InsForge/InsForge

4.0

Adjusted Score

4.0

Raw Score

100%

Time Factor

2026-08-25

Last Push

12.8K

Stars

TypeScript

Language

294.1K

Lines of Code

1.3K

Files

553

Pattern Hits

2026-08-29

Scan Date

0.02

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 15HIGH 6MEDIUM 186LOW 346

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 553 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 Separators179 hits · 538 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose.yml	165	# ─── Custom Compute: Docker provider (opt-in) ──────────────────────────	COMMENT
MEDIUM	docker-compose.prod.yml	152	# ─── Custom Compute: Docker provider (opt-in) ──────────────────────────	COMMENT
MEDIUM	deploy/dokploy/docker-compose.yml	106	# ─── Custom Compute: Docker provider (opt-in) ──────────────────────────	COMMENT
MEDIUM	deploy/coolify/docker-compose.yml	117	# ─── Custom Compute: Docker provider (opt-in) ──────────────────────────	COMMENT
MEDIUM	deploy/docker-compose/docker-compose.yml	145	# ─── Custom Compute: Docker provider (opt-in) ────────────────────────	COMMENT
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	backend/tests/unit/database-config-migration.test.ts	19	// ── Idempotency guards ───────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/database-config-migration.test.ts	46	// ── 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	341	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	343	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	414	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	416	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	464	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	466	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	502	// ── storage.appKey regression ─────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	609	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	611	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	625	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	627	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	676	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	678	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	692	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/app.config.test.ts	694	// ═══════════════════════════════════════════════════════════════════════════	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
119 more matches not shown…

Hallucination Indicators15 hits · 185 pts

Severity	File	Line	Snippet	Context
CRITICAL	backend/tests/unit/oauth-native-client-ids.test.ts	93	const insertCall = mocks.client.query.mock.calls.find(	CODE
CRITICAL	backend/tests/unit/oauth-native-client-ids.test.ts	129	const updateCall = mocks.client.query.mock.calls.find(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	222	const insertCall = mocks.client.query.mock.calls.find(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	233	mocks.client.query.mock.calls.some(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	278	mocks.client.query.mock.calls.some(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	283	mocks.client.query.mock.calls.some(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	340	const insertCall = mocks.client.query.mock.calls.find(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	345	mocks.client.query.mock.calls.filter(	CODE
CRITICAL⚡	backend/tests/unit/auth-email-otp.service.test.ts	350	mocks.client.query.mock.calls.some(	CODE
CRITICAL	backend/tests/unit/auth-email-otp.service.test.ts	257	const updateCall = mocks.client.query.mock.calls.find(	CODE
CRITICAL	backend/tests/unit/auth-email-otp.service.test.ts	308	mocks.client.query.mock.calls.some(	CODE
CRITICAL	backend/tests/unit/auth-otp-attempts.test.ts	234	const sql = mocks.client.query.mock.calls.map(([q]) => q);	CODE
CRITICAL	backend/tests/unit/auth-otp-attempts.test.ts	255	const sql = mocks.client.query.mock.calls.map(([q]) => q);	CODE
CRITICAL	backend/tests/unit/auth-otp-attempts.test.ts	275	const sql = mocks.client.query.mock.calls.map(([q]) => q);	CODE
CRITICAL	backend/src/infra/socket/socket.manager.ts	548	return this.io.sockets.adapter.rooms.get(room)?.size \|\| 0;	CODE

Fake / Example Data114 hits · 128 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	88	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	89	'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	101	email: 'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	102	name: 'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	122	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	123	'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	143	await emailService.sendWithTemplate('user@example.com', 'Jane Smith', 'reset-password-code', {	CODE
LOW	backend/tests/unit/email.test.ts	162	await emailService.sendWithTemplate('user@example.com', 'Jane Smith', 'reset-password-link', {	CODE
LOW	backend/tests/unit/email.test.ts	181	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	187	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	201	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	207	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	222	emailService.sendWithTemplate('user@example.com', '', 'email-verification-code')	CODE
LOW	backend/tests/unit/email.test.ts	229	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	244	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	263	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	282	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	301	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	320	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	354	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	364	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	CODE
LOW	backend/tests/unit/email.test.ts	378	'user@example.com',	CODE
LOW	backend/tests/unit/email.test.ts	379	'John Doe',	CODE
LOW	backend/tests/unit/email.test.ts	400	emailService.sendWithTemplate('user@example.com', 'John', 'email-verification-code', {	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/auth-email-otp-route.test.ts	57	email: 'user@example.com',	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	143	expect(mocks.sendSignInOTP).toHaveBeenCalledWith('user@example.com');	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	149	email: 'user@example.com',	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	159	expect(mocks.signInWithOTP).toHaveBeenCalledWith('user@example.com', '123456', 'Ada');	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	168	{ method: 'otp', email: 'user@example.com', otp: '123456' },	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	178	email: 'user@example.com',	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	183	expect(mocks.login).toHaveBeenCalledWith('user@example.com', 'securepassword123');	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	191	email: 'user@example.com',	CODE
LOW⚡	backend/tests/unit/auth-email-otp-route.test.ts	196	expect(mocks.login).toHaveBeenCalledWith('user@example.com', 'securepassword123');	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/auth-email-otp.service.test.ts	173	await authService.sendSignInOTP('user@example.com');	CODE
LOW⚡	backend/tests/unit/auth-email-otp.service.test.ts	176	'user@example.com',	CODE
LOW⚡	backend/tests/unit/auth-email-otp.service.test.ts	181	expect(mocks.sendWithTemplate).toHaveBeenCalledWith('user@example.com', 'User', 'request-otp', {	CODE
54 more matches not shown…

Hyper-Verbose Identifiers112 hits · 115 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/telemetry.service.test.ts	75	function clearDeploymentEnvironment(): void {	CODE
LOW	backend/tests/unit/apify-config.service.test.ts	48	function createBehaviouralSecretStore() {	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/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	297	function getWriteEndpointLimitsUrl(): string {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	335	export function resetWriteEndpointLimitsToDefaults(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	339	async function fetchWriteEndpointLimitsConfig(): Promise<Partial<	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	388	function getWriteEndpointLimitsRefreshMs(): number {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	414	export function startWriteEndpointLimitsRefresh(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	437	export function destroyWriteEndpointLimitsRefresh(): void {	CODE
LOW	backend/src/api/middlewares/rate-limiters.ts	450	function createWriteEndpointLimiter(category: WriteLimiterCategory) {	CODE
LOW	backend/src/api/routes/database/advance.routes.ts	28	function invalidateColumnTypeCacheFromChanges(changes: DatabaseResourceUpdate[]): void {	CODE
LOW	backend/src/api/routes/webscraper/index.routes.ts	146	function assertSelfHostedWebscraperConfig(): void {	CODE
LOW	backend/src/api/routes/ai/index.routes.ts	204	function assertSelfHostedModelGatewayConfig(): void {	CODE
LOW	backend/src/api/routes/webhooks/stripe.routes.ts	9	export function normalizeStripeWebhookError(error: unknown) {	CODE
LOW	backend/src/api/routes/analytics/index.routes.ts	108	function assertSelfHostedAnalyticsConfig(): void {	CODE
LOW	backend/src/services/database/helpers.ts	14	export function isInternalDashboardSchema(schemaName: string): boolean {	CODE
LOW	backend/src/services/database/helpers.ts	18	export function normalizeDatabaseSchemaName(schemaName: unknown): string {	CODE
LOW	backend/src/services/database/helpers.ts	50	export function postgrestProfileHeaderName(method: string): 'accept-profile' \| 'content-profile' {	CODE
LOW	backend/src/services/database/helpers.ts	128	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/compute/services.service.ts	472	export function warnIfFlyCredentialsIncomplete(): void {	CODE
LOW	backend/src/services/telemetry/telemetry.service.ts	96	export function isTelemetryRuntimeDisabled(): boolean {	CODE
LOW	backend/src/services/email/helpers.ts	11	export async function lockEmailProviderConfiguration(client: PoolClient): Promise<void> {	CODE
LOW	backend/src/services/email/helpers.ts	15	export async function hasAvailableEmailProvider(client: PoolClient): Promise<boolean> {	CODE
LOW	backend/src/services/email/helpers.ts	34	export function emailProviderNotConfiguredError(): AppError {	CODE
LOW	packages/dashboard/src/layout/AppLayout.tsx	59	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	83	function DatabaseStudioSidebarItem({ label, href, sectionEnd }: DatabaseStudioSidebarItemProps) {	CODE
LOW	…d/src/features/database/components/DatabaseSidebar.tsx	116	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
52 more matches not shown…

Structural Annotation Overuse37 hits · 59 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	10	### Step 1: Get the repository	COMMENT
LOW	deploy/docker-deploy.md	30	### Step 2: Start InsForge	COMMENT
LOW	deploy/docker-deploy.md	37	### Step 3: Access InsForge	COMMENT
LOW	deploy/docker-deploy.md	49	### Step 1: Run the setup script once per directory	COMMENT
LOW	deploy/docker-deploy.md	60	### Step 2: Give each one its own project name and ports	COMMENT
LOW	deploy/docker-deploy.md	86	### Step 3: Start each project	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

