2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.8K

Stars

TypeScript

Language

83.4K

Lines of Code

531

Files

141

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 74 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 46 finding(s).

Agent Over-Engineering Ratio 7.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 87 finding(s).

PR Review Velocity Impact 10.9/100 · LOW

Which changes need focused human review? 141 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 0HIGH 3MEDIUM 18LOW 120

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 141 distinct pattern matches across 11 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 Identifiers66 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	packages/ui/src/charts.tsx	320	function getPayloadConfigFromPayload(	CODE
LOW	packages/python-sdk/tests/test_resources.py	40	def test_contact_books_list_uses_expected_path_and_returns_data() -> None:	CODE
LOW	packages/python-sdk/tests/test_resources.py	75	def test_contact_books_alias_matches_js_style_client() -> None:	CODE
LOW	packages/python-sdk/tests/test_resources.py	87	def test_contacts_list_encodes_query_params() -> None:	CODE
LOW	packages/python-sdk/tests/test_resources.py	107	def test_contacts_bulk_methods_use_expected_payloads() -> None:	CODE
LOW	packages/python-sdk/tests/test_webhooks.py	58	def test_email_webhook_event_type_excludes_specialized_events() -> None:	CODE
LOW	packages/python-sdk/tests/test_webhooks.py	70	def test_construct_event_parses_bounced_event_with_valid_signature() -> None:	CODE
LOW	packages/email-editor/src/nodes/unsubscribe-footer.tsx	4	export function UnsubscribeFooterComponent(props: NodeViewProps) {	CODE
LOW	packages/email-editor/src/extensions/SlashCommand.tsx	398	export function getSlashCommandSuggestions(	CODE
LOW	apps/web/src/app/unsubscribe/page.tsx	17	function getUnsubscribeErrorMessage(error: unknown) {	CODE
LOW	apps/web/src/app/subscribe/page.tsx	12	function getConfirmationErrorMessage(error: unknown) {	CODE
LOW	apps/web/src/app/subscribe/page.tsx	45	async function confirmSubscriptionAction(formData: FormData) {	CODE
LOW	apps/web/src/app/(dashboard)/layout.tsx	7	export default function AuthenticatedDashboardLayout({	CODE
LOW	apps/web/src/app/(dashboard)/domains/domain-list.tsx	47	function handleClickTrackingChange() {	CODE
LOW	…ps/web/src/app/(dashboard)/domains/[domainId]/page.tsx	185	function handleClickTrackingChange() {	CODE
LOW	…app/(dashboard)/suppressions/bulk-add-suppressions.tsx	32	export default function BulkAddSuppressionsDialog({	CODE
LOW	…/[contactBookId]/resend-double-opt-in-confirmation.tsx	23	export function ResendDoubleOptInConfirmation({	CODE
LOW	apps/web/src/test/integration/helpers.ts	30	export async function closeIntegrationConnections() {	CODE
LOW	apps/web/src/server/mailer.ts	72	export async function sendSubscriptionConfirmationEmail(email: string) {	CODE
LOW	apps/web/src/server/auth.ts	38	export async function canRegisterSelfHostedUser(	CODE
LOW	…/src/server/email-templates/UsageLimitReachedEmail.tsx	106	export async function renderUsageLimitReachedEmail(	CODE
LOW	…rver/email-templates/DomainVerificationStatusEmail.tsx	35	export function DomainVerificationStatusEmail({	CODE
LOW	…rver/email-templates/DomainVerificationStatusEmail.tsx	126	export async function renderDomainVerificationStatusEmail(	CODE
LOW	…s/web/src/server/utils/contact-variable-replacement.ts	13	export function getContactReplacementValue({	CODE
LOW	…s/web/src/server/utils/contact-variable-replacement.ts	55	export function createCaseInsensitiveVariableValues(	CODE
LOW	apps/web/src/server/api/routers/admin.ts	24	function formatDisplayNameFromEmail(email: string) {	CODE
LOW	apps/web/src/server/aws/sns-message-validator.ts	158	export async function verifySnsMessageSignature(	CODE
