InsForge/InsForge

3.4

Adjusted Score

3.4

Raw Score

100%

Time Factor

2026-07-13

Last Push

12.3K

Stars

TypeScript

Language

235.3K

Lines of Code

1.1K

Files

417

Pattern Hits

2026-07-14

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 6MEDIUM 144LOW 266

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 417 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators137 hits · 412 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nd/tests/unit/schedules-http-timeout-migration.test.ts	20	// ── idempotency ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/schedules-http-timeout-migration.test.ts	38	// ── HTTP timeouts are configured ─────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/schedules-http-timeout-migration.test.ts	56	// ── still uses the existing http extension (not pg_net) ──────────────	COMMENT
MEDIUM	…nd/tests/unit/schedules-http-timeout-migration.test.ts	68	// ── preserves the existing exception path ────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/schedules-http-timeout-migration.test.ts	73	// ── ordering ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/unit/secrets-deduplicate-and-unique-migration.test.ts	55	// ── Step 1: Dedupe ────────────────────────────────────────────────────	COMMENT
MEDIUM	…/unit/secrets-deduplicate-and-unique-migration.test.ts	104	// ── Step 2: UNIQUE(key) constraint ────────────────────────────────────	COMMENT
MEDIUM	…/unit/secrets-deduplicate-and-unique-migration.test.ts	150	// ── Safety: no destructive operations ─────────────────────────────────	COMMENT
MEDIUM	…ests/unit/consolidate-retention-jobs-migration.test.ts	29	// ── schedules config table ────────────────────────────────────────	COMMENT
MEDIUM	…ests/unit/consolidate-retention-jobs-migration.test.ts	39	// ── cleanup function ──────────────────────────────────────────────	COMMENT
MEDIUM	…ests/unit/consolidate-retention-jobs-migration.test.ts	64	// ── idempotency ───────────────────────────────────────────────────	COMMENT
MEDIUM	…ests/unit/consolidate-retention-jobs-migration.test.ts	93	// ── schedule configuration ────────────────────────────────────────	COMMENT
MEDIUM	…ests/unit/consolidate-retention-jobs-migration.test.ts	118	// ── ordering ─────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/database-backups-migration.test.ts	19	// ── Idempotency guards ───────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/database-backups-migration.test.ts	38	// ── Structure ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/redirect-url-whitelist-migration.test.ts	19	// ── Idempotent rename ────────────────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/redirect-url-whitelist-migration.test.ts	32	// ── Trigger idempotency ──────────────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/redirect-url-whitelist-migration.test.ts	45	// ── allowed_redirect_urls column ─────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/redirect-url-whitelist-migration.test.ts	52	// ── sign_in_redirect_to migration is guarded ─────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/redirect-url-whitelist-migration.test.ts	64	// ── email_otps redirect_to column ────────────────────────────────────	COMMENT
MEDIUM	…nd/tests/unit/redirect-url-whitelist-migration.test.ts	71	// ── Ordering ─────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	backend/tests/unit/app.config.test.ts	49	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/tests/unit/app.config.test.ts	51	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	77	// ── PORT regression ──────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	91	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	93	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	133	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	135	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	174	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	176	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	206	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	208	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	232	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	234	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	320	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	322	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	370	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	372	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	420	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	422	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	456	// ── storage.appKey regression ─────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	535	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	537	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	551	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	553	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	602	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	604	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	618	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	620	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	19	// ── FK drop is idempotent ────────────────────────────────────────────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	26	// ── Column widen is idempotent ───────────────────────────────────────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	41	// ── Path helpers use CREATE OR REPLACE ───────────────────────────────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	54	// ── auth.jwt() helper ────────────────────────────────────────────────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	68	// ── RLS enablement ───────────────────────────────────────────────────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	73	// ── Policy install is idempotent and gated on existing projects ──────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	105	// ── Grants ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/tests/unit/storage-third-party-auth-migration.test.ts	122	// ── Ordering ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/database-advance.test.ts	97	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/database-advance.test.ts	99	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/mime-guard.test.ts	22	// ─── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
77 more matches not shown…

Hyper-Verbose Identifiers96 hits · 98 pts

Severity	File	Line	Snippet	Context
LOW	…d/tests/unit/payments-multi-provider-migration.test.ts	46	function getCandidateProviderObject(row: LegacyPaymentHistoryRow): {	CODE
LOW	…d/tests/unit/payments-multi-provider-migration.test.ts	81	function compareLegacyPaymentHistoryRows(a: LegacyPaymentHistoryRow, b: LegacyPaymentHistoryRow) {	CODE
LOW	…d/tests/unit/payments-multi-provider-migration.test.ts	98	function simulatePaymentHistoryBackfill(	CODE
LOW	…d/tests/unit/payments-multi-provider-migration.test.ts	154	function simulateWebhookEventBackfillAndCleanup(rows: LegacyWebhookEventRow[]) {	CODE
LOW⚡	backend/tests/unit/razorpay-config.service.test.ts	77	function expectRazorpayScopedDelete(tableName: string, params: unknown[]) {	CODE
LOW⚡	backend/tests/unit/razorpay-config.service.test.ts	86	function expectRazorpayRuntimeDelete(tableName: string, params: unknown[]) {	CODE
LOW⚡	backend/tests/unit/razorpay-config.service.test.ts	93	function expectRazorpayTransactionDelete() {	CODE
LOW	backend/tests/unit/stripe-services.test.ts	97	function expectStripeRuntimeDelete(	CODE
LOW	backend/tests/unit/stripe-services.test.ts	110	function expectProviderRuntimeDelete(	CODE
LOW	…ckend/tests/unit/razorpay-subscription.service.test.ts	88	function buildProviderSubscription(	CODE
LOW	backend/src/providers/payments/stripe.provider.ts	32	function getExpectedStripeKeyPrefix(environment: StripeEnvironment): string {	CODE
LOW	backend/src/providers/payments/razorpay.provider.ts	14	function getExpectedRazorpayKeyPrefix(environment: RazorpayEnvironment): string {	CODE
LOW	backend/src/utils/environment.ts	17	export function isOAuthSharedKeysAvailable(): boolean {	CODE
LOW	backend/src/utils/utils.ts	9	export function getPasswordRequirementsMessage(config: AuthConfigSchema): string {	CODE
LOW	backend/src/utils/validations.ts	133	export function getIdentifierErrorMessage(identifier: string, type: string = 'identifier'): string {	CODE
LOW	backend/src/utils/cookies.ts	22	export function setAdminRefreshTokenCookie(res: Response, value: string): void {	CODE
LOW	backend/src/utils/cookies.ts	49	export function clearAdminRefreshTokenCookie(res: Response): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	38	export function destroyEmailCooldownInterval(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	272	function getWriteEndpointLimitsUrl(): string {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	310	export function resetWriteEndpointLimitsToDefaults(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	314	async function fetchWriteEndpointLimitsConfig(): Promise<Partial<	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	363	function getWriteEndpointLimitsRefreshMs(): number {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	389	export function startWriteEndpointLimitsRefresh(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	412	export function destroyWriteEndpointLimitsRefresh(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	425	function createWriteEndpointLimiter(category: WriteLimiterCategory) {	CODE
LOW	backend/src/api/routes/database/advance.routes.ts	29	function invalidateColumnTypeCacheFromChanges(changes: DatabaseResourceUpdate[]): void {	CODE
LOW	backend/src/api/routes/webhooks/stripe.routes.ts	9	export function normalizeStripeWebhookError(error: unknown) {	CODE
LOW	backend/src/services/database/helpers.ts	13	export function isInternalDashboardSchema(schemaName: string): boolean {	CODE
LOW	backend/src/services/database/helpers.ts	17	export function normalizeDatabaseSchemaName(schemaName: unknown): string {	CODE
LOW	backend/src/services/database/helpers.ts	49	export function postgrestProfileHeaderName(method: string): 'accept-profile' \| 'content-profile' {	CODE
LOW	backend/src/services/database/helpers.ts	127	export function splitQualifiedTableReference(	CODE
LOW	backend/src/services/database/user-context.service.ts	151	async function setTransactionLocalConfig(	CODE
LOW	backend/src/services/database/database-table.service.ts	42	function getSafeDollarQuotedLiteral(s: string) {	CODE
LOW	backend/src/services/payments/helpers.ts	28	function formatPaymentValidationIssues(error: {	CODE
LOW	backend/src/services/payments/helpers.ts	52	export function getBillingSubjectFromProviderAttributes(	CODE
LOW	backend/src/services/payments/helpers.ts	65	export function addBillingSubjectToProviderAttributes(	CODE
LOW	backend/src/services/payments/helpers.ts	112	export function buildStripeIdempotencyKey(	CODE
LOW	backend/src/services/payments/helpers.ts	124	export function isPostgresPermissionError(error: unknown): boolean {	CODE
LOW	backend/src/services/payments/helpers.ts	165	export function normalizePaymentTransactionRow(row: PaymentTransactionRow): PaymentTransaction {	CODE
LOW	…ckend/src/services/payments/razorpay/config.service.ts	57	function getRazorpayWebhookSecretName(environment: RazorpayEnvironment): string {	CODE
LOW	backend/src/services/payments/stripe/constants.ts	17	export function getStripeWebhookSecretName(environment: StripeEnvironment): string {	CODE
LOW	backend/src/services/telemetry/telemetry.service.ts	89	function isTelemetryRuntimeDisabled(): boolean {	CODE
LOW	packages/dashboard/src/layout/AppLayout.tsx	58	function getEmbeddedDashboardRoute(path: string): string \| null {	CODE
LOW	packages/dashboard/src/features/database/helpers.ts	256	export function buildDatabaseSchemaSearch(schemaName: string): string {	CODE
LOW	packages/dashboard/src/features/database/helpers.ts	262	export function parseDatabaseTableReference(	CODE
LOW	…d/src/features/database/components/DatabaseSidebar.tsx	80	function DatabaseStudioSidebarItem({ label, href, sectionEnd }: DatabaseStudioSidebarItemProps) {	CODE
LOW	…d/src/features/database/components/DatabaseSidebar.tsx	113	export function DatabaseStudioSidebarPanel({ onBack }: DatabaseStudioSidebarPanelProps) {	CODE
LOW	…/src/features/database/components/DatabaseDataGrid.tsx	64	function DatabaseBooleanCellEditor({	CODE
LOW	…/features/database/hooks/useDatabaseSchemaSelection.ts	10	export function useDatabaseSchemaSelection() {	CODE
LOW	…ard/src/features/database/hooks/useTablePreferences.ts	23	function createEmptyTablePreferences(): StoredTablePreferences {	CODE
LOW	…ard/src/features/database/hooks/useTablePreferences.ts	55	function sanitizeStoredTablePreferences(value: unknown): StoredTablePreferences {	CODE
LOW	…ard/src/features/database/hooks/useTablePreferences.ts	66	function setStoredTablePreferences(	CODE
LOW	…ard/src/features/database/hooks/useTablePreferences.ts	212	function getStoredTablePreferences(	CODE
LOW	…board/src/features/database/hooks/useDatabaseBackup.ts	27	async function fetchSelfHostingBackupInfo(): Promise<DashboardBackupInfo> {	CODE
LOW	…board/src/features/database/hooks/useDatabaseBackup.ts	102	export function useDatabaseBackupInstanceInfo() {	CODE
LOW	…dashboard/src/features/database/pages/PoliciesPage.tsx	34	function parsePoliciesFromResponse(response: DatabasePoliciesResponse \| undefined): PolicyRow[] {	CODE
LOW	…ashboard/src/features/database/pages/SQLEditorPage.tsx	34	function convertRowsToDataGridFormat(rows: Record<string, unknown>[]) {	CODE
LOW	…ashboard/src/features/database/pages/FunctionsPage.tsx	31	function parseFunctionsFromResponse(	CODE
LOW	…dashboard/src/features/database/pages/TriggersPage.tsx	33	function parseTriggersFromResponse(response: DatabaseTriggersResponse \| undefined): TriggerRow[] {	CODE
LOW	…shboard/src/features/database/pages/MigrationsPage.tsx	28	function formatMigrationStatements(statements: string[]): string {	CODE
36 more matches not shown…