Over-Commented Block39 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.rustfs.yml	1	# Optional bundled RustFS object storage for self-hosted InsForge.	COMMENT
LOW	docker-compose.minio.yml	1	# Optional bundled MinIO object storage for self-hosted InsForge.	COMMENT
LOW	docker-compose.yml	161	- INSFORGE_TELEMETRY_DISABLED=${INSFORGE_TELEMETRY_DISABLED:-}	COMMENT
LOW	docker-compose.yml	181	# Host address used to build URLs for `port` ingress. Unset, no URL is	COMMENT
LOW	docker-compose.prod.yml	141	- X_CLIENT_ID=${X_CLIENT_ID:-}	COMMENT
LOW	docker-compose.prod.yml	161	- COMPUTE_PROVIDER=${COMPUTE_PROVIDER:-}	COMMENT
LOW	docker-compose.prod.yml	181	# Seconds an upload may send nothing before it is treated as stalled and	COMMENT
LOW	.archive/docs/deprecated/insforge-auth-sdk.md	41	// After OAuth, user returns to redirectTo URL already authenticated	COMMENT
LOW	docker/entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	deploy/setup.sh	1	#!/usr/bin/env sh	COMMENT
LOW	deploy/setup.sh	121		COMMENT
LOW	deploy/backup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	deploy/dokploy/docker-compose.yml	1	# InsForge on Dokploy	COMMENT
LOW	deploy/dokploy/docker-compose.yml	121	# Ceiling on an uploaded source-build context. Express buffers the whole	COMMENT
LOW	deploy/coolify/docker-compose.yml	1	# InsForge on Coolify	COMMENT
LOW	deploy/coolify/docker-compose.yml	21	# port 7130 in Coolify's UI, then set API_BASE_URL and VITE_API_BASE_URL to it —	COMMENT
LOW	deploy/coolify/docker-compose.yml	121	# labels. Treat it as untested until someone runs it.	COMMENT
LOW	deploy/docker-compose/docker-compose.yml	141	# Set S3_USE_PRESIGNED_URLS=false to proxy object bytes through the backend	COMMENT
LOW	deploy/docker-compose/docker-compose.yml	181	deno:	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/cloud/test-s3-gateway.sh	1	#!/usr/bin/env bash	COMMENT
LOW	backend/src/infra/config/app.config.ts	201	// host port at all, which is right for the majority of compute (queue	COMMENT
LOW	backend/src/providers/payments/razorpay-errors.ts	61		COMMENT
LOW	backend/src/providers/compute/fly.provider.ts	261	autostart: true,	COMMENT
LOW	backend/src/providers/compute/docker.client.ts	261	}): Promise<DockerBuildResult> {	COMMENT
LOW	backend/src/services/compute/services.service.ts	181	status: row.status as ServiceSchema['status'],	COMMENT
LOW	backend/src/services/compute/services.service.ts	321		COMMENT
LOW	backend/src/services/compute/services.service.ts	1381	// and nesting this under the id check would drop it. Omitting the field	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	…/src/features/webscraper/components/ApifyTokenForm.tsx	1	import { useId, useState } from 'react';	COMMENT
LOW	…components/__tests__/WebScraperSettingsDialog.test.tsx	81	renderDialog();	COMMENT
LOW	…oard/components/observability/ObservabilitySection.tsx	261	// number. Bars stack bottom-up (System, WAL, Database) so the gap above	COMMENT
LOW	…rc/features/compute/components/CreateServiceDialog.tsx	61	const [region, setRegion] = useState('iad');	COMMENT
LOW	packages/dashboard/src/features/compute/lib/health.ts	1	// Derive a simple crash-loop signal from container lifecycle events.	COMMENT
LOW	…atures/analytics/components/posthog/PosthogKeyForm.tsx	21	};	COMMENT
LOW	packages/shared-schemas/src/ai-api.schema.ts	101	// Content can be a string or an array of content parts (OpenAI-compatible).	COMMENT
LOW	functions/worker-template.js	61	// the handler AFTER the top-level `await import(...)` below (cold import can	COMMENT

Verbosity Indicators20 hits · 32 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

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	159	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

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

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/python-ml-experiment-tracker/tracker/cli.py	74		CODE
LOW	scripts/build-docs-langs.py	31		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

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings