1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

7.6K

Stars

TypeScript

Language

462.2K

Lines of Code

1.7K

Files

463

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 3.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 315 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 98 finding(s).

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 306 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 463 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 1HIGH 0MEDIUM 51LOW 411

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 463 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers256 hits · 275 pts

Severity	File	Line	Snippet	Context
LOW	nodes/Manifest/Manifest.node.ts	82	export function withoutRouteManagedStream(body: IDataObject): IDataObject {	CODE
LOW	…ons/n8n-nodes-manifest/nodes/Manifest/Manifest.node.ts	82	export function withoutRouteManagedStream(body: IDataObject): IDataObject {	CODE
LOW	packages/frontend/tests/components/MultiSelect.test.tsx	124	function renderSelfDerivedMultiSelect() {	CODE
LOW	…rontend/tests/components/DeviceCodeDetailView.test.tsx	385	function renderConnectedWithAddKeyOpen() {	CODE
LOW	…ckages/frontend/src/components/message-table-cells.tsx	186	function resolveMessageProviderName(item: MessageRow): string \| undefined {	CODE
LOW	packages/frontend/src/components/ProviderKeyForm.tsx	35	function baseUrlPlaceholderMatches(	CODE
LOW	packages/frontend/src/services/playground-store.ts	486	export function getOrCreatePlaygroundStore(agentName: string): PlaygroundStore {	CODE
LOW	packages/frontend/src/services/playground-store.ts	486	export function getOrCreatePlaygroundStore(agentName: string): PlaygroundStore {	CODE
LOW	packages/frontend/src/services/routing-params.ts	40	export function parseCustomProviderParams(	CODE
LOW	packages/frontend/src/services/billing-display.ts	26	export function formatBillingPriceWithInterval(	CODE
LOW	packages/frontend/src/services/routing-utils.ts	21	export function usedKeyLabelsForModelInTier(	CODE
LOW	packages/frontend/src/services/routing-utils.ts	80	export function availableRouteKeysForModel(	CODE
LOW	packages/frontend/src/services/routing-utils.ts	103	export function routeKeySelectionForModel(input: {	CODE
LOW	…ckages/frontend/src/services/message-error-taxonomy.ts	8	export function isPlanRequestLimitMessage(message: MessageErrorTaxonomySignals): boolean {	CODE
LOW⚡	…s/frontend/src/services/connection-breadcrumb-store.ts	13	export function connectionBreadcrumbProviderId(): string \| null {	CODE
LOW⚡	…s/frontend/src/services/connection-breadcrumb-store.ts	17	export function connectionBreadcrumbLabel(): string \| null {	CODE
LOW⚡	…s/frontend/src/services/connection-breadcrumb-store.ts	21	export function connectionBreadcrumbBackLink(): string {	CODE
LOW⚡	…s/frontend/src/services/connection-breadcrumb-store.ts	25	export function connectionBreadcrumbBackLabel(): string {	CODE
LOW	packages/frontend/src/services/discovery.ts	115	export function hasDiscoveryBeenDoneLocally(userId: string): boolean {	CODE
LOW	packages/frontend/src/services/chart-utils.ts	88	export function createFormatLegendTimestamp(	CODE
LOW	packages/frontend/src/services/framework-snippets.ts	127	function getOpenAIChatPythonSnippet(	CODE
LOW	packages/frontend/src/services/framework-snippets.ts	149	function getOpenAIChatTypeScriptSnippet(	CODE
LOW	packages/frontend/src/services/framework-snippets.ts	181	function getAnthropicPythonSnippet(	CODE
LOW	packages/frontend/src/services/framework-snippets.ts	205	function getAnthropicTypeScriptSnippet(	CODE
LOW	packages/frontend/src/services/framework-snippets.ts	329	export function getOpenClawDisableSnippet(model: string): string {	CODE
LOW	packages/frontend/src/services/provider-key-labels.ts	1	export function suggestNextProviderKeyLabel(existing: string[]): string {	CODE
LOW	packages/frontend/src/services/api/oauth.ts	36	export function submitOpenaiOAuthCallback(code: string, state: string) {	CODE
LOW	packages/frontend/src/services/api/oauth.ts	158	export function submitGeminiOAuthCallback(code: string, state: string) {	CODE
LOW	packages/frontend/src/services/api/analytics.ts	34	export function getProviderAnalyticsAgents(authType: string): Promise<{ agents: string[] }> {	CODE
LOW	packages/frontend/src/services/api/analytics.ts	61	export function getConnectionAttemptStatusTimeseries(	CODE
LOW	packages/frontend/src/services/api/analytics.ts	78	export function getConnectionAttemptHttpStatusTimeseries(	CODE
LOW	packages/frontend/src/services/api/analytics.ts	105	export function getConnectionAttemptBreakdown(	CODE
LOW	packages/frontend/src/services/api/analytics.ts	122	export function getConnectionAttemptsByAgentTimeseries(	CODE
LOW	packages/frontend/src/services/api/analytics.ts	138	export function getPerAgentMessageTimeseries(	CODE
LOW	packages/frontend/src/services/api/analytics.ts	154	export function getPerAgentCostTimeseries(	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	174	export function getGlobalPerAgentTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	178	export function getGlobalPerAgentMessageTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	182	export function getGlobalPerAgentCostTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	190	export function getGlobalPerProviderTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	194	export function getGlobalPerProviderMessageTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	198	export function getGlobalPerProviderCostTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	206	export function getGlobalPerModelTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	210	export function getGlobalPerModelMessageTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW⚡	packages/frontend/src/services/api/analytics.ts	214	export function getGlobalPerModelCostTimeseries(range = '24h'): PivotedTimeseries {	CODE
LOW	packages/frontend/src/services/api/analytics.ts	225	export function getPerProviderMessageTimeseries(	CODE
LOW	packages/frontend/src/services/api/analytics.ts	235	export function getPerProviderCostTimeseries(agentName: string, range = '24h'): PivotedTimeseries {	CODE
LOW	packages/frontend/src/services/api/analytics.ts	343	export function getWorkspaceAutofixStatus(): Promise<AutofixStatus> {	CODE
LOW	packages/frontend/src/services/api/analytics.ts	432	export function getPerProviderReliability(	CODE
LOW	packages/frontend/src/services/api/messages.ts	216	export function flagMessageMiscategorized(id: string) {	CODE
LOW	packages/frontend/src/services/api/messages.ts	222	export function clearMessageMiscategorized(id: string) {	CODE
LOW	packages/frontend/src/services/api/routing.ts	422	export function getAgentProviderDisableImpact(agentName: string, userProviderId: string) {	CODE
LOW	packages/frontend/src/services/api/routing.ts	492	export function invalidateCustomProvidersCache(agentName?: string): void {	CODE
LOW	packages/frontend/src/services/api/header-tiers.ts	76	export function setHeaderTierResponseMode(	CODE
LOW	packages/frontend/src/services/api/providers.ts	78	export async function ensureManagedFreeProvider(	CODE
LOW	packages/frontend/src/services/api/specificity.ts	17	export function getSpecificityAssignments(agentName: string) {	CODE
LOW	packages/frontend/src/services/api/specificity.ts	65	export function setSpecificityResponseMode(	CODE
LOW	packages/frontend/src/services/api/specificity.ts	98	export function clearSpecificityFallbacks(agentName: string, category: string) {	CODE
LOW	packages/frontend/src/services/api/billing.ts	25	export function updateBillingEmailPreferences(	CODE
LOW	packages/backend/test/helpers.ts	335	export function stubProviderDiscoveryFetch(): () => void {	CODE
LOW	packages/backend/test/helpers.ts	360	function stubOpenRouterPricingFetch(): () => void {	CODE
196 more matches not shown…

Decorative Section Separators50 hits · 152 pts

Severity	File	Line	Snippet	Context
MEDIUM	…frontend/tests/components/ProviderSelectModal.test.tsx	4	// ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…frontend/tests/components/ProviderSelectModal.test.tsx	34	// ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…frontend/tests/components/ProviderSelectModal.test.tsx	151	// Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…frontend/tests/components/ProviderSelectModal.test.tsx	229	// ── Overlay / modal-card behavior (survives on ProviderSelectModal) ──────	COMMENT
MEDIUM	…tend/tests/components/ProviderSubscriptionTab.test.tsx	71	// ── hasDetailView() branch coverage ─────────────────────────────────	COMMENT
MEDIUM	…tend/tests/components/ProviderSubscriptionTab.test.tsx	105	// ── connected() / requiresStoredToken() branches ────────────────────	COMMENT
MEDIUM	…tend/tests/components/ProviderSubscriptionTab.test.tsx	170	// ── Add connection button ───────────────────────────────────────────	COMMENT
MEDIUM	…tend/tests/components/ProviderSubscriptionTab.test.tsx	250	// ── busy / multi-provider rendering ─────────────────────────────────	COMMENT
MEDIUM	packages/frontend/tests/pages/Playground.test.tsx	5	// ─── API mocks (incl. the streaming primitive the real store calls) ─────────	COMMENT
MEDIUM	packages/frontend/tests/pages/Playground.test.tsx	31	// ─── Router primitives ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/tests/pages/Playground.test.tsx	45	// ─── Right sidebar — capture the history-sidebar content ─────────────────────	COMMENT
MEDIUM	packages/frontend/tests/pages/Playground.test.tsx	56	// ─── Leaf component stubs (keep the page + real store logic exercised) ───────	COMMENT
MEDIUM	packages/frontend/tests/pages/ProviderPages.test.tsx	928	// ── Collapsed connections list ──────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/tests/pages/Routing.test.tsx	4	// ── API mocks ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Overview.tsx	258	// ── Provider breakdown (per-agent, grouped by provider) ─────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Overview.tsx	289	// ── Autofix resources ─────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	191	// ── Range state (persisted in localStorage) ──────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	208	// ── Group by state (persisted in localStorage) ───────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	228	// ── Chart view state ─────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	248	// ── Data resources (5 parallel) ──────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	337	// ── Autofix resources ─────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	453	// ── Harness filter state (sessionStorage) ────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/GlobalOverview.tsx	584	// ── Derived data ─────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Routing.tsx	123	// ── Routing deprecation gate ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Welcome.tsx	167	// ── Shared resources ─────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Welcome.tsx	211	// ── Step: providers ──────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Welcome.tsx	273	// ── Step: harness ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Welcome.tsx	325	// ── Step: routing — the app's real default-routing card ──────────────	COMMENT
MEDIUM	packages/frontend/src/pages/Welcome.tsx	435	// ── Step: first real agent request ───────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	112	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	114	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	145	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	147	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	190	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	192	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	217	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	219	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	247	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…d/src/otlp/services/api-key.service.edge-cases.spec.ts	249	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…ages/backend/src/otlp/services/api-key.service.spec.ts	133	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…ages/backend/src/otlp/services/api-key.service.spec.ts	135	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…ages/backend/src/otlp/services/api-key.service.spec.ts	388	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…ages/backend/src/otlp/services/api-key.service.spec.ts	390	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…ages/backend/src/otlp/services/api-key.service.spec.ts	474	// ──────────────────────────────────────────────	COMMENT
MEDIUM	…ages/backend/src/otlp/services/api-key.service.spec.ts	476	// ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/backend/src/github/github.controller.spec.ts	28	// ── Happy path ────────────────────────────────────────────────	COMMENT
MEDIUM	packages/backend/src/github/github.controller.spec.ts	85	// ── Error handling ────────────────────────────────────────────	COMMENT
MEDIUM	packages/backend/src/github/github.controller.spec.ts	137	// ── Edge cases ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/backend/src/github/github.controller.spec.ts	172	// ── Concurrency ───────────────────────────────────────────────	COMMENT
MEDIUM	…ackend/src/routing/proxy/provider-client-converters.ts	102	// ─── OpenAI wire normalization (used by ProviderClient.forward) ─────────────	COMMENT

Fake / Example Data97 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	…ges/frontend/tests/components/ProviderKeyForm.test.tsx	239	describe('placeholder', () => {	CODE
LOW	…ges/frontend/tests/components/ProviderKeyForm.test.tsx	244	expect(input!.getAttribute('placeholder')).toBe('sk-xxx');	CODE
LOW	…ges/frontend/tests/components/ProviderKeyForm.test.tsx	257	expect(input!.getAttribute('placeholder')).toBe('Paste your Ollama Cloud API key');	CODE
LOW	…ges/frontend/tests/components/ProviderKeyForm.test.tsx	268	expect(input!.getAttribute('placeholder')).toBe('Paste token');	CODE
LOW	packages/frontend/tests/pages/ResetPassword.test.tsx	80	fireEvent.input(emailInput, { target: { value: "test@test.com" } });	CODE
LOW	packages/frontend/tests/pages/ResetPassword.test.tsx	102	fireEvent.input(emailInput, { target: { value: "test@test.com" } });	CODE
LOW	…ges/frontend/tests/pages/GlobalOverviewFilter.test.tsx	140	data: { user: { id: 'u1', name: 'Test User', email: 'test@test.com' } },	CODE
LOW	packages/frontend/tests/pages/Login-validation.test.tsx	74	fireEvent.input(emailInput, { target: { value: "user@example.com" } });	CODE
LOW	packages/frontend/tests/pages/Login-validation.test.tsx	87	fireEvent.input(emailInput, { target: { value: "user@example.com" } });	CODE
LOW	packages/frontend/tests/pages/Login-validation.test.tsx	116	fireEvent.input(emailInput, { target: { value: "user@example.com" } });	CODE
LOW	packages/frontend/tests/pages/Login-validation.test.tsx	128	expect(call.email).toBe("user@example.com");	CODE
LOW	packages/frontend/tests/pages/Login-validation.test.tsx	143	fireEvent.input(emailInput, { target: { value: "user@example.com" } });	CODE
LOW	packages/frontend/tests/pages/Login-validation.test.tsx	174	target: { value: "user@example.com" },	CODE
LOW	packages/frontend/tests/pages/Limits.test.tsx	92	useSession: () => () => ({ data: { user: { email: "user@example.com" } } }),	CODE
LOW	packages/frontend/tests/pages/Limits.test.tsx	187	expect(container.textContent).toContain("user@example.com");	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	35	data: { user: { id: 'u1', name: 'Test User', email: 'test@test.com' } },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	118	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	134	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	143	email: 'test@test.com',	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	155	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	240	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	249	email: 'test@test.com',	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	405	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	428	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	446	email: 'test@test.com',	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	461	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	488	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	521	target: { value: 'test@test.com' },	CODE
LOW	packages/frontend/tests/pages/Register.test.tsx	568	target: { value: 'test@test.com' },	CODE
LOW	…ages/frontend/tests/pages/Limits-interactions.test.tsx	55	useSession: () => () => ({ data: { user: { email: "user@example.com" } } }),	CODE
LOW	packages/frontend/tests/pages/Discovery.test.tsx	26	data: { user: { id: 'u1', name: 'Test User', email: 'test@test.com' } },	CODE
LOW	packages/frontend/tests/pages/Account.test.tsx	33	data: { user: { id: 'u1', name: 'Test User', email: 'test@test.com' } },	CODE
LOW	packages/frontend/tests/pages/Account.test.tsx	148	expect(input.value).toBe('test@test.com');	CODE
LOW	packages/frontend/tests/pages/Login.test.tsx	130	fireEvent.input(emailInput, { target: { value: 'test@test.com' } });	CODE
LOW	packages/frontend/tests/pages/Login.test.tsx	136	email: 'test@test.com',	CODE
LOW	packages/frontend/tests/services/providers.test.ts	1055	expect(p).not.toHaveProperty('placeholder');	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	99	notificationEmail: 'admin@example.com',	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	107	notificationEmail: 'admin@example.com',	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	117	notificationEmail: 'admin@example.com',	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	126	notificationEmail: 'admin@example.com',	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	144	to: 'foo@bar.com',	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	154	const out = await notifications.testSavedEmailProvider('foo@bar.com');	CODE
LOW⚡	…ages/frontend/tests/services/api/notifications.test.ts	159	expect(JSON.parse((init as RequestInit).body as string)).toEqual({ to: 'foo@bar.com' });	CODE
LOW	packages/backend/test/helpers.ts	202	request.user = { id: userId, email: 'test@test.com', name: 'Test' };	CODE
LOW	packages/backend/test/setup.e2e-spec.ts	69	'admin@example.com',	CODE
LOW	packages/backend/test/setup.e2e-spec.ts	150	'admin@example.com',	CODE
LOW	packages/backend/src/auth/auth.instance.spec.ts	306	const mockUser = { name: 'Jane Doe', email: 'jane@example.com' };	CODE
LOW	packages/backend/src/auth/auth.instance.spec.ts	312	userName: 'Jane Doe',	CODE
LOW	packages/backend/src/auth/auth.instance.spec.ts	345	const mockUser = { name: 'John Doe', email: 'john@example.com' };	CODE
LOW	packages/backend/src/auth/auth.instance.spec.ts	351	userName: 'John Doe',	CODE
LOW	packages/backend/src/auth/session.guard.spec.ts	90	user: { id: 'user-1', name: 'Test', email: 'test@test.com' },	CODE
LOW	packages/backend/src/auth/session.guard.spec.ts	107	user: { id: 'user-1', name: 'Test', email: 'test@test.com' },	CODE
LOW	packages/backend/src/auth/session.guard.spec.ts	136	user: { id: 'user-1', name: 'Test', email: 'test@test.com' },	CODE
LOW	…ckend/src/discovery/dto/complete-discovery.dto.spec.ts	14	name: 'Jane Doe',	CODE
LOW	…ages/backend/src/otlp/services/api-key.service.spec.ts	275	organizationName: 'Acme Corp',	CODE
LOW	…ages/backend/src/otlp/services/api-key.service.spec.ts	281	organization_name: 'Acme Corp',	CODE
LOW	…free-provider/managed-free-provider.controller.spec.ts	33	{ id: 'user-1', email: 'user@example.com' },	CODE
LOW	…free-provider/managed-free-provider.controller.spec.ts	41	userEmail: 'user@example.com',	CODE
LOW	…free-provider/managed-free-provider.controller.spec.ts	53	{ id: 'user-1', email: 'user@example.com' },	CODE
LOW	…free-provider/managed-free-provider.controller.spec.ts	61	userEmail: 'user@example.com',	CODE
37 more matches not shown…

Over-Commented Block47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	railway.toml	1	[build]	COMMENT
LOW	docker/install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/install.sh	21	# Re-running against an existing install directory resumes it: the compose	COMMENT
LOW	docker/docker-compose.yml	1	# Managed by Manifest's installer. Keep local settings in `.env` or	COMMENT
LOW	docker/docker-compose.yml	21	# - To harden the database password, set BOTH `POSTGRES_PASSWORD` AND	COMMENT
LOW	docker/docker-compose.yml	81	# Per-tenant (M201) and per-IP (M202) requests/minute for this backend process.	COMMENT
LOW	docker/docker-compose.yml	141	- RUN_MIGRATIONS_ON_BOOT=${RUN_MIGRATIONS_ON_BOOT:-true}	COMMENT
LOW	deploy/apple-containers/start.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/db-reindex-bloated.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/check-changesets.js	1	const fs = require('fs');	COMMENT
LOW	packages/frontend/vite.config.ts	1	import { readFileSync } from 'node:fs';	COMMENT
LOW	…s/components/ProviderSelectModal-subscription.test.tsx	1	import { describe, it, expect, vi, beforeEach } from "vitest";	COMMENT
LOW	…frontend/tests/components/ProviderSelectModal.test.tsx	1	import { describe, it, expect, vi, beforeEach } from 'vitest';	COMMENT
LOW	…frontend/tests/components/ProviderSelectModal.test.tsx	21	//	COMMENT
LOW	…ntend/tests/components/MessageDetails.autofix.test.tsx	21	getModelDisplayName: (slug: string) => slug,	COMMENT
LOW	packages/frontend/src/components/AddAgentModal.tsx	41	// Where the logs live depends on the deployment: self-hosted keeps them in	COMMENT
LOW	packages/frontend/src/pages/Routing.tsx	121	const complexityEnabled = () => complexityStatus()?.enabled ?? true;	COMMENT
LOW	packages/frontend/src/services/api/cache.ts	41	// Module-level cache keyed by fully-qualified request URL (path + query string).	COMMENT
LOW	packages/backend/test/messages.isolation.e2e-spec.ts	1	import { INestApplication } from '@nestjs/common';	COMMENT
LOW	packages/backend/test/proxy.e2e-spec.ts	241		COMMENT
LOW	packages/backend/src/main.ts	81	// tokens and wrecks streaming time-to-first-token. All other responses use	COMMENT
LOW	packages/backend/src/main.ts	101	// Newer Chrome replaced PNA with Local Network Access, a user permission that	COMMENT
LOW	packages/backend/src/main.ts	141	expressApp.use(httpErrorLogger);	COMMENT
LOW	packages/backend/src/cors-csp-config.ts	141	// LEGACY — kept for old browsers only. Do not reach for this when debugging a	COMMENT
LOW	…backend/src/database/pricing-sync.service.edge.spec.ts	41	});	COMMENT
LOW	packages/backend/src/database/database.module.ts	41	// single instance (dev, self-hosted) must boot with the schema applied	COMMENT
LOW	packages/backend/src/playground/playground.service.ts	381	isSubscription: authType === 'subscription',	COMMENT
LOW	packages/backend/src/config/app.config.ts	41	// to skip (e.g. a managed Postgres where the role lacks ALTER ROLE on itself).	COMMENT
LOW	packages/backend/src/config/app.config.ts	81	// Shared secret guarding the internal CRM metrics feed	COMMENT
LOW	…backend/src/model-discovery/model-discovery.service.ts	721	return this.computeScore(this.applyCapabilities(model, providerId));	COMMENT
LOW	packages/backend/src/common/utils/secret-scrub.ts	1	// Best-effort redaction of provider credentials that may appear in upstream	COMMENT
LOW	packages/backend/src/scoring/specificity-signals.ts	21	* URL alone is intentionally not enough to activate web_browsing — a URL	COMMENT
LOW	packages/backend/src/scoring/keywords/web-browsing.ts	1	// Only unambiguous browse-intent phrases. Generic web-dev vocabulary	COMMENT
LOW	packages/backend/src/routing/proxy/provider-client.ts	781	if (shouldApplyAnthropicAutomaticCacheControl(endpointKey)) {	COMMENT
LOW	…ckages/backend/src/routing/proxy/provider-endpoints.ts	481	buildHeaders: (apiKey: string) => ({	COMMENT
LOW	…ckages/backend/src/routing/proxy/provider-endpoints.ts	621	// models (Qwen, GLM, Kimi, MiniMax, …) on a single Bearer-auth route.	COMMENT
LOW	…ackend/src/routing/proxy/anthropic-messages-adapter.ts	521	if (!choice) continue;	COMMENT
LOW	…es/backend/src/routing/proxy/proxy-fallback.service.ts	1001	// every request even when the caller sent no x-session-key. NUL-joined so	COMMENT
LOW	…outing/proxy/__tests__/provider-client.timeout.spec.ts	1	// Tests that the PROVIDER_TIMEOUT_MS abort signal actually fires and	COMMENT
LOW	…src/routing/custom-provider/custom-provider.service.ts	321	name: dto.name,	COMMENT
LOW	packages/backend/src/routing/autofix/autofix.service.ts	421	// A patch to apply: reached on `patched` (already verified) or `unverified`	COMMENT
LOW	packages/backend/src/routing/autofix/autofix.module.ts	41	const nodeEnv = config.get<string>('NODE_ENV');	COMMENT
LOW	…ckages/backend/src/analytics/services/query-helpers.ts	181	export function sqlExcludePlayground(alias: string): string {	COMMENT
LOW	…ckages/backend/src/analytics/services/query-helpers.ts	201	// matching across tenants is identical to matching within one, and	COMMENT
LOW	.github/workflows/db-diagram-comment.yml	1	name: DB Diagram Comment	COMMENT
LOW	.github/workflows/release.yml	61	- name: Detect version bump	COMMENT
LOW	.github/workflows/publish-cli.yml	1	name: Publish CLI	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ckend/src/routing/proxy/__tests__/kiro-adapter.spec.ts	429	request.conversationState.currentMessage.userInputMessage.userInputMessageContext.tools.map(	CODE

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/backend/src/github/github.controller.spec.ts	175	// Step 1: prime the cache with a known value so we can exercise the	COMMENT
LOW⚡	packages/backend/src/github/github.controller.spec.ts	184	// Step 2: expire the cache by advancing Date.now past the 10-minute TTL.	COMMENT
LOW⚡	packages/backend/src/github/github.controller.spec.ts	187	// Step 3: fire 10 concurrent calls while a single fetch is in flight.	COMMENT
LOW	packages/backend/src/github/github.controller.spec.ts	215	// Step 4: release the gated fetch and verify all 10 concurrent callers	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/backend/src/github/github.controller.spec.ts	175	// Step 1: prime the cache with a known value so we can exercise the	COMMENT
LOW⚡	packages/backend/src/github/github.controller.spec.ts	184	// Step 2: expire the cache by advancing Date.now past the 10-minute TTL.	COMMENT
LOW⚡	packages/backend/src/github/github.controller.spec.ts	187	// Step 3: fire 10 concurrent calls while a single fetch is in flight.	COMMENT
LOW	packages/backend/src/github/github.controller.spec.ts	215	// Step 4: release the gated fetch and verify all 10 concurrent callers	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docker/install.sh	12	# Usage:	COMMENT
LOW	deploy/apple-containers/start.sh	19	# Usage:	COMMENT
LOW	scripts/db-reindex-bloated.sh	14	# Usage:	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	CLAUDE.md	171	│ │ │ ├── Limits.tsx # Alert rule management — mounted at /harnesses/:agentName/guardrails ("Gua	CODE

mnfst/manifest

Open-Source Code Quality, Security and Technical Debt Review