Fake / Example Data71 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	.archive/docs/deprecated/insforge-auth-api.md	16	Body: `{"email": "user@example.com", "password": "password", "name": "User Name"}`	CODE
LOW	.archive/docs/deprecated/insforge-auth-api.md	25	Body: `{"email": "user@example.com", "password": "password"}`	CODE
LOW	.archive/docs/deprecated/insforge-db-api.md	90	"name": "John Doe",	CODE
LOW	.archive/docs/deprecated/insforge-db-api.md	106	"name": "John Doe",	CODE
LOW	backend/tests/unit/auth-create-user-route.test.ts	127	const validBody = { email: 'test@test.com', password: 'Pass1234', name: 'Test' };	CODE
LOW	…end/tests/unit/auth-oauth-unsupported-provider.test.ts	55	email: 'test@test.com',	CODE
LOW	…end/tests/unit/auth-oauth-unsupported-provider.test.ts	63	email: 'test@test.com',	CODE
LOW⚡	backend/tests/unit/smtp-link-validation.test.ts	69	await provider.sendWithTemplate('user@example.com', 'App', 'email-verification-link', {	CODE
LOW⚡	backend/tests/unit/smtp-link-validation.test.ts	78	await provider.sendWithTemplate('user@example.com', 'App', 'email-verification-link', {	CODE
LOW⚡	backend/tests/unit/smtp-link-validation.test.ts	87	await provider.sendWithTemplate('user@example.com', 'App', 'email-verification-link', {	CODE
LOW⚡	backend/tests/unit/smtp-link-validation.test.ts	97	await provider.sendWithTemplate('user@example.com', 'App', 'email-verification-link', {	CODE
LOW⚡	backend/tests/unit/smtp-link-validation.test.ts	107	await provider.sendWithTemplate('user@example.com', 'App', 'email-verification-link', {	CODE
LOW⚡	backend/tests/unit/smtp-link-validation.test.ts	116	await provider.sendWithTemplate('user@example.com', 'App', 'email-verification-link', {	CODE
LOW	backend/tests/unit/email.test.ts	73	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	74	'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	86	email: 'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	87	name: 'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	107	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	108	'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	128	await emailService.sendWithTemplate('user@example.com', 'Jane Smith', 'reset-password-code', {	CODE
LOW	backend/tests/unit/email.test.ts	147	await emailService.sendWithTemplate('user@example.com', 'Jane Smith', 'reset-password-link', {	CODE
LOW	backend/tests/unit/email.test.ts	166	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	172	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	186	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	192	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	207	emailService.sendWithTemplate('user@example.com', '', 'email-verification-code')	CODE
LOW	backend/tests/unit/email.test.ts	214	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	229	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	248	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	267	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	286	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	305	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	324	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	339	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	349	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	363	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	364	'John Doe',	CODE
LOW	backend/tests/unit/smtp-schemas.test.ts	45	senderEmail: 'test@test.com',	CODE
LOW	backend/tests/unit/smtp-schemas.test.ts	59	senderEmail: 'test@test.com',	CODE
LOW	backend/tests/unit/smtp-schemas.test.ts	71	senderEmail: 'test@test.com',	CODE
LOW	backend/tests/unit/smtp-schemas.test.ts	83	senderEmail: 'test@test.com',	CODE
LOW	backend/tests/unit/smtp-schemas.test.ts	107	senderEmail: 'test@test.com',	CODE
LOW	backend/tests/unit/smtp-schemas.test.ts	119	senderEmail: 'test@test.com',	CODE
LOW	backend/tests/unit/smtp-provider.test.ts	85	await provider.sendWithTemplate('user@example.com', 'Test App', 'email-verification-code', {	CODE
LOW	backend/tests/unit/smtp-provider.test.ts	92	to: 'user@example.com',	CODE
LOW	backend/tests/unit/smtp-provider.test.ts	125	provider.sendWithTemplate('user@example.com', 'App', 'email-verification-code', {	CODE
LOW	backend/tests/unit/smtp-provider.test.ts	181	to: 'user@example.com',	CODE
LOW	backend/tests/unit/realtime-auth.service.test.ts	51	email: 'user@example.com',	CODE
LOW	backend/tests/unit/realtime-auth.service.test.ts	74	email: 'user@example.com',	CODE
LOW	backend/tests/unit/database-advance.test.ts	142	{ id: '2', name: 'Bob', phone: '555-0001' },	CODE
LOW	backend/tests/unit/database-advance.test.ts	143	{ id: '3', name: 'Carol', phone: '555-0002' },	CODE
LOW	backend/tests/unit/database-advance.test.ts	161	expect(query2).toContain('555-0001');	CODE
LOW	backend/tests/unit/database-advance.test.ts	162	expect(query2).toContain('555-0002');	CODE
LOW⚡	backend/tests/unit/database-advance.test.ts	181	{ id: '1', name: 'Alice', phone: '555-0001' },	CODE
LOW⚡	backend/tests/unit/database-advance.test.ts	182	{ id: '2', name: 'Bob', phone: '555-0002' },	CODE
LOW⚡	backend/tests/unit/database-advance.test.ts	191	expect(sql).toContain('555-0001');	CODE
LOW⚡	backend/tests/unit/database-advance.test.ts	192	expect(sql).toContain('555-0002');	CODE
LOW	backend/tests/unit/database-advance.test.ts	208	{ id: '2', name: 'Bob', phone: '555-0001' },	CODE
LOW	backend/tests/unit/database-advance.test.ts	256	{ id: '2', name: 'Bob', phone: '555-0001' },	CODE
LOW	backend/tests/manual/seed-large-table.sql	25	repeat('Lorem ipsum dolor sit amet, consectetur adipiscing elit. ', 1 + floor(random() * 10)::int) \|\|	CODE
11 more matches not shown…

Structural Annotation Overuse40 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	GITHUB_OAUTH_SETUP.md	5	## Step 1: Create a GitHub OAuth Application	COMMENT
LOW	GITHUB_OAUTH_SETUP.md	14	## Step 2: Fill in Application Information	COMMENT
LOW	GITHUB_OAUTH_SETUP.md	29	## Step 3: Get Client ID and Client Secret	COMMENT
LOW	GITHUB_OAUTH_SETUP.md	37	## Step 4: Configure Environment Variables	COMMENT
LOW	.archive/docs/deprecated/insforge-storage-api.md	192	// Step 1: Upload object with known key	COMMENT
LOW	.archive/docs/deprecated/insforge-storage-api.md	201	// Step 2: Store metadata	COMMENT
LOW	.archive/docs/deprecated/insforge-storage-api.md	218	// Step 1: Upload object with auto-generated key	COMMENT
LOW	.archive/docs/deprecated/insforge-storage-api.md	228	// Step 2: Store metadata with generated key	COMMENT
LOW⚡	deploy/docker-deploy.md	9	### Step 1: Download the Docker Compose file	COMMENT
LOW⚡	deploy/docker-deploy.md	17	### Step 2: Start InsForge	COMMENT
LOW⚡	deploy/docker-deploy.md	23	### Step 3: Access InsForge	COMMENT
LOW	deploy/docker-deploy.md	35	### Step 1: Create a separate env file for each project	COMMENT
LOW	deploy/docker-deploy.md	42	### Step 2: Edit each env file with unique ports	COMMENT
LOW	deploy/docker-deploy.md	64	### Step 3: Start each project with a unique name	COMMENT
LOW⚡	.agents/docs/insforge-instructions-sdk.md	23	### Step 1: Download Template	COMMENT
LOW⚡	.agents/docs/insforge-instructions-sdk.md	27	### Step 2: Install SDK	COMMENT
LOW⚡	.agents/docs/insforge-instructions-sdk.md	33	### Step 3: Create SDK Client	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	48	# Step 1: Create a public bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	71	# Step 2: Create a private bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	93	# Step 3: Upload a test file to public bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	119	# Step 4: Upload a test file to private bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	145	# Step 5: Test accessing PUBLIC file WITHOUT API key	COMMENT
LOW⚡	backend/tests/local/test-public-bucket.sh	156	# Step 6: Test accessing PRIVATE file WITHOUT API key	COMMENT
LOW⚡	backend/tests/local/test-public-bucket.sh	166	# Step 7: Test accessing PRIVATE file WITH API key	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	178	# Step 8: List all buckets	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	196	# Step 9: Test PUT upload with specified key	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	230	# Step 10: Update bucket visibility	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	27	# Step 1: Login to get auth token	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	42	# Step 2: Create bucket	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	55	# Step 3: Request upload strategy	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	88	# Step 4: Upload based on strategy	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	152	# Step 5: Confirm upload if required	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	179	# Step 6: Get download URL	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	200	# Step 7: Test download	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	225	# Step 8: List objects	COMMENT
LOW⚡	backend/tests/manual/test-rawsql-export-import.sh	105	# Step 1: Create the basic table	COMMENT
LOW	backend/tests/manual/test-rawsql-export-import.sh	130	# Step 2: Add indexes, triggers and RLS	COMMENT
LOW⚡	backend/src/services/auth/auth-otp.service.ts	384	// Step 1: Verify the numeric code (consumes it atomically)	COMMENT
LOW⚡	backend/src/services/auth/auth-otp.service.ts	387	// Step 2: Generate a long-lived hash token	COMMENT
LOW⚡	backend/src/services/auth/auth-otp.service.ts	392	// Step 3: Insert the new token (replaces the consumed numeric code)	COMMENT

