2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

34.2K

Stars

TypeScript

Language

5.0M

Lines of Code

25.5K

Files

7.1K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 8.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6320 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 182 finding(s).

Agent Over-Engineering Ratio 6.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4863 finding(s).

PR Review Velocity Impact 10.9/100 · LOW

Which changes need focused human review? 7138 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 6HIGH 29MEDIUM 2086LOW 5017

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 7138 distinct pattern matches across 16 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 Identifiers4227 hits · 4310 pts

Severity	File	Line	Snippet	Context
LOW⚡	infra/relay/src/deploymentConfig.ts	64	export function relayResourceNameForStage(name: string, stage: string): string {	CODE
LOW⚡	infra/relay/src/deploymentConfig.ts	68	export function relayOwnsManagedEndpointZone(stage: string): boolean {	CODE
LOW⚡	infra/relay/src/deploymentConfig.ts	72	export function relayPublicDomainForStage(stage: string, zoneName: string): string {	CODE
LOW	infra/relay/src/deploymentConfig.ts	85	export function managedEndpointDigestInput(	CODE
LOW	infra/relay/src/deploymentConfig.ts	98	export function isManagedEndpointHostname(hostname: string, baseDomain: string): boolean {	CODE
LOW⚡	infra/relay/src/deploymentConfig.ts	109	export function managedEndpointForHostname(hostname: string): RelayManagedEndpoint {	CODE
LOW⚡	infra/relay/src/deploymentConfig.ts	117	export function managedEndpointTunnelNamePrefix(stage: string): string {	CODE
LOW⚡	infra/relay/src/deploymentConfig.ts	121	export function managedEndpointTunnelName(stage: string, hash: string): string {	CODE
LOW⚡	infra/relay/src/deploymentConfig.ts	130	export function managedEndpointTunnelNameForKey(stage: string, endpointKey: string): string {	CODE
LOW	infra/relay/src/previewStages.ts	22	export function isPreviewTunnelRecordName(	CODE
LOW	infra/relay/src/auth/RelayTokens.ts	75	function resolveDpopAccessTokenScopes(input: {	CODE
LOW	infra/relay/src/agentActivity/apnsDeliveryJobs.ts	229	export function makeApnsDeliveryJobPayload(input: {	CODE
LOW	infra/relay/src/agentActivity/apnsDeliveryJobs.ts	345	export function verifySignedApnsDeliveryJob(input: {	CODE
LOW	infra/relay/src/agentActivity/ApnsClient.ts	157	function makePushNotificationRequest(input: {	CODE
LOW	infra/relay/src/agentActivity/agentActivityPayloads.ts	36	export function isExpiredAgentActivityState(	CODE
LOW	infra/relay/src/agentActivity/agentActivityPayloads.ts	66	function sanitizeAgentActivityAggregateRow(	CODE
LOW	infra/relay/src/agentActivity/agentActivityPayloads.ts	79	export function sanitizeAgentActivityAggregateState(	CODE
LOW	infra/relay/src/agentActivity/agentActivityPayloads.ts	92	export function sanitizeApnsNotificationPayload(	CODE
LOW	infra/relay/src/agentActivity/ApnsDeliveries.ts	211	function chooseLiveActivityDelivery(input: {	CODE
LOW	infra/relay/src/agentActivity/ApnsDeliveries.ts	311	function isPermanentApnsTokenFailure(result: Apns.ApnsDeliveryResult): boolean {	CODE
LOW	infra/relay/src/agentActivity/ApnsDeliveries.ts	444	function makeLiveActivityDeliveryRequest(	CODE
LOW	infra/relay/src/agentActivity/agentActivityAlerts.ts	16	function isFreshTerminalNotification(updatedAt: string, nowMs: number): boolean {	CODE
LOW	infra/relay/src/agentActivity/agentActivityAlerts.ts	130	export function alertForAttentionTransition(input: TransitionInput): AgentActivityAlert \| null {	CODE
LOW	infra/relay/src/agentActivity/agentActivityAlerts.ts	140	export function alertForTerminalAggregate(input: {	CODE
LOW	…ra/relay/src/agentActivity/MobileRegistrations.test.ts	189	function makeAgentActivityPublisher(	CODE
LOW	infra/relay/src/agentActivity/apnsJwt.ts	143	export function apnsProviderTokenCacheKey(input: {	CODE
LOW	infra/relay/src/environments/EnvironmentLinker.ts	95	function proofAuthorizesRequestedCapabilities(	CODE
LOW	infra/relay/src/environments/EnvironmentLinker.ts	126	function isLoopbackManagedTunnelOrigin(	CODE
LOW	…a/relay/src/environments/ManagedEndpointAllocations.ts	36	export function resolveReadyManagedEndpoint(input: {	CODE
LOW	infra/relay/src/environments/EnvironmentLinks.ts	155	function agentAwarenessDeliveryUserKeyCondition(input: {	CODE
LOW	…relay/src/environments/ManagedEndpointProvider.test.ts	102	function makePersistentTunnelClient(calls: TunnelCall[] = []) {	CODE
LOW	…relay/src/environments/ManagedEndpointProvider.test.ts	385	function expectedManagedEndpointHash(environmentId: string, userId: string): string {	CODE
LOW	…relay/src/environments/ManagedEndpointProvider.test.ts	395	function expectedManagedTunnelName(environmentId: string, userId = "user_ABC"): string {	CODE
LOW	…relay/src/environments/EnvironmentPublishSignatures.ts	78	function environmentPublishReplayThumbprintData(input: {	CODE
LOW	infra/relay/src/environments/ManagedEndpointProvider.ts	380	function isManagedEndpointNotFound(cause: unknown): boolean {	CODE
LOW	infra/relay/src/environments/ManagedEndpointProvider.ts	423	function cloudflareRateLimitPauseMillis(cause: unknown): number {	CODE
LOW	infra/relay/src/environments/ManagedEndpointProvider.ts	436	export function cloudflareRetryAfterMillis(cause: unknown): number \| undefined {	CODE
LOW	infra/relay/src/environments/ManagedEndpointProvider.ts	524	function isManagedEndpointTunnelInUse(cause: unknown): boolean {	CODE
LOW	infra/relay/src/environments/EnvironmentConnector.ts	52	function environmentConnectNotAuthorizedReasonMessage(	CODE
LOW	infra/relay/src/environments/EnvironmentConnector.ts	176	function environmentHealthRequestFailureMessage(cause: unknown): string {	CODE
LOW	infra/relay/src/environments/EnvironmentConnector.ts	182	function environmentHealthRequestFailureReason(cause: unknown): string {	CODE
LOW	infra/relay/src/environments/EnvironmentConnector.ts	226	function verifyEnvironmentResponse(input: {	CODE
LOW	infra/relay/src/environments/EnvironmentConnector.ts	259	function verifyEnvironmentHealthResponse(input: {	CODE
LOW	infra/relay/src/http/Api.ts	426	function isDpopAuthorizationHeader(value: string \| undefined): boolean {	CODE
LOW	infra/relay/src/http/Api.ts	430	function readHttpAuthorizationCredential(credential: Redacted.Redacted<string>): string {	CODE
LOW	infra/relay/src/http/Api.ts	1537	function relayInternalErrorResponse(reason: RelayInternalError["reason"]) {	CODE
LOW	infra/relay/src/http/Api.ts	1642	function resolveConnectClientKeyThumbprint(payload: RelayEnvironmentConnectRequest): string \| null {	CODE
LOW	infra/relay/src/http/Api.ts	1661	function clerkVerificationFailureReason(cause: unknown): string {	CODE
LOW	infra/relay/src/http/Api.ts	1706	function verifyClerkOAuthBearerToken(	CODE
LOW	infra/relay/src/http/Api.ts	1732	export function verifyRelayClientBearerToken(	CODE
LOW	scripts/build-npm-launcher.ts	34	export function npmLauncherPackageManifest(version: string, databaseMigration: number) {	CODE
LOW	scripts/mobile-showcase.ts	650	export async function startShowcaseEnvironments(	CODE
LOW	scripts/mobile-showcase.ts	699	export function parsePairingCredentialOutput(output: string): string {	CODE
LOW	scripts/mobile-showcase.ts	871	async function suppressIosSystemFollowUps(udid: string): Promise<void> {	CODE
LOW	scripts/mobile-showcase.ts	926	async function ensureIosFullScreenAppsMode(udid: string): Promise<void> {	CODE
LOW	scripts/mobile-showcase.ts	1029	async function allowIosNotificationsUntilReady(udid: string, ready: Promise<void>): Promise<void> {	CODE
LOW	scripts/mobile-showcase.ts	1254	async function snoozeAndroidSystemNotifications(serial: string): Promise<void> {	CODE
LOW	scripts/mobile-showcase.ts	1360	async function waitForAndroidShowcaseScene(	CODE
LOW	scripts/mobile-showcase.ts	1380	async function writeAndroidShowcaseScene(serial: string, scene: ShowcaseScene): Promise<void> {	CODE
LOW	scripts/mobile-showcase.ts	1388	async function prepareAndroidShowcaseApp(serial: string): Promise<void> {	CODE
4167 more matches not shown…

Self-Referential Comments1413 hits · 4243 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	native/libghostty-vt/include/ghostty/vt/terminal.h	86	* ### Defining a write_pty callback	COMMENT
MEDIUM⚡	native/libghostty-vt/include/ghostty/vt/terminal.h	89	* ### Defining a bell callback	COMMENT
MEDIUM⚡	native/libghostty-vt/include/ghostty/vt/terminal.h	92	* ### Defining a title_changed callback	COMMENT
MEDIUM	native/libghostty-vt/include/ghostty/vt/sys.h	33	* ### Defining a PNG decode callback	COMMENT
MEDIUM	.repos/alchemy-effect/scripts/jsdoc-blocks.test.ts	30	* ### Creating a Bucket	COMMENT
MEDIUM	.repos/alchemy-effect/scripts/jsdoc-blocks.test.ts	171	"/*\n A new summary with `code`.\n \n ```ts\n * const x = 1;\n * ```\n \n \\@mention stays prose\n \n	CODE
MEDIUM	.repos/alchemy-effect/scripts/jsdoc-blocks.test.ts	191	expect(texts).toContain("### Creating a Bucket<!--copy:id#0-->");	CODE
MEDIUM	…os/alchemy-effect/packages/alchemy/src/Docker/Swarm.ts	77	* ### Creating a Swarm	COMMENT
MEDIUM	…s/alchemy-effect/packages/alchemy/src/Hetzner/Image.ts	166	* ### Creating a Snapshot	COMMENT
MEDIUM	…-effect/packages/alchemy/src/Hetzner/PlacementGroup.ts	99	* ### Creating a Placement Group	COMMENT
MEDIUM	…alchemy-effect/packages/alchemy/src/Hetzner/Network.ts	153	* ### Creating a Network	COMMENT
MEDIUM	…os/alchemy-effect/packages/alchemy/src/Hetzner/Zone.ts	125	* ### Creating a Zone	COMMENT
MEDIUM	…/alchemy-effect/packages/alchemy/src/Hetzner/SshKey.ts	68	* ### Creating an SSH Key	COMMENT
MEDIUM	…/alchemy-effect/packages/alchemy/src/Hetzner/Volume.ts	139	* ### Creating a Volume	COMMENT
MEDIUM	…my-effect/packages/alchemy/src/Hetzner/LoadBalancer.ts	388	* ### Creating a Load Balancer	COMMENT
MEDIUM	…chemy-effect/packages/alchemy/src/Hetzner/RecordSet.ts	175	* ### Creating an RRSet	COMMENT
MEDIUM	…lchemy-effect/packages/alchemy/src/Hetzner/Firewall.ts	150	* ### Creating a Firewall	COMMENT
MEDIUM	…hemy-effect/packages/alchemy/src/Hetzner/FloatingIp.ts	132	* ### Creating a Floating IP	COMMENT
MEDIUM	…/alchemy-effect/packages/alchemy/src/Hetzner/Server.ts	271	* ### Creating a Server	COMMENT
MEDIUM	…chemy-effect/packages/alchemy/src/Hetzner/PrimaryIp.ts	148	* ### Creating a Primary IP	COMMENT
MEDIUM	…os/alchemy-effect/packages/alchemy/src/Fly/Postgres.ts	165	* ### Create a cluster	COMMENT
MEDIUM	.repos/alchemy-effect/packages/alchemy/src/Fly/App.ts	112	* ### Create an App	COMMENT
MEDIUM	…epos/alchemy-effect/packages/alchemy/src/Fly/Secret.ts	110	* ### Create a Secret	COMMENT
MEDIUM	…hemy-effect/packages/alchemy/src/Fly/VolumeSnapshot.ts	71	* ### Create a snapshot	COMMENT
MEDIUM	…/alchemy-effect/packages/alchemy/src/Fly/Checkpoint.ts	53	* ### Create a checkpoint	COMMENT
MEDIUM	…epos/alchemy-effect/packages/alchemy/src/Fly/Bucket.ts	145	* ### Create a Bucket	COMMENT
MEDIUM	…es/alchemy/src/Cloudflare/Organization/Organization.ts	146	* ### Creating an Organization	COMMENT
MEDIUM	…my-effect/packages/alchemy/src/Cloudflare/Calls/App.ts	66	* ### Creating an App	COMMENT
MEDIUM	…ffect/packages/alchemy/src/Cloudflare/Calls/TurnKey.ts	73	* ### Creating a TURN key	COMMENT
MEDIUM	…/alchemy/src/Cloudflare/Alerting/NotificationPolicy.ts	116	* ### Creating a policy	COMMENT
MEDIUM	…ct/packages/alchemy/src/Cloudflare/Alerting/Webhook.ts	89	* ### Creating a Webhook destination	COMMENT
MEDIUM	…ct/packages/alchemy/src/Cloudflare/Alerting/Silence.ts	79	* ### Creating a silence	COMMENT
MEDIUM	…packages/alchemy/src/Cloudflare/Intel/IndicatorFeed.ts	110	* ### Creating a Feed	COMMENT
MEDIUM	…ct/packages/alchemy/src/Cloudflare/Snippets/Snippet.ts	83	* ### Creating a Snippet	COMMENT
MEDIUM	…hemy/src/Cloudflare/VulnerabilityScanner/Credential.ts	87	* ### Creating a Credential	COMMENT
MEDIUM	…c/Cloudflare/VulnerabilityScanner/TargetEnvironment.ts	65	* ### Creating a Target Environment	COMMENT
MEDIUM	…y/src/Cloudflare/VulnerabilityScanner/CredentialSet.ts	50	* ### Creating a Credential Set	COMMENT
MEDIUM	…ckages/alchemy/src/Cloudflare/VpcService/VpcService.ts	100	* ### Creating a VPC Service	COMMENT
MEDIUM	…effect/packages/alchemy/src/Cloudflare/KV/Namespace.ts	46	* ### Creating a Namespace	COMMENT
MEDIUM	…y-effect/packages/alchemy/src/Cloudflare/Access/Tag.ts	44	* ### Creating a Tag	COMMENT
MEDIUM	…ct/packages/alchemy/src/Cloudflare/Access/McpPortal.ts	88	* ### Creating an MCP portal	COMMENT
MEDIUM	…packages/alchemy/src/Cloudflare/Access/ServiceToken.ts	83	* ### Creating a Service Token	COMMENT
MEDIUM	…ages/alchemy/src/Cloudflare/Access/IdentityProvider.ts	528	* ### Creating an Identity Provider	COMMENT
MEDIUM	…effect/packages/alchemy/src/Cloudflare/Access/Group.ts	95	* ### Creating a Group	COMMENT
MEDIUM	…ect/packages/alchemy/src/Cloudflare/Access/Bookmark.ts	72	* ### Creating a Bookmark	COMMENT
MEDIUM	…/packages/alchemy/src/Cloudflare/Access/Application.ts	327	* ### Creating an Application	COMMENT
MEDIUM	…t/packages/alchemy/src/Cloudflare/Access/CustomPage.ts	58	* ### Creating a Custom Page	COMMENT
MEDIUM	…ffect/packages/alchemy/src/Cloudflare/Access/Policy.ts	245	* ### Creating a Policy	COMMENT
MEDIUM	…/packages/alchemy/src/Cloudflare/Access/Certificate.ts	71	* ### Creating a Certificate	COMMENT
MEDIUM	…/alchemy/src/Cloudflare/Access/InfrastructureTarget.ts	91	* ### Creating a Target	COMMENT
MEDIUM	…ect/packages/alchemy/src/Cloudflare/RealtimeKit/App.ts	62	* ### Creating an App	COMMENT
MEDIUM	…/packages/alchemy/src/Cloudflare/RealtimeKit/Preset.ts	251	* ### Creating a Preset	COMMENT
MEDIUM	…packages/alchemy/src/Cloudflare/RealtimeKit/Webhook.ts	109	* ### Creating a Webhook	COMMENT
MEDIUM	…lchemy/src/Cloudflare/Connectivity/DirectoryService.ts	240	* ### Creating a Directory Service	COMMENT
MEDIUM	…-effect/packages/alchemy/src/Cloudflare/D1/Database.ts	147	* ### Creating a Database	COMMENT
MEDIUM	…fect/packages/alchemy/src/Cloudflare/Images/Variant.ts	107	* ### Creating a Variant	COMMENT
MEDIUM	…t/packages/alchemy/src/Cloudflare/Images/SigningKey.ts	62	* ### Creating a Signing Key	COMMENT
MEDIUM	…ct/packages/alchemy/src/Cloudflare/Stream/LiveInput.ts	132	* ### Creating a live input	COMMENT
MEDIUM	…t/packages/alchemy/src/Cloudflare/Stream/SigningKey.ts	62	* ### Creating a signing key	COMMENT
MEDIUM	…ct/packages/alchemy/src/Cloudflare/Stream/Watermark.ts	139	* ### Creating a watermark	COMMENT
1353 more matches not shown…

Decorative Section Separators636 hits · 1908 pts

Severity	File	Line	Snippet	Context
MEDIUM	.repos/alchemy-effect/stacks/otel/Dashboard.ts	384	// ─── Cloudflare State Store ────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/stacks/otel/Dashboard.ts	542	// ─── Resource usage & reliability ──────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/test/cross-version-test/run.ts	127	// ── arg parsing ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/test/cross-version-test/run.ts	189	// ── subprocess helper: stream output live AND capture it ────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/test/cross-version-test/run.ts	329	// ── stage primitives ────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/test/cross-version-test/run.ts	458	// ── The upgrade paths under test ─────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/test/cross-version-test/run.ts	564	// ── main ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/test/cross-version-test/run.ts	584	// ── summary ────────────────────────────────────────────────────────────--	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	129	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	131	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	242	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	245	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	336	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	338	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	433	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.repos/alchemy-effect/website/src/brand/OgCard.tsx	435	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…te/src/components/marketing-islands/DevTuiTerminal.tsx	103	// ── boot: one command starts the Worker and the Vite app ────────	COMMENT
MEDIUM	…te/src/components/marketing-islands/DevTuiTerminal.tsx	132	// ── edit the frontend: Vite HMR ─────────────────────────────────	COMMENT
MEDIUM	…te/src/components/marketing-islands/DevTuiTerminal.tsx	144	// ── edit the backend: the Worker reloads in place ───────────────	COMMENT
MEDIUM	…te/src/components/marketing-islands/DevTuiTerminal.tsx	156	// ── edit alchemy.run.ts: a new bucket, bound to the Worker ──────	COMMENT
MEDIUM	…/alchemy-effect/website/src/pages/og/[...slug].webp.ts	83	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/alchemy-effect/website/src/pages/og/[...slug].webp.ts	85	// ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…my-effect/examples/cloudflare-git-artifacts/src/Api.ts	7	// ─── Domain types ────────────────────────────────────────────────────	COMMENT
MEDIUM	…my-effect/examples/cloudflare-git-artifacts/src/Api.ts	46	// ─── Errors ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…my-effect/examples/cloudflare-git-artifacts/src/Api.ts	58	// ─── Path / payload schemas ──────────────────────────────────────────	COMMENT
MEDIUM	…my-effect/examples/cloudflare-git-artifacts/src/Api.ts	77	// ─── Endpoints ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	9	// ── configuration ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	26	// ── auth (Better Auth, mounted at /api/auth) ────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	231	// ── errors ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	264	// ── transport ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	288	// ── repos ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	333	// ── refs ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	342	// ── objects ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ffect/examples/cloudflare-git-service/src/ui/client.ts	488	// ── pull requests ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/components.tsx	25	// ── markdown rendering ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/components.tsx	100	// ── icons (Octicon paths, MIT) ──────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/components.tsx	225	// ── atoms ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mples/cloudflare-git-service/src/ui/pages/DiffList.tsx	30	// ── per-file diff card ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…mples/cloudflare-git-service/src/ui/pages/DiffList.tsx	185	// ── the paged list ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…examples/cloudflare-git-service/src/ui/pages/Pulls.tsx	26	// ── shared PR presentation atoms (also used by Pull.tsx) ────────────────────	COMMENT
MEDIUM	…examples/cloudflare-git-service/src/ui/pages/Pulls.tsx	71	// ── list row ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…examples/cloudflare-git-service/src/ui/pages/Pulls.tsx	104	// ── new pull request form ───────────────────────────────────────────────────	COMMENT
MEDIUM	…examples/cloudflare-git-service/src/ui/pages/Pulls.tsx	222	// ── the tab ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Pull.tsx	34	// ── typed-error presentation ────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Pull.tsx	61	// ── mergeability box ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Pull.tsx	95	// ── the page ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	52	// ── shared context of every tab ─────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	89	// ── branch / tag picker ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	149	// ── path breadcrumbs ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	196	// ── tree resolution ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	262	// ── README ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	315	// ── code tab (tree view) ────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	427	// ── blob tab ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/examples/cloudflare-git-service/src/ui/pages/Repo.tsx	525	// ── page shell ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	243	// ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	245	// ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	413	// ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	415	// ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	511	// ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	513	// ───────────────────────────────────────────────────────────────────────	COMMENT
576 more matches not shown…

Over-Commented Block599 hits · 468 pts

Severity	File	Line	Snippet	Context
LOW	native/libghostty-vt/include/ghostty/vt.h	121	extern "C" {	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt.h	141	#include <ghostty/vt/modes.h>	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/device.h	21	#define GHOSTTY_DA_CONFORMANCE_VT220 62	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/device.h	41	#define GHOSTTY_DA_FEATURE_NATIONAL_REPLACEMENT 9	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/types.h	1	/**	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/types.h	21	#if defined(GHOSTTY_STATIC)	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/formatter.h	1	/**	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/terminal.h	1	/**	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/modes.h	61	#define GHOSTTY_MODE_SLOW_SCROLL (ghostty_mode_new(4, false)) /*< Slow scroll /	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/modes.h	81	#define GHOSTTY_MODE_ALT_SCROLL (ghostty_mode_new(1007, false)) /*< Alternate scroll mode /	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/selection.h	1	/**	COMMENT
LOW	native/libghostty-vt/include/ghostty/vt/render.h	1	/**	COMMENT
LOW	.devcontainer/on-create.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/check-changed.ts	1	// @effect-diagnostics nodeBuiltinImport:off - hashes inputs with node:crypto and sizes the budget with node:os.	COMMENT
LOW	scripts/install.sh	1	#!/bin/sh	COMMENT
LOW	.github/workflows/desktop-macos-preview-publish.yml	1	name: Desktop macOS Preview Publish	COMMENT
LOW	.github/workflows/web-preview.yml	1	name: Web Preview	COMMENT
LOW	.github/workflows/desktop-macos-preview.yml	1	name: Desktop macOS Preview	COMMENT
LOW	.github/workflows/mobile-eas-production.yml	1	name: Mobile EAS Production	COMMENT
LOW	.github/workflows/mobile-fingerprint-check.yml	1	name: Mobile Fingerprint Check	COMMENT
LOW	.repos/alchemy-effect/stacks/otel/Dashboard.ts	61	// unions one in.	COMMENT
LOW	.repos/alchemy-effect/stacks/otel/Dashboard.ts	381	},	COMMENT
LOW	.repos/alchemy-effect/website/src/docs-icons.ts	21	'<g transform="translate(0 1.65) scale(0.03)"><path fill="currentColor" d="M792.736 481.458L622.15 196.164C614.327 1	COMMENT
LOW	…-effect/examples/cloudflare-foldkit-ssr/vite.config.ts	1	import { foldkit } from "@foldkit/vite-plugin";	COMMENT
LOW	…s/alchemy-effect/examples/cloudflare-worker/src/Api.ts	361	),	COMMENT
LOW	…emy-effect/examples/dev-stress/test/dev-stress.test.ts	81	secondImageWorkerImport,	COMMENT
LOW	.repos/alchemy-effect/scripts/test-aws-floci.ts	101	flags.unshift("--profile", "testing");	COMMENT
LOW	.repos/alchemy-effect/scripts/nuke-local.sh	1	# Clears the floci local emulator: enumerates every LOCALLY EMULATED AWS	COMMENT
LOW	.repos/alchemy-effect/scripts/nuke-local.sh	21	#	COMMENT
LOW	.repos/alchemy-effect/scripts/test-examples.ts	61	// "./examples/aws-website-nextjs",	COMMENT
LOW	.repos/alchemy-effect/scripts/test-examples.ts	81	// "./examples/railway-service",	COMMENT
LOW	.repos/alchemy-effect/scripts/test-examples.ts	101	// "./examples/hetzner-website-react-router",	COMMENT
LOW	…es/cloudflare-runtime/src/core/globals/entry.worker.ts	521	});	COMMENT
LOW	…loudflare-runtime/src/core/bindings/browser/Browser.ts	361	});	COMMENT
LOW	…runtime/src/core/bindings/r2-bucket/R2Bucket.worker.ts	881	}	COMMENT
LOW	…runtime/src/core/bindings/r2-bucket/R2Bucket.worker.ts	1021	}	COMMENT
LOW	…runtime/src/core/bindings/r2-bucket/R2Bucket.worker.ts	1041	// existing part, it will override it.	COMMENT
LOW	…runtime/src/core/bindings/r2-bucket/R2Bucket.worker.ts	1601		COMMENT
LOW	…runtime/src/core/bindings/r2-bucket/R2Bucket.worker.ts	1621	// want to read all blobs first, as we'd have to buffer them.	COMMENT
LOW	…re-runtime/src/core/platform-proxy/getPlatformProxy.ts	101	*/	COMMENT
LOW	…rkers-shared/shared/tests/parseStaticRouting.test.d.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…ers-shared/shared/tests/parseHeaders.invalid.test.d.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…ers-shared/shared/tests/parseRedirects.valid.test.d.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…s-shared/shared/tests/parseRedirects.invalid.test.d.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…rkers-shared/shared/tests/parseHeaders.valid.test.d.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	81	#cf-wrapper canvas,	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	101	#cf-wrapper h2,	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	121	#cf-wrapper p,	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	161	#cf-wrapper hgroup,	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	241	padding-bottom: 45px;	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	361	#cf-wrapper a:active {	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	441	#cf-wrapper p + dl,	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	461	margin-top: 1.25em;	COMMENT
LOW	…s-shared/workers/router-worker/src/limited-response.ts	561	#cf-wrapper .cf-btn-important:hover {	COMMENT
LOW	…l/workers-shared/workers/asset-worker/src/constants.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…c/internal/workers-shared/node/tests/helpers.test.d.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…flare-runtime/src/internal/workflows-shared/context.ts	1081	await this.#state.storage.get(retryDelayDisableKey);	COMMENT
LOW	…ntime/src/internal/workflows-shared/test/test-entry.ts	1	// Alchemy modifications are licensed under Apache-2.0.	COMMENT
LOW	…ime/src/internal/workflows-shared/test/context.test.ts	561	//	COMMENT
LOW	…ct/packages/frontend-frameworks/src/nuxt/cloudflare.ts	81	...cloudflare,	COMMENT
539 more matches not shown…

Fake / Example Data148 hits · 200 pts

Severity	File	Line	Snippet	Context
LOW	…urce-control-bitbucket/src/server/BitbucketApi.test.ts	141	T3CODE_BITBUCKET_EMAIL: "user@example.com",	CODE
LOW	…urce-control-bitbucket/src/server/BitbucketApi.test.ts	463	T3CODE_BITBUCKET_EMAIL: "user@example.com",	CODE
LOW	…urce-control-bitbucket/src/server/BitbucketApi.test.ts	651	assert.strictEqual(lastAuthorization(), basic("user@example.com", "token"));	CODE
LOW	…urce-control-bitbucket/src/server/BitbucketApi.test.ts	671	assert.strictEqual(lastAuthorization(), basic("user@example.com", "token"));	CODE
LOW	packages/shared/src/themePalettes.ts	53	"placeholder",	CODE
LOW	packages/effect-codex-app-server/src/schema.test.ts	232	email: "user@example.com",	CODE
LOW	packages/provider-pi/src/server/status.test.ts	177	launchArgs: "--provider openai --model gpt-5 --api-key fake-key",	CODE
LOW	packages/provider-pi/src/server/adapter.ts	3338	[recordString(event, "message"), recordString(event, "placeholder")].find(	CODE
LOW	…my-effect/packages/better-auth/test/BetterAuth.test.ts	64	email: "user@example.com",	CODE
LOW	…my-effect/packages/better-auth/test/BetterAuth.test.ts	69	expect(signUp.user.email).toBe("user@example.com");	CODE
LOW	…my-effect/packages/better-auth/test/BetterAuth.test.ts	81	email: "user@example.com",	CODE
LOW	…my-effect/packages/better-auth/test/BetterAuth.test.ts	94	expect(session!.user.email).toBe("user@example.com");	CODE
LOW	…my-effect/packages/better-auth/test/BetterAuth.test.ts	107	expect(ambient?.user.email).toBe("user@example.com");	CODE
LOW	…/alchemy-effect/packages/alchemy/test/types/Sandbox.ts	31	getUser: () => Effect.succeed({ id: "123", name: "John Doe" } as const),	CODE
LOW	…epos/alchemy-effect/packages/alchemy/test/types/Api.ts	23	getUser: () => Effect.succeed({ id: "123", name: "John Doe" } as const),	CODE
LOW	…epos/alchemy-effect/packages/alchemy/test/types/Api.ts	71	getUser: () => Effect.succeed({ id: "123", name: "John Doe" } as const),	CODE
LOW	…fect/packages/alchemy/test/Prisma/ORM/Contract.test.ts	308	expect(String(result.failure)).toContain("placeholder");	CODE
LOW⚡	…alchemy/test/GCP/CloudControlsPartner/Customer.test.ts	135	displayName: "Acme Corp",	CODE
LOW⚡	…alchemy/test/GCP/CloudControlsPartner/Customer.test.ts	142	expect(created.displayName).toEqual("Acme Corp");	CODE
LOW⚡	…alchemy/test/GCP/CloudControlsPartner/Customer.test.ts	151	expect(fetched.displayName).toContain("Acme Corp");	CODE
LOW⚡	…ackages/alchemy/test/GCP/CloudChannel/Customer.test.ts	69	orgDisplayName: "Acme Corp",	CODE
LOW⚡	…ackages/alchemy/test/GCP/CloudChannel/Customer.test.ts	78	expect(created.orgDisplayName).toEqual("Acme Corp");	CODE
LOW⚡	…ackages/alchemy/test/GCP/CloudChannel/Customer.test.ts	85	expect(fetched.orgDisplayName).toEqual("Acme Corp");	CODE
LOW	…-effect/packages/alchemy/test/AWS/Cognito/User.test.ts	42	email: "admin@example.com",	CODE
LOW	…-effect/packages/alchemy/test/AWS/Cognito/User.test.ts	64	"admin@example.com",	CODE
LOW⚡	…-effect/packages/alchemy/test/AWS/QBusiness/handler.ts	392	createUser({ userId: "user@example.com" }),	CODE
LOW⚡	…-effect/packages/alchemy/test/AWS/QBusiness/handler.ts	398	getUser({ userId: "user@example.com" }),	CODE
LOW⚡	…-effect/packages/alchemy/test/AWS/QBusiness/handler.ts	402	userId: "user@example.com",	CODE
LOW⚡	…-effect/packages/alchemy/test/AWS/QBusiness/handler.ts	407	deleteUser({ userId: "user@example.com" }),	CODE
LOW	…-effect/packages/alchemy/test/AWS/QBusiness/handler.ts	424	memberUsers: [{ userId: "user@example.com", type: "INDEX" }],	CODE
LOW	…/packages/alchemy/test/AWS/EntityResolution/handler.ts	291	record: { id: "1", email: "jane@example.com", name: "Jane Doe" },	CODE
LOW	…/packages/alchemy/test/AWS/EntityResolution/handler.ts	326	name: "Jane Doe",	CODE
LOW	…emy-effect/packages/alchemy/test/AWS/Kendra/handler.ts	313	MemberUsers: [{ UserId: "user@example.com" }],	CODE
LOW	…ffect/packages/alchemy/test/Stripe/IssuingCard.test.ts	26	line1: "123 Main Street",	CODE
LOW	…packages/alchemy/test/Stripe/IssuingCardholder.test.ts	43	line1: "123 Main Street",	CODE
LOW	…es/alchemy/src/Cloudflare/Organization/Organization.ts	159	* businessName: "Acme Corp",	COMMENT
LOW	…ect/packages/alchemy/src/Cloudflare/Email/SendEmail.ts	54	* to: "user@example.com",	COMMENT
LOW	…y-effect/packages/alchemy/src/Cloudflare/Email/Send.ts	23	* to: "user@example.com",	COMMENT
LOW	…ckages/alchemy/src/Cloudflare/Devices/CustomProfile.ts	34	* `identity.email == "user@example.com"` or `os.name == "windows"`.	COMMENT
LOW	…emy/src/GCP/Connectors/ConnectionsEntityTypesEntity.ts	99	* fields: { Name: "Acme Corp" },	COMMENT
LOW	…ckages/alchemy/src/GCP/SiteVerification/WebResource.ts	150	* owners: ["admin@example.com", "teammate@example.com"],	COMMENT
LOW	…kages/alchemy/src/GCP/CloudControlsPartner/Customer.ts	125	* displayName: "Acme Corp",	COMMENT
LOW⚡	…fect/packages/alchemy/src/GCP/CloudChannel/Customer.ts	140	* orgDisplayName: "Acme Corp",	COMMENT
LOW⚡	…fect/packages/alchemy/src/GCP/CloudChannel/Customer.ts	148	* orgDisplayName: "Acme Corp",	COMMENT
LOW	…effect/packages/alchemy/src/GCP/Vault/MattersExport.ts	104	* accountInfo: { emails: ["user@example.com"] },	COMMENT
LOW	…ct/packages/alchemy/src/GCP/Vault/MattersSavedQuery.ts	89	* accountInfo: { emails: ["user@example.com"] },	COMMENT
LOW	…y-effect/packages/alchemy/src/GCP/Vault/MattersHold.ts	121	* accounts: [{ email: "user@example.com" }],	COMMENT
LOW	…y-effect/packages/alchemy/src/GCP/Vault/MattersHold.ts	144	* accounts: [{ email: "user@example.com" }],	COMMENT
LOW	…chemy-effect/packages/alchemy/src/Alchemist/Session.ts	55	export const PLACEHOLDER_STAGE = "placeholder";	CODE
LOW	…chemy-effect/packages/alchemy/src/Alchemist/Session.ts	107	/** Stage the run addresses. @default "placeholder" (routes that never deploy) */	COMMENT
LOW	…/packages/alchemy/src/AWS/IdentityCenter/CreateUser.ts	22	* DisplayName: "Jane Doe",	COMMENT
LOW	…chemy-effect/packages/alchemy/src/AWS/SNS/Subscribe.ts	25	* Endpoint: "user@example.com",	COMMENT
LOW	…lchemy-effect/packages/alchemy/src/AWS/B2BI/Profile.ts	84	* businessName: "Acme Corp",	COMMENT
LOW	…lchemy-effect/packages/alchemy/src/AWS/B2BI/Profile.ts	95	* businessName: "Acme Corp",	COMMENT
LOW⚡	…ffect/packages/alchemy/src/AWS/Cognito/UserPoolAuth.ts	191	* Username: "user@example.com",	COMMENT
LOW⚡	…ffect/packages/alchemy/src/AWS/Cognito/UserPoolAuth.ts	193	* UserAttributes: [{ Name: "email", Value: "user@example.com" }],	COMMENT
LOW⚡	…ffect/packages/alchemy/src/AWS/Cognito/UserPoolAuth.ts	196	* Username: "user@example.com",	COMMENT
LOW⚡	…fect/packages/alchemy/src/AWS/Cognito/UserPoolAdmin.ts	300	* Username: "user@example.com",	COMMENT
LOW⚡	…fect/packages/alchemy/src/AWS/Cognito/UserPoolAdmin.ts	303	* { Name: "email", Value: "user@example.com" },	COMMENT
LOW⚡	…fect/packages/alchemy/src/AWS/Cognito/UserPoolAdmin.ts	308	* Username: "user@example.com",	COMMENT
88 more matches not shown…

Cross-Language Confusion (JS/TS)26 hits · 170 pts

Severity	File	Line	Snippet	Context
HIGH	evals/shared/proxy.ts	27	print(json.dumps({'url': p['base_url'].rstrip('/'), 'headers': h}))	CODE
HIGH	packages/ssh/src/tunnel.ts	493	elif command -v wget >/dev/null 2>&1; then wget -q --timeout=30 --tries=1 "$1" -O "$2"	CODE
HIGH	packages/ssh/src/tunnel.ts	558	elif ! ensure_remote_node_path; then	CODE
HIGH	packages/ssh/src/tunnel.ts	639	elif [ -n "$DEFAULT_REMOTE_PORT" ]; then	CODE
HIGH⚡	packages/ssh/src/tunnel.ts	671	elif [ -z "$REMOTE_PORT" ] \|\| ! wait_ready "@@T3_REUSE_READY_TIMEOUT_MS@@"; then	CODE
HIGH⚡	packages/ssh/src/tunnel.ts	676	elif [ -n "$REMOTE_PID" ] && [ -n "$REMOTE_PORT" ] && server_running "$REMOTE_PID"; then	CODE
HIGH⚡	packages/ssh/src/tunnel.ts	685	elif ! wait_ready "@@T3_READY_TIMEOUT_MS@@"; then	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	246	print(`\n=== include_usage=${includeUsage} ===\n`);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	247	print(yield* res.text);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	248	print("\n=== end ===\n");	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	261	print(`\n=== raw tool stream ===\n`);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	262	print(yield* toolRes.text);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	263	print("\n=== end tool stream ===\n");	CODE
HIGH	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	619	print("--- live stream begin ---");	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	636	print(`[text-start id=${part.id}]\n`);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	639	print(part.delta ?? "");	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	643	print(`\n[text-end id=${part.id}]\n`);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	646	print(`[finish reason=${part.reason}]\n`);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	649	print(`[${part.type}]\n`);	CODE
HIGH⚡	…kages/alchemy/test/Cloudflare/AI/LanguageModel.test.ts	655	print("--- live stream end ---\n");	CODE
HIGH	…ffect-smol/packages/effect/test/ConfigProvider.test.ts	682	it("should return None on non-existing paths", async () => {	CODE
HIGH	.repos/effect-smol/packages/effect/test/Cache.test.ts	1135	it.effect("all keys return None after invalidateAll", () =>	CODE
HIGH	…s/effect-smol/packages/effect/test/ScopedCache.test.ts	1183	it.effect("all keys return None after invalidateAll", () =>	CODE
HIGH	.repos/effect-smol/packages/effect/src/Cache.ts	562	* // Expired entries return None	COMMENT
HIGH	apps/web/src/lib/embeddedScripts.test.ts	25	print(f"{data['name']:16} {data.get('version', '?')}")	CODE
HIGH	apps/server/src/device/sshDeviceScript.ts	9	elif [ -d "$HOME/Android/Sdk" ]; then export ANDROID_HOME="$HOME/Android/Sdk"; fi	CODE

Modern AI Meta-Vocabulary25 hits · 70 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/mcp-tool-use/run.test.ts	206	"Main prompt.\n - Primary working directory: /home/alice/app\n\n<runtime_info>old</runtime_info>\n\n## T3 Code o	CODE
MEDIUM	.macroscope/ignore.md	270	# Provider transcripts recorded from real CLI runs for the orchestration replay	COMMENT
MEDIUM	docs/internals/legacy-orchestration-migration.md	1	# Legacy orchestration migration	COMMENT
MEDIUM	…/provider-core/src/server/orchestrationInstructions.ts	5	`## T3 Code orchestration	CODE
MEDIUM	packages/provider-cursor/src/server/adapter.test.ts	722	orchestration: sent.includes("## T3 Code orchestration"),	CODE
MEDIUM	.repos/alchemy-effect/AGENTS.md	76	packages/alchemy/src/Cloudflare/R2/BucketBinding.ts # shared worker-binding scaffolding (NOT exported from index)	CODE
MEDIUM	.repos/alchemy-effect/AGENTS.md	80	packages/alchemy/src/Cloudflare/R2/BucketHttp.ts # shared HTTP/token scaffolding (NOT exported from index)	CODE
MEDIUM	…kages/alchemy/test/Prisma/ORM/ContractBuilder.types.ts	111	// @ts-expect-error global naming is rejected until its erased scaffold metadata can be retained	COMMENT
MEDIUM	…emy-effect/packages/alchemy/test/AWS/Macie2/handler.ts	39	// so a representative spread across the thematic groups proves the scaffold;	COMMENT
MEDIUM	…packages/alchemy/test/AWS/AutoScaling/Bindings.test.ts	195	// prove grant attachment works end-to-end via the same scaffold). With a	COMMENT
MEDIUM	…ffect/packages/alchemy/test/AWS/SecurityHub/handler.ts	40	// groups proves the scaffold; org/member writes with cross-account side	COMMENT
MEDIUM	…WS/BedrockAgentCore/StartCodeInterpreterSessionHttp.ts	13	// Bespoke (not the shared scaffold): converts the ergonomic `sessionTimeout`	COMMENT
MEDIUM	…my/src/AWS/BedrockAgentCore/StartBrowserSessionHttp.ts	13	// Bespoke (not the shared scaffold): converts the ergonomic `sessionTimeout`	COMMENT
MEDIUM	…alchemy/src/AWS/ResourceGroups/StartTagSyncTaskHttp.ts	13	// Bespoke (not on the shared scaffold): the only Resource Groups binding	COMMENT
MEDIUM	…ckages/alchemy/src/AWS/SQS/StartMessageMoveTaskHttp.ts	14	// Bespoke (not the shared scaffold): redrive spans TWO queues. The source	COMMENT
MEDIUM	…lchemy/src/AWS/Timestream/ExecuteScheduledQueryHttp.ts	14	// Bespoke (not on the BindingHttp scaffold): the only Timestream binding	COMMENT
MEDIUM	…-effect/packages/alchemy/src/AWS/Bedrock/RerankHttp.ts	10	// Bespoke (not the shared model-scoped scaffold): Rerank authorizes the	COMMENT
MEDIUM	…ges/alchemy/src/AWS/AutoScaling/InstanceRefreshHttp.ts	15	// Bespoke (not the shared scaffold): a multi-operation client over the four	COMMENT
MEDIUM	…my/src/AWS/AutoScaling/DescribeAutoScalingGroupHttp.ts	10	// Bespoke (not the shared scaffold): `describeAutoScalingGroups` takes the	COMMENT
MEDIUM	…ct/packages/alchemy/src/AWS/AutoScaling/StandbyHttp.ts	14	// Bespoke (not the shared scaffold): a multi-operation client over	COMMENT
MEDIUM	…hemy-effect/packages/alchemy/src/AWS/EC2/GetAmiHttp.ts	10	// Bespoke (not the shared scaffold): the lookup filters and sorts the	COMMENT
MEDIUM	…t/packages/alchemy/src/AWS/EC2/DescribeInstanceHttp.ts	9	// Bespoke (not the shared scaffold): `describeInstances` nests results under	COMMENT
MEDIUM	.repos/effect-smol/ai-docs/src/71_ai/30_chat.ts	21	// Tools for the agentic loop	COMMENT
MEDIUM	.repos/effect-smol/ai-docs/src/71_ai/30_chat.ts	57	// Ask a question and use an agentic loop with tool calls to answer it.	COMMENT
MEDIUM	.repos/effect-smol/ai-docs/src/71_ai/30_chat.ts	105	// 2. Create agentic loops with tools	COMMENT

Hallucination Indicators6 hits · 65 pts

Severity	File	Line	Snippet	Context
CRITICAL	…mol/packages/effect/test/workflow/DurableQueue.test.ts	102	const failure = polled.value.exit.cause.reasons.find(Cause.isFailReason)	CODE
CRITICAL	.repos/effect-smol/packages/effect/src/Schema.ts	6526	* result.failure.issue.issue.issues.map((issue) => issue._tag === "Pointer" ? issue.path : []) // => [["b"], ["c"]]	COMMENT
CRITICAL	.repos/effect-smol/packages/ai/openai/src/OpenAiTool.ts	99	Generated.CodeInterpreterToolCall.fields.status.literals.filter((status) => status !== "completed")	CODE
CRITICAL	.repos/effect-smol/packages/ai/openai/src/OpenAiTool.ts	143	Generated.FileSearchToolCall.fields.status.literals.filter((status) => status !== "completed")	CODE
CRITICAL	.repos/effect-smol/packages/ai/openai/src/OpenAiTool.ts	193	Generated.ImageGenToolCall.fields.status.literals.filter((status) => status !== "completed")	CODE
CRITICAL	.repos/effect-smol/packages/ai/openai/src/OpenAiTool.ts	324	status: Schema.Literals(Generated.WebSearchToolCall.fields.status.literals.filter((status) => status !== "completed"))	CODE

Structural Annotation Overuse24 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	…t/packages/alchemy/test/Cloudflare/D1/Database.test.ts	728	// Step 1: deploy the database without migrations so we can seed a legacy	COMMENT
LOW	…t/packages/alchemy/test/Cloudflare/D1/Database.test.ts	753	// Step 2: deploy again with a migrationsDir. No table name is	COMMENT
LOW	…y-effect/packages/alchemy/test/GCP/Run/Service.test.ts	238	// Step 2: drop the Storage bindings. The code change redeploys and the	COMMENT
LOW	…ct/packages/alchemy/test/AWS/MediaConnect/Flow.test.ts	64	// Step 1: create with a single RTP source and no outputs.	COMMENT
LOW	…ct/packages/alchemy/test/AWS/MediaConnect/Flow.test.ts	95	// Step 2: update in place — widen the source whitelist and add an	COMMENT
LOW	…ct/packages/alchemy/test/AWS/MediaConnect/Flow.test.ts	137	// Step 3: drop the output again — the reconciler removes extras.	COMMENT
LOW	…ct/packages/alchemy/test/AWS/SageMaker/Cluster.test.ts	72	// Step 1: bucket + role only — the lifecycle script must exist in S3	COMMENT
LOW	…ct/packages/alchemy/test/AWS/SageMaker/Cluster.test.ts	84	// Step 2: add the cluster.	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	78	// Step 1: init via the typed d1 client	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	94	// Step 2: PUT to the presigned upload URL	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	110	// Step 3: ingest	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	122	// Step 4: poll until complete	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	181	### Step 1: Run Audit	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	199	### Step 2: Build The Service Model	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	218	### Step 3: Implement Missing Bindings	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	247	### Step 4: Register Everything	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	256	### Step 5: Add Binding Tests Immediately	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	281	### Step 6: Use A Real Lambda Fixture	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	327	### Step 7: Make Setup Observable	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	340	### Step 8: Keep Readiness Failure Fast	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	350	### Step 9: Implement Missing Resource Surface	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	368	### Step 10: Implement Event Sources	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	395	### Step 11: Implement Helpers	COMMENT
LOW	…epos/alchemy-effect/packages/alchemy/src/AWS/AGENTS.md	440	### Step 12: Re-Run Tests And Audit	COMMENT

AI Slop Vocabulary10 hits · 29 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/mobile-showcase-environment.ts	318	`# ${input.title}\n\nSeeded by the T3 Code mobile screenshot harness.\n`,	CODE
MEDIUM	…examples/cloudflare-preview-benchmark/scripts/bench.sh	4	# (STAGE defaults to pr-147; the CLI and the test harness both read ALCHEMY_PROFILE)	COMMENT
MEDIUM	…effect/packages/alchemy/test/Local/TestSidecar.test.ts	17	* dependencies only surface under it (#1007). These tests pin the harness	COMMENT
MEDIUM	…ffect/packages/alchemy/test/AWS/AppRegistry/handler.ts	147	// Bounded pagination (5 pages) keeps the assertion robust as the	COMMENT
MEDIUM	…fect/packages/alchemy/test/AWS/DynamoDB/Stream.test.ts	207	// is robust on first-deploy runs without slowing down the happy path.	COMMENT
MEDIUM	…s/alchemy-effect/packages/alchemy/src/AWS/Providers.ts	2133	// the network-flake recovery materially more robust.	COMMENT
MEDIUM	…os/alchemy-effect/packages/alchemy/src/AWS/IAM/Role.ts	620	// and apply only the delta. This is robust to manual edits in	COMMENT
MEDIUM	.repos/effect-smol/packages/effect/src/Match.ts	1522	* describeTruthiness(true) // => "Definitely true"	COMMENT
MEDIUM	.repos/effect-smol/packages/effect/src/Match.ts	1523	* describeTruthiness(false) // => "Definitely false"	COMMENT
MEDIUM	apps/mobile/modules/t3-review-diff/tests/run-ios.sh	8	# Keep the real content view and helpers; the Expo bridge is not needed by this harness.	COMMENT

Verbosity Indicators13 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…t/packages/alchemy/test/Cloudflare/D1/Database.test.ts	728	// Step 1: deploy the database without migrations so we can seed a legacy	COMMENT
LOW	…t/packages/alchemy/test/Cloudflare/D1/Database.test.ts	753	// Step 2: deploy again with a migrationsDir. No table name is	COMMENT
LOW	…y-effect/packages/alchemy/test/GCP/Run/Service.test.ts	238	// Step 2: drop the Storage bindings. The code change redeploys and the	COMMENT
LOW	…ct/packages/alchemy/test/AWS/MediaConnect/Flow.test.ts	64	// Step 1: create with a single RTP source and no outputs.	COMMENT
LOW	…ct/packages/alchemy/test/AWS/MediaConnect/Flow.test.ts	95	// Step 2: update in place — widen the source whitelist and add an	COMMENT
LOW	…ct/packages/alchemy/test/AWS/MediaConnect/Flow.test.ts	137	// Step 3: drop the output again — the reconciler removes extras.	COMMENT
LOW	…ct/packages/alchemy/test/AWS/SageMaker/Cluster.test.ts	72	// Step 1: bucket + role only — the lifecycle script must exist in S3	COMMENT
LOW	…ct/packages/alchemy/test/AWS/SageMaker/Cluster.test.ts	84	// Step 2: add the cluster.	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	78	// Step 1: init via the typed d1 client	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	94	// Step 2: PUT to the presigned upload URL	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	110	// Step 3: ingest	COMMENT
LOW	…t/packages/alchemy/src/Cloudflare/D1/ImportDatabase.ts	122	// Step 4: poll until complete	COMMENT
LOW	…pos/effect-smol/packages/effect/src/cluster/Runners.ts	210	// For requests, after persisting the request, we need to check if the	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…examples/cloudflare-git-service/src/ui/pages/Repos.tsx	69	{created.remote.replace("://", "://x:YOUR_API_KEY@")}	CODE
HIGH	…examples/cloudflare-git-service/src/ui/pages/Repos.tsx	72	text={`git remote add origin ${created.remote.replace("://", "://x:YOUR_API_KEY@")}`}	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…effect-smol/packages/ai/anthropic/src/AnthropicTool.ts	2226	* The search query generated by Claude.	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	native/libghostty-vt/include/ghostty/vt/wasm.h	33	* Here's a simple example of using the Wasm utilities with the key encoder:	COMMENT
LOW	…l/packages/sql/sqlite-react-native/src/SqliteClient.ts	308	* Basic query execution function, it is async don't forget to await it	COMMENT
MEDIUM	…s/server/src/textGeneration/GrokTextGeneration.test.ts	122	"\n\nLet me know if you need anything else.",	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.repos/effect-smol/scripts/bundle-compare-selected.sh	6	# Usage:	COMMENT
LOW	.repos/effect-smol/scripts/bundle-analyze.sh	6	# Usage:	COMMENT
LOW	.repos/effect-smol/packages/effect/src/Match.ts	2324	* // Example usage:	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/seed-issue-21397.test.py	90		CODE
LOW	.github/scripts/stage-preview-bundle.py	21		CODE

pingdotgg/t3code

Open-Source Code Quality, Security and Technical Debt Review