LOW	apps/web/src/server/aws/ses.ts	320	export async function deleteFromSesSuppressionList(	CODE
LOW	apps/web/src/server/jobs/domain-verification-job.ts	16	export async function runDueDomainVerifications() {	CODE
LOW	apps/web/src/server/jobs/domain-verification-job.ts	40	export async function initDomainVerificationJob() {	CODE
LOW	apps/web/src/server/service/double-opt-in-service.ts	37	function createDoubleOptInConfirmationUrl(contactId: string) {	CODE
LOW	apps/web/src/server/service/double-opt-in-service.ts	49	export async function sendDoubleOptInConfirmationEmail({	CODE
LOW	apps/web/src/server/service/double-opt-in-service.ts	167	export async function confirmDoubleOptInSubscription({	CODE
LOW	apps/web/src/server/service/domain-service.unit.test.ts	37	function wasLastNotifiedStatusStored() {	CODE
LOW	apps/web/src/server/service/contact-service.ts	177	export async function updateContactInContactBook(	CODE
LOW	apps/web/src/server/service/contact-service.ts	230	export async function deleteContactInContactBook(	CODE
LOW	apps/web/src/server/service/contact-service.ts	255	export async function bulkDeleteContactsInContactBook(	CODE
LOW	apps/web/src/server/service/contact-service.ts	287	export async function resendDoubleOptInConfirmationInContactBook(	CODE
LOW	apps/web/src/server/service/contact-service.ts	369	export async function updateContactSubscription({	CODE
LOW	apps/web/src/server/service/contact-variable-service.ts	4	export function normalizeContactBookVariables(variables?: string[]): string[] {	CODE
LOW	apps/web/src/server/service/contact-variable-service.ts	26	export function validateContactBookVariables(variables: string[]) {	CODE
LOW	apps/web/src/server/service/campaign-service.ts	46	function campaignHasUnsubscribePlaceholder(	CODE
LOW	apps/web/src/server/service/campaign-service.ts	54	function replaceUnsubscribePlaceholders(html: string, url: string) {	CODE
LOW	apps/web/src/server/service/campaign-service.ts	102	async function renderCampaignHtmlForContact({	CODE
LOW	apps/web/src/server/service/campaign-service.ts	579	export async function getContactFromUnsubscribeLink(id: string, hash: string) {	CODE
LOW	apps/web/src/server/service/campaign-service.ts	593	export async function unsubscribeContactFromLink(id: string, hash: string) {	CODE
LOW	apps/web/src/server/service/campaign-service.ts	766	export async function recordCampaignContactFailure({	CODE
LOW	apps/web/src/server/service/domain-service.ts	127	async function getDomainVerificationState(	CODE
LOW	apps/web/src/server/service/domain-service.ts	149	async function setDomainVerificationCheckedAt(	CODE
LOW	apps/web/src/server/service/domain-service.ts	166	async function setLastNotifiedDomainStatus(	CODE
LOW	apps/web/src/server/service/domain-service.ts	176	async function reserveDomainStatusNotification(	CODE
LOW	apps/web/src/server/service/domain-service.ts	191	async function clearDomainVerificationState(domainId: number) {	CODE
LOW	apps/web/src/server/service/domain-service.ts	215	function shouldSendDomainStatusNotification({	CODE
LOW	apps/web/src/server/service/domain-service.ts	244	async function sendDomainStatusNotification({	CODE
LOW	apps/web/src/server/service/domain-service.ts	357	export async function validateApiKeyDomainAccess(	CODE
LOW	apps/web/src/server/service/domain-service.ts	461	export async function refreshDomainVerification(	CODE
LOW	apps/web/src/server/billing/payments.ts	29	export async function createCheckoutSessionForTeam(teamId: number) {	CODE
LOW	apps/web/src/lib/subscription-status.ts	7	export function isEntitledSubscriptionStatus(	CODE
LOW	apps/web/src/lib/contact-properties.ts	1	export function getCanonicalContactVariableName(	CODE
LOW	apps/web/src/lib/contact-properties.ts	12	export function normalizeContactProperties(	CODE
6 more matches not shown…