Verbosity Indicators23 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	backend/tests/local/test-public-bucket.sh	48	# Step 1: Create a public bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	71	# Step 2: Create a private bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	93	# Step 3: Upload a test file to public bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	119	# Step 4: Upload a test file to private bucket	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	145	# Step 5: Test accessing PUBLIC file WITHOUT API key	COMMENT
LOW⚡	backend/tests/local/test-public-bucket.sh	156	# Step 6: Test accessing PRIVATE file WITHOUT API key	COMMENT
LOW⚡	backend/tests/local/test-public-bucket.sh	166	# Step 7: Test accessing PRIVATE file WITH API key	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	178	# Step 8: List all buckets	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	196	# Step 9: Test PUT upload with specified key	COMMENT
LOW	backend/tests/local/test-public-bucket.sh	230	# Step 10: Update bucket visibility	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	27	# Step 1: Login to get auth token	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	42	# Step 2: Create bucket	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	55	# Step 3: Request upload strategy	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	88	# Step 4: Upload based on strategy	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	152	# Step 5: Confirm upload if required	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	179	# Step 6: Get download URL	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	200	# Step 7: Test download	COMMENT
LOW	backend/tests/manual/test-universal-storage.sh	225	# Step 8: List objects	COMMENT
LOW⚡	backend/tests/manual/test-rawsql-export-import.sh	105	# Step 1: Create the basic table	COMMENT
LOW	backend/tests/manual/test-rawsql-export-import.sh	130	# Step 2: Add indexes, triggers and RLS	COMMENT
LOW⚡	backend/src/services/auth/auth-otp.service.ts	384	// Step 1: Verify the numeric code (consumes it atomically)	COMMENT
LOW⚡	backend/src/services/auth/auth-otp.service.ts	387	// Step 2: Generate a long-lived hash token	COMMENT
LOW⚡	backend/src/services/auth/auth-otp.service.ts	392	// Step 3: Insert the new token (replaces the consumed numeric code)	COMMENT

Magic Placeholder Names4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	.archive/docs/deprecated/insforge-instructions.md	101	-H "x-api-key: your-api-key" \	CODE
HIGH	.archive/docs/deprecated/insforge-instructions.md	109	-H "x-api-key: your-api-key" \	CODE
HIGH⚡	backend/tests/unit/app.config.test.ts	60	expect(c.app.apiKey).toBe('your_api_key');	CODE
HIGH	backend/src/infra/config/app.config.ts	141	apiKey: process.env.ACCESS_API_KEY \|\| 'your_api_key',	CODE

Redundant / Tautological Comments12 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	deploy/docker-init/logs/vector.yml	86	# Check if this is a request log (has duration field)	COMMENT
LOW	backend/tests/test-config.sh	81	# Check if required tools are installed	COMMENT
LOW	backend/tests/run-all-tests.sh	60	# Check if root admin credentials are set	COMMENT
LOW	backend/tests/run-all-tests.sh	69	# Check if running cloud tests	COMMENT
LOW	backend/tests/cleanup-all-test-data.sh	110	# Check if table matches any test pattern	COMMENT
LOW	backend/tests/cleanup-all-test-data.sh	154	# Check if bucket matches any test pattern	COMMENT
LOW	backend/tests/local/test-traditional-rest.sh	96	# Check if registration was successful	COMMENT
LOW	backend/tests/manual/test-ai-model-plugins.sh	44	# Check if annotations are present in the response	COMMENT
LOW	backend/tests/manual/test-database-advance.sh	118	# Check if file exists	COMMENT
LOW⚡	backend/tests/manual/test-rawsql-export-import.sh	90	# Check if login was successful	COMMENT
LOW	backend/tests/manual/test-rawsql-export-import.sh	211	# Check if response contains success information	COMMENT
LOW⚡	backend/scripts/test-deno-subhosting.sh	52	# Check if API is reachable	COMMENT

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/tests/local/test-secrets.sh	165	# Create a simple function that returns the secret	COMMENT
MEDIUM	backend/tests/local/test-secrets.sh	182	# Create the function	COMMENT
MEDIUM	backend/tests/local/test-id-field.sh	109	# Create a test table	COMMENT
MEDIUM	backend/tests/local/test-traditional-rest.sh	183	# Create a test bucket	COMMENT
MEDIUM	backend/tests/manual/test-database-advance.sh	247	# Define the path to the SQL file	COMMENT
MEDIUM	backend/tests/cloud/test-s3-multitenant.sh	38	# Create a test bucket	COMMENT

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	.archive/docs/deprecated/insforge-auth-sdk.md	41	// After OAuth, user returns to redirectTo URL already authenticated	COMMENT
LOW	backend/tests/local/test-schedules.sh	1	#!/bin/bash	COMMENT
LOW	backend/tests/local/test-storage-rls.sh	1	#!/bin/bash	COMMENT
LOW	backend/tests/local/test-e2e.sh	241	# Note: All test resources will be cleaned up automatically on exit	COMMENT
LOW	backend/tests/cloud/test-s3-gateway.sh	1	#!/usr/bin/env bash	COMMENT
LOW	backend/src/providers/payments/razorpay-errors.ts	61		COMMENT
LOW	backend/src/providers/compute/fly.provider.ts	241		COMMENT
LOW	backend/src/services/storage/storage.service.ts	221	this.validateBucketName(bucket);	COMMENT
LOW	backend/src/services/compute/services.service.ts	201	// Cloud-mode providers wrap the cloud's structured error body verbatim into	COMMENT
LOW	scripts/sync-skills.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/update-mintlify-skill.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/dashboard/src/features/compute/lib/health.ts	1	// Derive a simple crash-loop signal from Fly machine lifecycle events.	COMMENT
LOW	functions/worker-template.js	61	// the handler AFTER the top-level `await import(...)` below (cold import can	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	backend/src/infra/socket/socket.manager.ts	555	return this.io.sockets.adapter.rooms.get(room)?.size \|\| 0;	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	.claude/skills/doc-author/INSFORGE.md	43	## Sound human, not AI-generated	COMMENT

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	examples/python-ml-experiment-tracker/tracker/config.py	1	CODE
LOW	examples/python-ml-experiment-tracker/tracker/models.py	1	CODE
LOW	examples/python-ml-experiment-tracker/tracker/client.py	1	CODE
LOW	examples/python-ml-experiment-tracker/tracker/serve.py	1	CODE
LOW	examples/python-ml-experiment-tracker/tracker/cli.py	1	CODE
LOW	examples/python-ml-experiment-tracker/tracker/cli.py	14	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/dashboard/src/features/ai/constants.ts	47	print(completion.choices[0].message)`,	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.claude/skills/doc-author/SKILL.md	238	## Verification guardrails	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/python-ml-experiment-tracker/tracker/client.py	65	except Exception:	CODE
LOW	examples/python-ml-experiment-tracker/tracker/serve.py	129	except Exception:	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/sync-skills.sh	14	# Usage:	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	examples/python-ml-experiment-tracker/tracker/config.py	57	def update_tokens(access_token: str, refresh_token: str) -> None:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	examples/python-ml-experiment-tracker/tracker/cli.py	74		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings