1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.9K

Stars

Rust

Language

516.0K

Lines of Code

2.1K

Files

456

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 416 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 24 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 76 finding(s).

PR Review Velocity Impact 5.2/100 · LOW

Which changes need focused human review? 456 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 3HIGH 1MEDIUM 29LOW 423

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 456 distinct pattern matches across 14 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.

Over-Commented Block330 hits · 330 pts

Severity	File	Line	Snippet	Context
LOW	.config/nextest.toml	1	# Bound every test so a wedged one fails the run instead of stalling it.	COMMENT
LOW	crates/coral-identifier/src/lib.rs	1	//! Coral-issued Task and Run identifiers.	COMMENT
LOW	crates/coral-identifier/src/lib.rs	21	use ring::rand::{SecureRandom as _, SystemRandom};	COMMENT
LOW	crates/coral-telemetry/src/request.rs	81	/// Opens a gRPC server span for each call to the routes `router` has so far.	COMMENT
LOW	crates/coral-telemetry/src/export.rs	21		COMMENT
LOW	crates/coral-telemetry/src/safe.rs	1	//! The values a span or event field may carry.	COMMENT
LOW	crates/coral-telemetry/src/safe.rs	21	use std::fmt;	COMMENT
LOW	crates/coral-telemetry/src/field.rs	1	//! The safe telemetry fields: the only keys a span, span event, link or log	COMMENT
LOW	crates/coral-telemetry/src/run.rs	21	/// Begins a Run Trace at `accept`, a span not yet entered: makes it the	COMMENT
LOW	crates/coral-telemetry/src/source_scan.rs	1	//! Checks every span and event in the workspace's production source.	COMMENT
LOW	crates/coral-telemetry/src/metric.rs	1	//! The stable `coral.*` metric catalog: each instrument's name, unit and	COMMENT
LOW	crates/coral-auth/src/session.rs	121	pub const fn access_token_ttl(&self) -> Duration {	COMMENT
LOW	crates/coral-auth/src/session.rs	441	pub(crate) struct ValidatedSession {	COMMENT
LOW	crates/coral-auth/src/lib.rs	1	//! Coral User access-token issuance, credential-to-Principal authentication, and	COMMENT
LOW	crates/coral-auth/src/lib.rs	21	//! # Invariants	COMMENT
LOW	crates/coral-auth/src/oauth_clients/mod.rs	241	}	COMMENT
LOW	crates/coral-auth/src/oauth_clients/mod.rs	261	}	COMMENT
LOW	crates/coral-auth/src/oauth_clients/mod.rs	281	/// CIMD requires HTTP 200.	COMMENT
LOW	crates/coral-auth/src/authorization_codes/mod.rs	1	//! Authorization codes issued by Coral's OAuth authorization server.	COMMENT
LOW	crates/coral-auth/src/authorization_codes/mod.rs	101	#[must_use]	COMMENT
LOW	crates/coral-auth/src/authorization_codes/mod.rs	141	///	COMMENT
LOW	crates/coral-v8/src/runtime.rs	41	/// No compiler state or previous Program state enters the isolate. V8 code	COMMENT
LOW	crates/coral-v8/src/runtime.rs	61	///	COMMENT
LOW	crates/coral-v8/src/compiler.rs	61	}	COMMENT
LOW	crates/coral-v8/src/compiler.rs	121	/// Lowers one TypeScript async-function body into JavaScript and a source map.	COMMENT
LOW	crates/coral-v8/src/compiler.rs	161	}	COMMENT
LOW	crates/coral-v8/src/program_error.rs	81	pub frames: Vec<ProgramErrorFrame>,	COMMENT
LOW	crates/coral-v8/src/lib.rs	1	//! Secret-free TypeScript compilation and JavaScript execution for Coral.	COMMENT
LOW	crates/coral-v8/src/lib.rs	41	/// Validates one retained authored source map against the pinned profile rules.	COMMENT
LOW	crates/coral-v8/src/lib.rs	141	/// the host's own rejections do.	COMMENT
LOW	crates/coral-v8/src/lib.rs	161	) -> ToolFuture;	COMMENT
LOW	crates/coral-v8/src/lib.rs	201	}	COMMENT
LOW	crates/coral-v8/src/lib.rs	521	}	COMMENT
LOW	crates/coral-v8/src/lib.rs	661	#[derive(Debug, thiserror::Error)]	COMMENT
LOW	crates/coral-v8/src/lib.rs	681	/// Blocking diagnostics returned by the official compiler.	COMMENT
LOW	crates/coral-v8/src/lib.rs	701	/// One-based authored source line.	COMMENT
LOW	crates/coral-v8/src/lib.rs	721	/// A Program output exceeded an accepted finite bound.	COMMENT
LOW	crates/coral-credentials/src/lib.rs	141	let mut key = Zeroizing::new([0_u8; Self::KEY_LEN]);	COMMENT
LOW	crates/coral-mcp/src/prompts.rs	1	//! Elicitation of the invoking User's current human actions.	COMMENT
LOW	crates/coral-mcp/src/authentication.rs	21		COMMENT
LOW	crates/coral-mcp/src/http.rs	141	/// Missing credentials map to the implicit local User; a presented credential	COMMENT
LOW	crates/coral-mcp/src/projection/diagnostics.rs	81	#[schemars(with = "ToolError<'a>")]	COMMENT
LOW	crates/coral-mcp/src/projection/discovery.rs	61	}	COMMENT
LOW	crates/coral-mcp/src/projection/discovery.rs	81	guidance_snippet: Option<String>,	COMMENT
LOW	crates/coral-provider/src/access.rs	21	///	COMMENT
LOW	crates/coral-provider/src/error.rs	1	/// Provider Module failure outside a terminal domain Publication outcome.	COMMENT
LOW	crates/coral-provider/src/error.rs	21	ProviderSetupNotReady,	COMMENT
LOW	crates/coral-provider/src/error.rs	41	#[error("invalid Provider Account authorization input")]	COMMENT
LOW	crates/coral-provider/src/error.rs	61	/// The invoking User declined its connection request.	COMMENT
LOW	crates/coral-provider/src/error.rs	81	ProviderSetupConsumed,	COMMENT
LOW	crates/coral-provider/src/error.rs	101	#[error("Provider version overflowed")]	COMMENT
LOW	crates/coral-provider/src/error.rs	121	/// Materialization or response delivery failed before the caller received a result.	COMMENT
LOW	crates/coral-provider/src/lib.rs	1	//! Workspace-owned Provider publication, configuration, lifecycle and dispatch authority.	COMMENT
LOW	crates/coral-provider/src/lib.rs	941	/// row as `lock` says: shared in the Policy Enforcement Point, so concurrent	COMMENT
LOW	crates/coral-provider/src/configuration.rs	41	/// Current confirmation revision; clients return it when confirming an edit.	COMMENT
LOW	crates/coral-provider/src/configuration.rs	61	pub issuer: Option<String>,	COMMENT
LOW	crates/coral-provider/src/reach.rs	1	//! Which Tools a Principal reaches, before any credential check.	COMMENT
LOW	crates/coral-provider/src/change.rs	1	//! The one step that loads an existing Provider for a change and applies its	COMMENT
LOW	crates/coral-provider/src/change.rs	21	Reconfigure,	COMMENT
LOW	crates/coral-provider/src/publication.rs	1	//! Synchronous Provider Publication, behind typed creation and regeneration commands.	COMMENT
270 more matches not shown…

Hyper-Verbose Identifiers60 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	…tes/coral-v8/src/js/compiler/typescript_environment.js	178	function configureTypeScriptLibraries(librarySources) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	28	function forbiddenAmbientReference(program, sourceFile) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	134	function privateCompilerBindingReference(sourceFile, program) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	157	function sourceMappingDirectivePosition(sourceFile) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	200	function unwrapTransparentExpression(node) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	214	function declarationCreatesRuntimeBinding(declaration, sourceFile) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	240	function isHostGlobalThisIdentifier(node, checker, sourceFile) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	270	function globalThisExpressionSegments(node, checker, sourceFile, seen = new Set()) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	410	function savedFunctionPathAnalysis(sourceFile, program, authoredMappings) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	484	function analyzeSavedFunctionPaths(body, fileName, targetName) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	501	function savedFunctionDependencyAnalysis(sourceFile, program) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	522	function analyzeSavedFunctionDependencies(source, fileName, targetName) {	CODE
LOW	…tes/coral-v8/src/js/compiler/authored_source_policy.js	582	function analyzeSavedFunctionCallPaths(source, fileName, targetName) {	CODE
LOW⚡	crates/coral-v8/src/js/compiler/bridge.js	19	globalThis.__coralPrepareSavedFunction = function prepareVirtualSavedFunction(	CODE
LOW⚡	crates/coral-v8/src/js/compiler/bridge.js	29	globalThis.__coralAnalyzeSavedFunctionCallPaths = function analyzeVirtualSavedFunctionCallPaths(	CODE
LOW⚡	crates/coral-v8/src/js/compiler/bridge.js	36	globalThis.__coralAnalyzeSavedFunctionPaths = function analyzeVirtualProgramPaths(	CODE
LOW⚡	crates/coral-v8/src/js/compiler/bridge.js	44	function analyzeVirtualSavedFunctionDependencies(source, fileName, targetName) {	CODE
LOW⚡	crates/coral-v8/src/js/compiler/bridge.js	47	globalThis.__coralCompileLinkedProgram = function compileVirtualLinkedProgram(	CODE
LOW	…s/coral-v8/src/js/compiler/saved_function_authoring.js	259	function emitSavedFunctionDeclaration(program, fileName, compilerOptions) {	CODE
LOW	…s/coral-v8/src/js/compiler/saved_function_authoring.js	315	function savedFunctionDeclarationResult(emitted, diagnostics, references) {	CODE
LOW	crates/coral-v8/src/js/compiler/authored_source.js	91	function authoredReferenceLocation(sourceFile, node, authoredMappings) {	CODE
LOW	…ps/reef/app/wax/components/tooltip/tooltip.stories.tsx	214	render: function TruncationWithResizeStory() {	CODE
LOW	apps/reef/app/wax/components/picker/default-options.ts	43	export function buildSeverityPickerOptions(	CODE
LOW	apps/reef/app/wax/components/button/icon.tsx	38	export function SpinningIconImplementation(props: ImplementationProps) {	CODE
LOW	apps/reef/app/wax/components/typography/typography.tsx	19	function createTypographyComponent({	CODE
LOW	…mponents/icon/custom-icons/chart-column-increasing.tsx	3	export function ChartColumnIncreasingIcon({	CODE
LOW	apps/reef/app/auth/session.server.test.ts	362	function representativeSessionToken(): string {	CODE
LOW	apps/reef/app/auth/coral-oauth.server.ts	113	async function authorizationServerMetadata(	CODE
LOW	apps/reef/app/auth/coral-oauth.server.ts	129	function validateAuthorizationServerMetadata(	CODE
LOW	apps/reef/app/auth/coral-oauth.server.ts	172	async function exchangeAuthorizationCode(	CODE
LOW	apps/reef/app/auth/coral-oauth.server.ts	245	function authorizationServerMetadataUrl(issuer: string): string {	CODE
LOW	apps/reef/app/components/sidebar/sidebar-state.ts	3	export function readSidebarCollapsedCookiePreference(	CODE
LOW	apps/reef/app/components/sidebar/sidebar-state.ts	22	export function readSidebarCollapsedCookieValue(cookieHeader: string \| null \| undefined): boolean {	CODE
LOW	apps/reef/app/components/sidebar/sidebar-state.ts	26	export function readSidebarCollapsedCookie(request: Request): boolean {	CODE
LOW	…vigation-progress-bar/navigation-progress-bar.test.tsx	92	async function navigateDeltaWithoutWaiting(	CODE
LOW	…ation-progress-bar/navigation-progress-bar.stories.tsx	67	function NavigationProgressBarStory() {	CODE
LOW	apps/reef/app/lib/provider-consent.server.ts	10	export async function redirectToProviderConsent(	CODE
LOW	apps/reef/app/lib/organization.server.ts	11	export async function enabledOrganizationPeople(	CODE
LOW	apps/reef/app/lib/organization.server.ts	58	export function organizationWorkspaceView(w: OrganizationWorkspace): OrganizationWorkspaceView {	CODE
LOW	apps/reef/app/lib/use-revalidate-while-visible.ts	7	export function useRevalidateWhileVisible(intervalMs: number) {	CODE
LOW	apps/reef/app/lib/runtime-config.server.ts	30	export function readCoralWebRuntimeConfig(): CoralWebRuntimeConfig {	CODE
LOW	apps/reef/app/lib/accounts.server.ts	128	export function authorizationProgressPath(name: string, returnTo: string) {	CODE
LOW	apps/reef/app/lib/accounts.server.ts	683	export async function disconnectUserAccountAction(	CODE
LOW	apps/reef/app/lib/coral-request.server.ts	25	export function managementTransportForRequest(	CODE
LOW	apps/reef/app/lib/coral-request.server.ts	48	function warnAuthenticatedCleartext(origin: string \| null): void {	CODE
LOW	apps/reef/app/lib/accounts.server.test.ts	420	function loadAuthorizationReturningTo(returnTo: string) {	CODE
LOW	apps/reef/app/lib/provider-publication-attempt/model.ts	322	export function automaticApplicationAllowed(	CODE
LOW	apps/reef/app/views/activity/activity.stories.tsx	64	async function expectDecisionBelowEvidence(pane: HTMLElement, names: string[]) {	CODE
LOW	apps/reef/app/views/providers/configuration-details.tsx	106	export function configurationShortSummary(setup: SetupView) {	CODE
LOW	…/reef/app/views/providers/workspace-providers-page.tsx	160	function WorkspaceProvidersContent({	CODE
LOW	…eef/app/views/management/organization-members-page.tsx	63	function OrganizationMembershipActions({	CODE
LOW	…/app/views/management/organization-workspaces-page.tsx	33	export function OrganizationWorkspacesPage({	CODE
LOW	apps/reef/app/routes/_protected.tsx	82	function finalizeProtectedResponse(response: Response, csrfSetCookie: string \| null): Response {	CODE
LOW	apps/reef/app/routes/account-authorization.tsx	34	export default function AccountAuthorizationRoute({ loaderData }: Route.ComponentProps) {	CODE
LOW	apps/reef/app/routes/organization-workspaces.tsx	132	export default function OrganizationWorkspacesRoute({ loaderData }: Route.ComponentProps) {	CODE
LOW	apps/reef/e2e/support/providers.ts	179	export async function saveConfirmedSettingsChange(page: Page) {	CODE
LOW	apps/reef/e2e/support/providers.ts	1008	async function confirmFixtureConfiguration(	CODE
LOW	apps/reef/e2e/support/offboarding.ts	11	export async function assertUserAccountRemainsRetired(	CODE
LOW	apps/reef/e2e/support/offboarding.ts	30	export async function prepareOffboardingAccount(	CODE
LOW	apps/reef/e2e/support/authenticated-target.ts	37	export async function prepareAuthenticatedTarget(	CODE

Decorative Section Separators16 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/to-benchmark/run.py	57	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/to-benchmark/run.py	59	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/to-benchmark/run.py	180	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/to-benchmark/run.py	182	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/to-benchmark/run.py	384	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/to-benchmark/run.py	386	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/wizard/template.sh	11	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/skills/wizard/template.sh	13	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.agents/skills/wizard/template.sh	187	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.agents/skills/wizard/template.sh	190	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.agents/skills/wizard/template.sh	196	# ── Example stage: replace with your real steps ───────────────────────────	COMMENT
MEDIUM	.agents/skills/wizard/template.sh	207	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/dev/setup.sh	11	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/dev/setup.sh	13	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/dev/setup.sh	182	# ──────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/dev/setup.sh	185	# ──────────────────────────────────────────────────────────────────────────	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/coral-v8/tests/typed_coral_surface.rs	294	"export default async function f() {\n const a = await coral.providers.github.repos.get.call(null, {});\n	CODE
CRITICAL	crates/coral-provider/src/account/device.rs	553	let mut tx = self.lease.module.providers.database.begin().await?;	CODE
CRITICAL	crates/coral-provider/src/account/device.rs	605	let mut tx = self.lease.module.providers.database.begin().await?;	CODE

Fake / Example Data21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	…ps/reef/app/wax/components/tooltip/tooltip.stories.tsx	258	content="Full text: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt	CODE
LOW	…ps/reef/app/wax/components/tooltip/tooltip.stories.tsx	258	content="Full text: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt	CODE
LOW	…ps/reef/app/wax/components/tooltip/tooltip.stories.tsx	272	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor	CODE
LOW	…ps/reef/app/wax/components/tooltip/tooltip.stories.tsx	272	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor	CODE
LOW	apps/reef/app/wax/components/dialog/dialog.stories.tsx	157	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor	CODE
LOW	apps/reef/app/wax/components/dialog/dialog.stories.tsx	157	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor	CODE
LOW	apps/reef/app/wax/components/avatar/avatar.stories.tsx	22	name: 'John Doe',	CODE
LOW	apps/reef/app/wax/components/avatar/avatar.stories.tsx	26	<Avatar name="John Doe" src="https://i.pravatar.cc/150?u=john" />	CODE
LOW	…f/app/wax/components/typography/typography.stories.tsx	100	<Typography.Body variant="placeholder">Body - placeholder</Typography.Body>	CODE
LOW	apps/reef/app/wax/components/inputs/text/text-input.tsx	87	color={disabled ? 'disabled' : 'placeholder'}	CODE
LOW	apps/reef/app/components/empty-page/empty-page.tsx	24	<Icon color="placeholder" name={iconName} size="30" />	CODE
LOW	apps/reef/app/lib/accounts.server.test.ts	304	connectForm('secret', { 'credential.token': 'dummy-token' }),	CODE
LOW	apps/reef/app/lib/accounts.server.test.ts	311	expect(progress).not.toContain('dummy-token')	CODE
LOW	apps/reef/app/lib/accounts.server.test.ts	330	connectForm('secret', { 'credential.token': 'dummy-token' }),	CODE
LOW	apps/reef/app/lib/accounts.server.test.ts	533	form.set('credential.token', 'dummy-token')	CODE
LOW	apps/reef/app/lib/accounts.server.test.ts	576	form.set('credential.token', 'dummy-token')	CODE
LOW⚡	apps/reef/app/routes/activity-observe.server.test.ts	47	const args = authRouteTestArgs(request, {}, 'expired-dummy-token', hostedRuntimeConfig)	CODE
LOW⚡	apps/reef/app/routes/activity-observe.server.test.ts	50	accessToken: 'expired-dummy-token',	CODE
LOW⚡	apps/reef/app/routes/activity-observe.server.test.ts	53	accessToken: 'expired-dummy-token',	CODE
LOW	apps/reef/app/routes/activity-observe.server.test.ts	79	accessToken: 'expired-dummy-token',	CODE
LOW	apps/reef/app/routes/activity-observe.server.test.ts	82	accessToken: 'expired-dummy-token',	CODE

Modern AI Meta-Vocabulary7 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/coral-task/README.md	1	# Task orchestration	COMMENT
MEDIUM	apps/reef/recipes/freshworks_developer/recipe.yaml	2	# Official provider documentation: https://developers.freshworks.com/docs/agentic-dev-tools/mcp-server/	COMMENT
MEDIUM	apps/reef/recipes/freshworks_developer/recipe.yaml	2	# Official provider documentation: https://developers.freshworks.com/docs/agentic-dev-tools/mcp-server/	COMMENT
MEDIUM	apps/reef/recipes/freshworks_developer/recipe.yaml	17	documentation_url: https://developers.freshworks.com/docs/agentic-dev-tools/mcp-server/	CODE
MEDIUM	apps/reef/recipes/new_relic/recipe.yaml	2	# Official provider documentation: https://docs.newrelic.com/docs/agentic-ai/mcp/setup/	COMMENT
MEDIUM	apps/reef/recipes/new_relic/recipe.yaml	2	# Official provider documentation: https://docs.newrelic.com/docs/agentic-ai/mcp/setup/	COMMENT
MEDIUM	apps/reef/recipes/new_relic/recipe.yaml	17	documentation_url: https://docs.newrelic.com/docs/agentic-ai/mcp/setup/	CODE

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	.config/nextest.toml	19	# The Run fan-out load harness (`scripts/load.mjs`) runs one ignored test for	COMMENT
MEDIUM	crates/coral-grpc/tests/grpc/load/concurrent.rs	26	#[ignore = "load harness: run through scripts/load.mjs"]	COMMENT
MEDIUM	crates/coral-grpc/tests/grpc/load/fan_out.rs	17	#[ignore = "load harness: run through scripts/load.mjs"]	COMMENT
MEDIUM	crates/coral-grpc/tests/grpc/load/emit.rs	135	#[ignore = "load harness: run through scripts/load.mjs"]	COMMENT
MEDIUM	.github/workflows/reel.yml	61	# The harness checks itself once per suite, in the first shard.	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/triage/SKILL.md	16	> This was generated by AI during triage.	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	apps/reef/app/views/providers/providers.stories.tsx	1440	// Step 2: what can it do?	COMMENT
LOW	apps/reef/app/views/providers/providers.stories.tsx	1572	// Step 3: whose account does it use?	COMMENT
LOW	apps/reef/app/views/providers/providers.stories.tsx	1685	// Step 4: check it and add it.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	apps/reef/app/views/providers/providers.stories.tsx	1440	// Step 2: what can it do?	COMMENT
LOW	apps/reef/app/views/providers/providers.stories.tsx	1572	// Step 3: whose account does it use?	COMMENT
LOW	apps/reef/app/views/providers/providers.stories.tsx	1685	// Step 4: check it and add it.	COMMENT

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	.agents/skills/to-benchmark/run.py	130	CODE
LOW	.agents/skills/to-benchmark/run.py	211	CODE
LOW	.agents/skills/to-benchmark/run.py	256	CODE
LOW	.agents/skills/to-benchmark/run.py	297	CODE

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	apps/reef/recipes/discord/recipe.yaml	79	- webhook.incoming # Create a webhook.	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…s/skills/diagnosing-bugs/scripts/hitl-loop.template.sh	6	# Usage:	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	apps/reef/app/entry.server.tsx	18	export default function handleRequest(	CODE

withcoral/coral

Open-Source Code Quality, Security and Technical Debt Review