Decorative Section Separators18 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/python-sdk/usesend/usesend.py	79	# ------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/usesend.py	81	# ------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/usesend.py	107	# ------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/usesend.py	109	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	packages/python-sdk/usesend/usesend.py	147	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	packages/python-sdk/usesend/usesend.py	149	# ------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	103	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	105	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	269	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	271	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	416	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	packages/python-sdk/usesend/types.py	418	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	packages/python-sdk/usesend/types.py	520	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	packages/python-sdk/usesend/types.py	522	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	packages/python-sdk/usesend/types.py	530	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	packages/python-sdk/usesend/types.py	532	# ---------------------------------------------------------------------------	COMMENT

Unused Imports32 hits · 32 pts

Severity	File	Line	Context
LOW	…-sdk/example/webhook-test-project/send_test_webhook.py	1	CODE
LOW	…es/python-sdk/example/webhook-test-project/receiver.py	1	CODE
LOW	packages/python-sdk/usesend/contacts.py	2	CODE
LOW	packages/python-sdk/usesend/contacts.py	119	CODE
LOW	packages/python-sdk/usesend/usesend.py	7	CODE
LOW	packages/python-sdk/usesend/domains.py	2	CODE
LOW	packages/python-sdk/usesend/domains.py	42	CODE
LOW	packages/python-sdk/usesend/emails.py	2	CODE
LOW	packages/python-sdk/usesend/emails.py	8	CODE
LOW	packages/python-sdk/usesend/emails.py	107	CODE
LOW	packages/python-sdk/usesend/__init__.py	3	CODE
LOW	packages/python-sdk/usesend/__init__.py	3	CODE
LOW	packages/python-sdk/usesend/__init__.py	4	CODE
LOW	packages/python-sdk/usesend/__init__.py	5	CODE
LOW	packages/python-sdk/usesend/__init__.py	6	CODE
LOW	packages/python-sdk/usesend/__init__.py	7	CODE
LOW	packages/python-sdk/usesend/__init__.py	8	CODE
LOW	packages/python-sdk/usesend/__init__.py	8	CODE
LOW	packages/python-sdk/usesend/__init__.py	8	CODE
LOW	packages/python-sdk/usesend/__init__.py	8	CODE
LOW	packages/python-sdk/usesend/__init__.py	8	CODE
LOW	packages/python-sdk/usesend/__init__.py	8	CODE
LOW	packages/python-sdk/usesend/__init__.py	16	CODE
LOW	packages/python-sdk/usesend/types.py	7	CODE
LOW	packages/python-sdk/usesend/campaigns.py	2	CODE
LOW	packages/python-sdk/usesend/campaigns.py	4	CODE
LOW	packages/python-sdk/usesend/campaigns.py	4	CODE
LOW	packages/python-sdk/usesend/campaigns.py	68	CODE
LOW	packages/python-sdk/usesend/webhooks.py	7	CODE
LOW	packages/python-sdk/usesend/webhooks.py	13	CODE
LOW	packages/python-sdk/usesend/contact_books.py	2	CODE
LOW	packages/python-sdk/usesend/contact_books.py	50	CODE

Fake / Example Data11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	apps/web/prisma/seed_dashboard.sql	10	VALUES ('Acme Inc', 'BASIC'::"Plan", TRUE, 10, NOW(), NOW());	CODE
LOW	apps/web/prisma/seed_dashboard.sql	21	WHERE "name" = 'Acme Inc'	CODE
LOW	apps/web/src/app/api/dev/email-preview/route.ts	30	inviterName: "John Doe",	CODE
LOW	apps/web/src/app/api/dev/email-preview/route.ts	38	teamName: "Acme Inc",	CODE
LOW	apps/web/src/app/api/dev/email-preview/route.ts	49	teamName: "Acme Inc",	CODE
LOW	apps/web/src/app/(dashboard)/admin/waitlist/page.tsx	127	placeholder="user@example.com"	CODE
LOW	…rc/server/public-api/api/emails/send-email.api.test.ts	118	to: "user@example.com",	CODE
LOW	apps/web/src/server/api/trpc.trpc.test.ts	57	email: "user@example.com",	CODE
LOW	…/web/src/server/api/routers/team-security.trpc.test.ts	42	email: "admin@example.com",	CODE
LOW	apps/web/src/server/service/email-service.unit.test.ts	170	to: "user@example.com",	CODE
LOW	apps/web/src/server/service/email-service.unit.test.ts	191	to: "user@example.com",	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docker/README.md	53	-e DATABASE_URL="<your-database-url>" \	CODE
HIGH	apps/web/src/app/(dashboard)/dev-settings/smtp/page.tsx	60	value={"YOUR_API_KEY"}	CODE

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	references/webhook-architecture.md	239	### Step 1: Event Emission	COMMENT
LOW	references/webhook-architecture.md	255	### Step 2: Webhook Matching & Call Creation	COMMENT
LOW	references/webhook-architecture.md	277	### Step 3: Queue Processing	COMMENT
LOW	references/webhook-architecture.md	287	### Step 4: Payload Structure	COMMENT
LOW	references/webhook-architecture.md	319	### Step 5: Request Signing	COMMENT

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

Severity	File	Line	Snippet	Context
HIGH	apps/marketing/src/components/CodeExample.tsx	30	print(data or err)`;	CODE

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/python-sdk/usesend/usesend.py	136	except Exception:	CODE
LOW⚡	packages/python-sdk/usesend/usesend.py	144	except Exception:	CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	apps/web/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	apps/marketing/next-env.d.ts	1	/// <reference types="next" />	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/python-sdk/usesend/__init__.py	18	__all__ = [	CODE

AI Slop Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	apps/smtp-server/docker-compose.yml	9	SMTP_AUTH_USERNAME: "usesend" # can be anything, just use the same while sending emails	CODE

usesend/useSend

Open-Source Code Quality, Security and Technical Debt Review