEDIUM	…_tests__/server/dashboard-widget-version.servertest.ts	698	// ── tRPC uiHidden dimension validation ────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	65	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	194	// ── Data mode toggle ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	204	// ── Seeder mode: copy seed data into an isolated project ─────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	253	// ── Synthetic mode: build data from scratch ──────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	587	// ─── 1. Traces tile - total count ──────────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	607	// ─── 2. Traces grouped by name ─────────────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	630	// ─── 3. Traces time series ─────────────────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	676	// ─── 4. User consumption - Token cost tab ──────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	758	// ─── 5. User consumption - count of traces ─────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	782	// ─── 6. Trace latency percentiles ──────────────────────────────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	1500	// ─── v2 empty trace_name fallback to semantic-root names ────────────	COMMENT
MEDIUM	…sts__/server/dashboard-v1-v2-consistency.servertest.ts	1919	// ─── v2 traces optimization: uniq(trace_id) on observations view ──────	COMMENT
MEDIUM	…b/src/__tests__/server/nullIfEmptyFilter.servertest.ts	8	// ─── NULL_IF_EMPTY_RE ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…b/src/__tests__/server/nullIfEmptyFilter.servertest.ts	34	// ─── Filter classes with emptyEqualsNull ────────────────────────────────────	COMMENT
MEDIUM	…rver/repositories/scores-selective-seek.golden.test.ts	68	// ── Filter fixtures ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rver/repositories/scores-selective-seek.golden.test.ts	139	// ── Emitted SQL shape ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…rver/repositories/scores-selective-seek.golden.test.ts	223	// ── Correctness parity vs FINAL over a multi-version fixture ─────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/traces.ts	1517	// ─── TRACE_FIELD_GROUPS (public-API field selection) ─────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/traces.ts	1529	// ─── Public-API trace query helpers ──────────────────────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/scores.ts	1706	// ── Selective seek ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/scores.ts	1754	// ── Dedup without FINAL ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/scores.ts	3006	// ─── Cursor helpers (v3 pagination) ───────────────────────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/scores.ts	3038	// ─── v1/v2 public-API score query helpers ─────────────────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/scores.ts	3258	// ─── v3 public-API score query helpers ────────────────────────────────────────	COMMENT
MEDIUM	packages/shared/src/server/repositories/observations.ts	2110	// ─── Public-API observation query helpers ─────────────────────────────────────	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	185	// ┌─────────────────────────┐	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	187	// └───────────┬─────────────┘	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	190	// ┌────────────────────────────────────────┐	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	193	// └─────┬──────────────────────────────┬───┘	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	196	// ┌──────────────────┐ ┌───────────────────────┐	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	199	// └─────┬──────┬─────┘ └─────┬─────────────┬───┘	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	202	// ┌─────────┐ ┌────────┐ ▼ ▼	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	203	// │Set: │ │Set: │ ┌─────────┐ ┌──────────┐	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	207	// └─────────┘ └────────┘ │backoff │ └──────────┘	COMMENT
MEDIUM⚡	worker/src/queues/evalQueue.ts	208	// └─────────┘	COMMENT

Verbosity Indicators85 hits · 134 pts

Severity	File	Line	Snippet	Context
LOW	web/src/features/traces/hooks/useParsedObservation.ts	142	// Step 2: Parse the data in Web Worker (React Query caches THIS too!)	COMMENT
LOW	web/src/features/datasets/server/dataset-router.ts	2003	// Step 1: Return dataset item ids for which the run items match the filters	COMMENT
LOW	web/src/features/datasets/server/dataset-router.ts	2017	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW⚡	web/src/features/datasets/server/service.ts	198	// Step 1: Group by dataset run id	COMMENT
LOW⚡	web/src/features/datasets/server/service.ts	201	// Step 2: Parallel enrichment per run (with timestamp)	COMMENT
LOW	web/src/features/datasets/server/service.ts	215	// Step 3: Group by dataset item ID -> Record of runId -> enriched data	COMMENT
LOW	web/src/features/events/hooks/useEventsTraceData.ts	69	// Step 1: Fetch all observations for this trace (without I/O for performance)	COMMENT
LOW	web/src/features/events/hooks/useEventsTraceData.ts	84	// Step 2: Find root observation and calculate time range for batchIO	COMMENT
LOW	web/src/features/events/hooks/useEventsTraceData.ts	115	// Step 3: Fetch I/O for the primary trace observation.	COMMENT
LOW⚡	web/src/features/events/hooks/useEventsTraceData.ts	141	// Step 4: Fetch scores for the trace	COMMENT
LOW⚡	web/src/features/events/hooks/useEventsTraceData.ts	151	// Step 5: Transform and merge data	COMMENT
LOW	…/score-analytics/components/ScoreAnalyticsProvider.tsx	100	// Step 1: Run estimate query first	COMMENT
LOW	…/score-analytics/components/ScoreAnalyticsProvider.tsx	127	// Step 2: Only run main query after estimate succeeds	COMMENT
LOW	web/src/server/api/routers/models.ts	448	// Step 1: Use existing findModel from shared	COMMENT
LOW	web/src/server/api/routers/models.ts	477	// Step 3: Find the full tier details	COMMENT
LOW	web/src/components/DiffViewer.tsx	66	// removed, so we need to check if there is an addition next.	COMMENT
LOW	web/src/components/DiffViewer.tsx	121	// removed, so we need to check if there is an addition next.	COMMENT
LOW⚡	web/src/__tests__/buildStepData.clienttest.ts	230	// Step 1: long_task, short_overlap (they overlap)	COMMENT
LOW⚡	web/src/__tests__/buildStepData.clienttest.ts	233	// Step 2: late_start (processed in recursive call)	COMMENT
LOW⚡	web/src/__tests__/buildStepData.clienttest.ts	234	// Step 3: independent (completely separate)	COMMENT
LOW⚡	web/src/__tests__/server/dataset-service.servertest.ts	2731	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW⚡	web/src/__tests__/server/dataset-service.servertest.ts	2741	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1776	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1833	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1888	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1932	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	1976	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2016	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2060	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2423	// Step 1: Return dataset item ids for which the run items match the filters	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2458	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2552	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2613	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2670	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2788	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2853	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	2925	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3001	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3048	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3102	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3142	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3174	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	web/src/__tests__/server/dataset-service.servertest.ts	3246	// Step 2: Given dataset item ids, lookup dataset run items in clickhouse	COMMENT
LOW	…ckages/shared/src/server/repositories/dataset-items.ts	2013	// Step 1: Get the latest creation timestamp from dataset run items (ClickHouse)	COMMENT
LOW	…ckages/shared/src/server/repositories/dataset-items.ts	2049	// Step 2: Resolve to dataset version using temporal query (PostgreSQL)	COMMENT
LOW	…es/shared/src/server/repositories/dataset-run-items.ts	973	// Step 1: Get DRI data matching [datasetId, runId, datasetItemId]	COMMENT
LOW	…es/shared/src/server/repositories/dataset-run-items.ts	999	// Step 2: Convert to domain	COMMENT
LOW	worker/src/features/batch-project-blob-cleaner/index.ts	63	// Step 1: Query PG for soft-deleted projects	COMMENT
LOW	worker/src/features/batch-project-blob-cleaner/index.ts	81	// Step 2: Check ClickHouse for which projects still have blob refs	COMMENT
LOW	worker/src/features/batch-project-blob-cleaner/index.ts	113	// Step 3: Delete under lock	COMMENT
LOW	…features/eventPropagation/handleEventPropagationJob.ts	108	// Step 1: Get the last processed partition from Redis and find the next one to process	COMMENT
LOW	…features/eventPropagation/handleEventPropagationJob.ts	159	// Step 2: Join observations_batch_staging with traces and insert into events	COMMENT
LOW	…features/eventPropagation/handleEventPropagationJob.ts	381	// Step 3: Update the last processed partition cursor in Redis	COMMENT
LOW⚡	…/features/eventPropagation/handleExperimentBackfill.ts	886	// Step 1: Fetch dataset run items within time window [lastRun, upperBound]	COMMENT
LOW	…/features/eventPropagation/handleExperimentBackfill.ts	919	// Step 2: Process in chunks	COMMENT
LOW	…valuation/__tests__/productionDeps.integration.test.ts	376	// Step 1: Scheduler creates job execution	COMMENT
LOW	…valuation/__tests__/productionDeps.integration.test.ts	387	// Step 2: Scheduler uploads observation to S3	COMMENT
LOW	…valuation/__tests__/productionDeps.integration.test.ts	413	// Step 3: Executor processes and updates to COMPLETED	COMMENT
LOW	…valuation/__tests__/productionDeps.integration.test.ts	428	// Step 4: Executor uploads score to S3	COMMENT
LOW	worker/src/features/otel-ingestion/processOtelEvents.ts	126	// Step 1: Create enriched event record (required for both evals and writes)	COMMENT
25 more matches not shown…

AI Slop Vocabulary27 hits · 77 pts

Severity	File	Line	Snippet	Context
MEDIUM	web/src/features/filters/hooks/useFilterState.ts	221	// TODO: make this more robust, will change with new filters	COMMENT
MEDIUM	…/src/features/traces/components/TraceLayoutDesktop.tsx	292	// collapsed panel, which is more robust than chaining the per-panel	COMMENT
MEDIUM	…eatures/trace-graph-view/components/TraceGraphView.tsx	102	// TODO: make detection more robust based on metadata	COMMENT
MEDIUM	…/src/features/widgets/chart-library/prepareTimeAxis.ts	251	// real gap, robust to hundreds of points. This is the "measure labels,	COMMENT
MEDIUM	…es/widgets/chart-library/prepareTimeAxis.clienttest.ts	145	// width-aware, robust to hundreds of points.	COMMENT
MEDIUM	…/table/table-view-presets/hooks/useTableViewManager.ts	683	// columns. A robust resolution needs the column-state-model rework	COMMENT
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	16	"output": "\"{\\\"sdk_http_response\\\":{\\\"headers\\\":{\\\"content-type\\\":\\\"application/json; charset=UTF-8\\	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	17	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.0.	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	104	"text": "Langfuse is an **open-source observability and evaluation platform specifically desig	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	140	"llm.output_messages.0.message.content": "Langfuse is an **open-source observability and evaluation platfo	CODE
MEDIUM⚡	…r/utils/framework-traces/google-gemini-2025-08-01.json	213	"text": "Langfuse is an **open-source observability and evaluation platform specifically designed	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	409	'{"sdk_http_response":{"headers":{"content-type":"application/json; charset=UTF-8","vary":"Origin, X-Origin, Ref	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	411	'{"attributes":{"llm.input_messages.0.message.content":"What is Langfuse?","llm.input_messages.0.message.role":"	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	431	text: 'Langfuse is an **open-source observability and evaluation platform specifically designed for La	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	451	'{"candidates": [{"content": {"role": "model", "parts": [{"text": "Langfuse is an **open-source observabilit	CODE
MEDIUM⚡	…normalized-io/conventions/providers/gemini/fixtures.ts	453	'{"attributes":{"input.value":"{\\"contents\\": [{\\"role\\": \\"user\\", \\"parts\\": [{\\"text\\": \\"What is	CODE
MEDIUM	…normalized-io/conventions/providers/gemini/fixtures.ts	478	text: 'Langfuse is an **open-source observability and evaluation platform specifically designed for La	CODE
MEDIUM	…atml/framework-traces/vertex-ai-2025-08-01.chatml.json	17	"content": "Langfuse is an **open-source observability and evaluation platform specifically designed for L	CODE
MEDIUM⚡	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	16	"output": "\"{\\\"candidates\\\":[{\\\"content\\\":{\\\"role\\\":\\\"model\\\",\\\"parts\\\":[{\\\"text\\\":\\\"**La	CODE
MEDIUM⚡	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	19	"metadata": "{\"attributes\":{\"input.value\":\"{\\\"contents\\\": [{\\\"role\\\": \\\"user\\\", \\\"parts\\\": [{\\	CODE
MEDIUM	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	145	"output": "{\"candidates\": [{\"content\": {\"role\": \"model\", \"parts\": [{\"text\": \"Langfuse is an **ope	CODE
MEDIUM	…hatml/framework-traces/vertex-ai-2025-08-01.trace.json	180	"metadata": "{\"attributes\":{\"input.value\":\"{\\\"contents\\\": [{\\\"role\\\": \\\"user\\\", \\\"parts\\\": [{	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	16	"output": "\"{\\\"sdk_http_response\\\":{\\\"headers\\\":{\\\"content-type\\\":\\\"application/json; charset=UTF-8\\	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	19	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.0.	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	143	"output": "{\"sdk_http_response\":{\"headers\":{\"content-type\":\"application/json; charset=UTF-8\",\"vary\":\"Or	CODE
MEDIUM⚡	…l/framework-traces/google-gemini-2025-08-01.trace.json	176	"metadata": "{\"attributes\":{\"llm.input_messages.0.message.content\":\"What is Langfuse?\",\"llm.input_messages.	CODE
MEDIUM⚡	…/framework-traces/google-gemini-2025-08-01.chatml.json	17	"content": "Langfuse is an **open-source observability and evaluation platform specifically designed for L	CODE

Redundant / Tautological Comments18 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	web/entrypoint.sh	75	# Check if DATABASE_URL is not set	COMMENT
LOW	web/entrypoint.sh	77	# Check if all required variables are provided	COMMENT
LOW	web/entrypoint.sh	110	# Check if CLICKHOUSE_URL is not set	COMMENT
LOW	web/entrypoint.sh	116	# Set DIRECT_URL to the value of DATABASE_URL if it is not set, required for migrations	COMMENT
LOW	.agents/skills/skill-creator/scripts/init_skill.py	274	# Check if directory already exists	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/dev-tables.sh	23	# Check if CLICKHOUSE_MIGRATION_URL is configured	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/dev-tables.sh	30	# Check if CLICKHOUSE_USER is set	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/dev-tables.sh	37	# Check if CLICKHOUSE_PASSWORD is set	COMMENT
LOW	packages/shared/clickhouse/scripts/drop.sh	14	# Check if golang-migrate is installed	COMMENT
LOW	packages/shared/clickhouse/scripts/down.sh	8	# Check if CLICKHOUSE_URL is configured	COMMENT
LOW	packages/shared/clickhouse/scripts/down.sh	14	# Check if golang-migrate is installed	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/up.sh	8	# Check if CLICKHOUSE_URL is configured	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/up.sh	15	# Check if CLICKHOUSE_MIGRATION_URL is configured	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/up.sh	22	# Check if CLICKHOUSE_USER is set	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/up.sh	29	# Check if CLICKHOUSE_PASSWORD is set	COMMENT
LOW⚡	packages/shared/clickhouse/scripts/up.sh	36	# Check if golang-migrate is installed	COMMENT
LOW	worker/entrypoint.sh	19	# Check if DATABASE_URL is not set	COMMENT
LOW	worker/entrypoint.sh	21	# Check if all required variables are provided	COMMENT

Excessive Try-Catch Wrapping7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/skill-creator/scripts/init_skill.py	283	except Exception as e:	CODE
LOW⚡	.agents/skills/skill-creator/scripts/init_skill.py	295	except Exception as e:	CODE
LOW⚡	.agents/skills/skill-creator/scripts/init_skill.py	304	except Exception as e:	CODE
LOW⚡	.agents/skills/skill-creator/scripts/init_skill.py	312	except Exception as e:	CODE
LOW	scripts/code-eval-runners/bootstrap-floci.py	55	except Exception:	CODE
LOW	…ts/code-eval-runners/python/code_based_eval_handler.py	110	except Exception as error:	CODE
LOW	…ts/code-eval-runners/python/code_based_eval_handler.py	125	except Exception as error:	CODE

Slop Phrases2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…omponents/layouts/app-layout/hooks/useProjectAccess.ts	43	// Demo project is always accessible for demonstration purposes	COMMENT
MEDIUM	.github/workflows/codeql.yml	54	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/preview-build.yml	427	# Create the native "View deployment" entry and retire the previous	COMMENT
MEDIUM	.github/workflows/build-sandbox-microvm-image.yml	158	# Create the MicroVM image when it does not exist yet.	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/skill-creator/scripts/init_skill.py	259	Initialize a new skill directory with template SKILL.md. Args: skill_name: Name of the skill p	STRING

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ci/cargo-security.sh	19	# Usage:	COMMENT
LOW	packages/shared/clickhouse/scripts/dev-tables.sh	8	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	worker/src/queues/webhooks.ts	935	// TODO: implement a strategy/policy + registry pattern for different webhook providers.	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…tils/code-eval-template-starter-examples.clienttest.ts	49	const source = `def helper(value):	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/skill-creator/scripts/init_skill.py	230		CODE

langfuse/langfuse

Open-Source Code Quality, Security and Technical Debt Review