1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.4K

Stars

Scala

Language

293.5K

Lines of Code

1.6K

Files

204

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 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 129 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 4.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 108 finding(s).

PR Review Velocity Impact 6.6/100 · LOW

Which changes need focused human review? 204 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 4HIGH 16MEDIUM 40LOW 144

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 204 distinct pattern matches across 9 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.

Decorative Section Separators39 hits · 117 pts

Severity	File	Line	Snippet	Context
MEDIUM	specs/2026-07-17-homepage-code-showcase-plan.md	51	// ── Stubs standing in for "your code" in the homepage snippets ──────────	COMMENT
MEDIUM	specs/2026-07-17-homepage-code-showcase-plan.md	90	// ── Snippet 1: Concurrency ──────────────────────────────────────────────	COMMENT
MEDIUM	specs/2026-07-17-homepage-code-showcase-plan.md	102	// ── Snippet 2: Error handling ───────────────────────────────────────────	COMMENT
MEDIUM	specs/2026-07-17-homepage-code-showcase-plan.md	113	// ── Snippet 3: Resource safety ──────────────────────────────────────────	COMMENT
MEDIUM	specs/2026-07-17-homepage-code-showcase-plan.md	131	// ── Snippet 4: Streaming ────────────────────────────────────────────────	COMMENT
MEDIUM	specs/2026-07-17-homepage-code-showcase-plan.md	143	// ── Snippet 5: Dependency Injection ─────────────────────────────────────	COMMENT
MEDIUM	specs/snippet-check/showcase.scala	13	// ── Stubs standing in for "your code" in the homepage snippets ──────────	COMMENT
MEDIUM	specs/snippet-check/showcase.scala	57	// ── Snippet 1: Concurrency ──────────────────────────────────────────────	COMMENT
MEDIUM	specs/snippet-check/showcase.scala	68	// ── Snippet 2: Error handling ───────────────────────────────────────────	COMMENT
MEDIUM	specs/snippet-check/showcase.scala	77	// ── Snippet 3: Resource safety ──────────────────────────────────────────	COMMENT
MEDIUM	specs/snippet-check/showcase.scala	92	// ── Snippet 4: Streaming ────────────────────────────────────────────────	COMMENT
MEDIUM	specs/snippet-check/showcase.scala	103	// ── Snippet 5: Dependency Injection ─────────────────────────────────────	COMMENT
MEDIUM	…n/scala/reloadableservices/ReloadableFullExample.scala	36	// ── Service definition ────────────────────────────────────────────────────	COMMENT
MEDIUM	…n/scala/reloadableservices/ReloadableFullExample.scala	43	// ── Implementation with visible lifecycle ─────────────────────────────────	COMMENT
MEDIUM	…n/scala/reloadableservices/ReloadableFullExample.scala	57	// ── Main program ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/src/main/scala/migratefrommonix/CompleteExample.scala	21	// ── Domain types ───────────────────────────────────────────────────	COMMENT
MEDIUM	…/src/main/scala/migratefrommonix/CompleteExample.scala	33	// ── Resource ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…/src/main/scala/migratefrommonix/CompleteExample.scala	39	// ── Worker: resource + typed errors + Ref + Promise ───────────────	COMMENT
MEDIUM	…/src/main/scala/migratefrommonix/CompleteExample.scala	57	// ── Application ───────────────────────────────────────────────────	COMMENT
MEDIUM	…src/main/scala/migratecatseffect/CompleteExample.scala	18	// ── Domain types ──────────────────────────────────────────────────	COMMENT
MEDIUM	…src/main/scala/migratecatseffect/CompleteExample.scala	30	// ── Resource ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/main/scala/migratecatseffect/CompleteExample.scala	36	// ── Worker: resource + typed errors + Ref + Promise ──────────────	COMMENT
MEDIUM	…src/main/scala/migratecatseffect/CompleteExample.scala	54	// ── Application ───────────────────────────────────────────────────	COMMENT
MEDIUM	docs/guides/tutorials/reloadable-services.md	392	// ── Service definition ──────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/guides/tutorials/reloadable-services.md	398	// ── Service implementation with visible lifecycle ────────────────────────────	COMMENT
MEDIUM	docs/guides/tutorials/reloadable-services.md	411	// ── Main program ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/di/automatic-layer-construction.md	88	// ──── ZLAYER ERROR ────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/di/automatic-layer-construction.md	96	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/di/automatic-layer-construction.md	129	// ──── ZLAYER ERROR ────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/di/automatic-layer-construction.md	139	// ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	3	// ── Theme System ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	137	// ── Utilities ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	143	// ── State ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	167	// ── Theme Toggle ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	171	// ── Button ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	221	// ── SVG Components ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	312	// ── Main Component ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	418	// ── Animation loop ────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/reference/sync/CyclicBarrierDiagram.jsx	550	// ── SVG layout ────────────────────────────────────────────────────────────	COMMENT

Cross-File Repetition15 hits · 75 pts

Severity	File	Snippet	Context
HIGH	scalafix/input/src/main/scala/fix/ZIOSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	scalafix/input/src/main/scala/fix/ZManagedSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	scalafix/input/src/main/scala/fix/ZStreamSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	scalafix/output/src/main/scala/fix/ZIOSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	scalafix/output/src/main/scala/fix/ZManagedSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	scalafix/output/src/main/scala/fix/ZStreamSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	core-tests/shared/src/test/scala/zio/ZIOSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	…s/shared/src/test/scala/zio/managed/ZManagedSpec.scala	zio .fail(new runtimeexception("boo!")) .refinetoordie[error]	STRING
HIGH	docs/guides/tutorials/reloadable-services.md	librarydependencies += "dev.zio" %% "zio" % "${zio.buildinfo.version.split('+').head}	STRING
HIGH	docs/overview/modules.md	librarydependencies += "dev.zio" %% "zio" % "${zio.buildinfo.version.split('+').head}	STRING
HIGH	docs/overview/index.md	librarydependencies += "dev.zio" %% "zio" % "${zio.buildinfo.version.split('+').head}	STRING
HIGH	…ests/src/test/scala-2/zio/macros/AccessibleMSpec.scala	trait foo trait bar @accessible object module { trait service[t <: foo, u >: bar] { val v: task[t] def f1: uio[u] def f2	STRING
HIGH	…s/src/test/scala-2/zio/macros/AccessibleSpecFlat.scala	trait foo trait bar @accessible object module { trait service[t <: foo, u >: bar] { val v: task[t] def f1: uio[u] def f2	STRING
HIGH	…tests/src/test/scala-2/zio/macros/AccessibleSpec.scala	trait foo trait bar @accessible object module { trait service[t <: foo, u >: bar] { val v: task[t] def f1: uio[u] def f2	STRING

Hyper-Verbose Identifiers54 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW	core/shared/src/main/scala/zio/FiberRef.scala	125	final def getAndSet(newValue: A)(implicit trace: Trace): UIO[A] =	CODE
LOW	core/shared/src/main/scala/zio/FiberRef.scala	134	final def getAndUpdate(f: A => A)(implicit trace: Trace): UIO[A] =	CODE
LOW	core/shared/src/main/scala/zio/FiberRef.scala	145	final def getAndUpdateSome(pf: PartialFunction[A, A])(implicit trace: Trace): UIO[A] =	CODE
LOW	core/shared/src/main/scala/zio/FiberRef.scala	560	private def setAndRestoreRefs[R, E, A](	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	72	def getAndSet(a: A)(implicit trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	79	def getAndUpdate(f: A => A)(implicit trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	87	def getAndUpdateSome(pf: PartialFunction[A, A])(implicit trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	143	final def getAndIncrement(implicit num: math.Numeric[A], trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	150	final def getAndDecrement(implicit num: math.Numeric[A], trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	157	final def getAndAdd(delta: A)(implicit num: math.Numeric[A], trace: Trace): UIO[A] =	CODE
LOW	core/shared/src/main/scala/zio/Ref.scala	236	def getAndUpdateZIO[R, E](f: A => ZIO[R, E, A])(implicit trace: Trace): ZIO[R, E, A] =	CODE
LOW	core/shared/src/main/scala/zio/Ref.scala	244	def getAndUpdateSomeZIO[R, E](pf: PartialFunction[A, ZIO[R, E, A]])(implicit	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	330	override def getAndSet(a: A)(implicit trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	333	override def getAndUpdate(f: A => A)(implicit trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	336	override def getAndUpdateSome(pf: PartialFunction[A, A])(implicit trace: Trace): UIO[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	365	def getAndSet(a: A)(implicit unsafe: Unsafe): A	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	366	def getAndUpdate(f: A => A)(implicit unsafe: Unsafe): A	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	367	def getAndUpdateSome(pf: PartialFunction[A, A])(implicit unsafe: Unsafe): A	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	385	def getAndSet(a: A)(implicit unsafe: Unsafe): A =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	388	def getAndUpdate(f: A => A)(implicit unsafe: Unsafe): A =	CODE
LOW⚡	core/shared/src/main/scala/zio/Ref.scala	391	def getAndUpdateSome(pf: PartialFunction[A, A])(implicit unsafe: Unsafe): A =	CODE
LOW	core/shared/src/main/scala/zio/FiberRefs.scala	148	def getOrDefault[@specialized(SpecializeInt) A](fiberRef: FiberRef[A]): A = {	CODE
LOW	core/shared/src/main/scala/zio/FiberRefs.scala	171	private[zio] def getOrNull[A](fiberRef: FiberRef[A]): A = {	CODE
LOW	core/shared/src/main/scala/zio/ZPool.scala	282	private def getAndShutdown(implicit trace: Trace): UIO[Unit] =	CODE
LOW	core/shared/src/main/scala/zio/ZEnvironment.scala	315	private[ZEnvironment] def getOrElse[A](tag: LightTypeTag, default: => A)(implicit unsafe: Unsafe): A	CODE
LOW	core/shared/src/main/scala/zio/ZEnvironment.scala	352	private[ZEnvironment] def getOrElse[A](tag: LightTypeTag, default: => A)(implicit unsafe: Unsafe): A = {	CODE
LOW	core/shared/src/main/scala/zio/ZLayer.scala	2375	def getOrElseMemoize[E, A, B](scope: Scope)(layer: ZLayer[A, E, B]): ZIO[A, E, ZEnvironment[B]] =	CODE
LOW	core/shared/src/main/scala/zio/FiberId.scala	51	final def getOrElse(that: => FiberId): FiberId = if (isNone) that else self	CODE
LOW⚡	core/shared/src/main/scala/zio/ZIO.scala	3911	final def getOrFail[A](v: => Option[A])(implicit trace: Trace): Task[A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/ZIO.scala	3917	final def getOrFailUnit[A](v: => Option[A])(implicit trace: Trace): IO[Unit, A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/ZIO.scala	3924	final def getOrFailWith[E, A](e: => E)(v: => Option[A])(implicit trace: Trace): IO[E, A] =	CODE
LOW⚡	core/shared/src/main/scala/zio/ZIO.scala	6613	final def getOrElse[A1 >: A](orElse: Cause[E] => A1): A1 = self match {	CODE
LOW⚡	core/shared/src/main/scala/zio/ZIO.scala	6618	final def getOrThrow()(implicit ev: E <:< Throwable, unsafe: Unsafe): A =	CODE
LOW⚡	core/shared/src/main/scala/zio/ZIO.scala	6621	final def getOrThrowFiberFailure()(implicit unsafe: Unsafe): A =	CODE
LOW	core/shared/src/main/scala/zio/stm/TMap.scala	185	def getOrElse(k: K, default: => V): USTM[V] =	CODE
LOW	core/shared/src/main/scala/zio/stm/TMap.scala	192	def getOrElseSTM[R, E](k: K, default: => ZSTM[R, E, V]): ZSTM[R, E, V] =	CODE
LOW	core/shared/src/main/scala/zio/stm/ZSTM.scala	1689	def getOrElseUpdate(key: TRef[?], entry: => Entry): Entry =	CODE
LOW	core/shared/src/main/scala/zio/stm/TRef.scala	63	def getAndSet(a: A): USTM[A] =	CODE
LOW	core/shared/src/main/scala/zio/stm/TRef.scala	74	def getAndUpdate(f: A => A): USTM[A] =	CODE
LOW	core/shared/src/main/scala/zio/stm/TRef.scala	86	def getAndUpdateSome(f: PartialFunction[A, A]): USTM[A] =	CODE
LOW	core/shared/src/main/scala/zio/stm/TRef.scala	155	private[stm] def getOrMakeEntry(journal: Journal): Entry =	CODE
LOW	test/shared/src/main/scala/zio/test/TestOutput.scala	47	private def getAndRemoveSectionOutput(id: SuiteId) =	CODE
LOW	test/shared/src/main/scala/zio/test/TestRandom.scala	449	private def getOrElse[A](buffer: Buffer => (Option[A], Buffer))(random: => A)(implicit unsafe: Unsafe): A =	CODE
LOW	test/shared/src/main/scala/zio/test/TestRandom.scala	452	private def getOrElseChunk[A](	CODE
LOW	…shared/src/main/scala/zio/test/ConcurrentHashMap.scala	33	def getOrElseUpdate(key: K, op: => V): V =	CODE
LOW	website/plugins/zio-ecosystem-docusaurus/index.js	174	function isSidebarItemCategoryConfig(item) {	CODE
LOW	website/plugins/zio-ecosystem-docusaurus/index.ts	186	function isSidebarItemCategoryConfig(item: SidebarItemConfig): item is SidebarItemCategoryConfig {	CODE
LOW	website/src/components/visual-effects/VisualEffect.js	352	export function useVisualEffectNotification(effect) {	CODE
LOW	website/src/components/visual-effects/VisualEffect.js	360	export function useVisualEffectSubscription(effect) {	CODE
LOW	…visual-effects/scenarios/DependencyInjectionVisual.jsx	162	export default function DependencyInjectionVisual() {	CODE
LOW	website/src/theme/DocVersionBanner/index.js	54	function LatestVersionSuggestionLabel({versionLabel, to, onClick}) {	CODE
LOW	docs/guides/migrate/from-monix.md	564	\| `atomic.getAndSet(v)` \| `ref.getAndSet(v)` \| `def getAndSet(a: A): UIO[A]`	CODE
LOW	core-tests/shared/src/test/scala/zio/ZLayerSpec.scala	568	def getAndIncrement: UIO[Int] = ZIO.succeed(ref.getAndIncrement())	CODE
LOW	core-tests/shared/src/test/scala/zio/ZLayerSpec.scala	571	def getAndIncrement: ZIO[Counter, Nothing, Int] =	CODE

Over-Commented Block46 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	core/jvm/src/main/scala/zio/internal/RingBuffer.scala	221	// or this thread got delayed. We need to resynchronize with	COMMENT
LOW	core/jvm/src/main/scala/zio/internal/RingBuffer.scala	361	// There may be two distinct cases:	COMMENT
LOW	…reams/shared/src/main/scala/zio/stream/ZPipeline.scala	2621	encodeStringWith(StandardCharsets.US_ASCII)	COMMENT
LOW	…d_docs/version-1.0.18/resources/ecosystem/officials.md	561	List(Apple(false), Banana(0.4)).toJsonPretty	COMMENT
LOW	…d_docs/version-1.0.18/resources/ecosystem/officials.md	1461	// field1 = Field(	COMMENT
LOW	…d_docs/version-1.0.18/resources/ecosystem/officials.md	1481	// ),	COMMENT
LOW	…oned_docs/version-1.0.18/guides/use-test-assertions.md	61	}	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	41	// caseValue = TestCase(	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	61		COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	81	// )	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	101	// )	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	121	// Spec(	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	141	// caseValue = MultipleCase(	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	181	What's more, assertions also compose with each other allowing for doing rich diffs not only simple value to value compar	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	221	)	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	281	val suite1 = suite("suite1") (	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	301	// ),	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	321	testM("s2.t3") {assertM(nanoTime)(isGreaterThanEqualTo(0L))}	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	341	// caseValue = LabeledCase(	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	361	// )	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	381	// test = <function1>,	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	481	)))	COMMENT
LOW	…e/versioned_docs/version-1.0.18/guides/test_effects.md	741	// label = "ConsoleTest",	COMMENT
LOW	…/versioned_docs/version-1.0.18/reference/misc/chunk.md	81	// 1.5,	COMMENT
LOW	…sioned_docs/version-1.0.18/reference/stream/zstream.md	1181	// Input:	COMMENT
LOW	website/src/components/visual-effects/LayerGraph.js	1	// website/src/components/visual-effects/LayerGraph.js	COMMENT
LOW	website/src/components/visual-effects/StreamPipeline.js	1	// website/src/components/visual-effects/StreamPipeline.js	COMMENT
LOW	website/src/components/visual-effects/diParams.js	1	// website/src/components/visual-effects/diParams.js	COMMENT
LOW	…bsite/src/components/visual-effects/streamingParams.js	1	// website/src/components/visual-effects/streamingParams.js	COMMENT
LOW	…/components/visual-effects/pipeline/PipelineStages.jsx	1	// website/src/components/visual-effects/pipeline/PipelineStages.jsx	COMMENT
LOW	…rc/components/visual-effects/layers/LayerGraphView.jsx	1	// website/src/components/visual-effects/layers/LayerGraphView.jsx	COMMENT
LOW	…ite/src/components/visual-effects/sounds/taskSounds.js	1	import * as Tone from 'tone';	COMMENT
LOW	…omponents/visual-effects/scenarios/StreamingVisual.jsx	21	// ZStream snippet shown in the Code toggle line for line, exactly like	COMMENT
LOW	docs/reference/di/automatic-layer-construction.md	81	object MainApp extends ZIOAppDefault {	COMMENT
LOW	docs/reference/di/automatic-layer-construction.md	121	Cake.live,	COMMENT
LOW	docs/reference/stream/zstream/operations.md	521	// What is the classroom of Jennifer? A	COMMENT
LOW	docs/reference/stream/zchannel/channel-interruption.md	41	// 52	COMMENT
LOW	…ervice-pattern/defining-polymorphic-services-in-zio.md	41	}	COMMENT
LOW	…tests/shared/src/test/scala/zio/stream/ZSinkSpec.scala	781	.fail(new Throwable("Sink failed"))	COMMENT
LOW	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	401	// val test =	COMMENT
LOW	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	421	// }	COMMENT
LOW	…/scala/zio/examples/test/ZLayerInjectExampleSpec.scala	1	//package zio.examples.test	COMMENT
LOW	…/scala/zio/examples/test/ZLayerInjectExampleSpec.scala	21	// assertZIO(exampleZio)(anything)	COMMENT
LOW	…ks/src/main/scala/zio/QueueBackPressureBenchmark.scala	101		COMMENT
LOW	…arks/src/main/scala/zio/QueueSequentialBenchmark.scala	81	}	COMMENT
LOW	…/shared/src/test/scala/zio/RuntimeBootstrapTests.scala	641	interruptibleAfterRace()	COMMENT

Structural Annotation Overuse27 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	…nfigurable/docs/make-a-zio-application-configurable.md	37	## Step 1: Define the Configuration Data Types (ADTs)	COMMENT
LOW	…nfigurable/docs/make-a-zio-application-configurable.md	45	## Step 2: Define the Configuration Descriptor	COMMENT
LOW	…nfigurable/docs/make-a-zio-application-configurable.md	60	## Step 3: Accessing Configuration Data using `ZIO.config`	COMMENT
LOW	…nfigurable/docs/make-a-zio-application-configurable.md	210	## Step 3: Reading Configuration Data From HOCON Files	COMMENT
LOW	…nfigurable/docs/make-a-zio-application-configurable.md	273	## Step 4: Running The Application	COMMENT
LOW⚡	…guides/tutorials/getting-started-threadlocal-bridge.md	269	// Step 1: Create a ThreadLocal to store the request ID	COMMENT
LOW⚡	…guides/tutorials/getting-started-threadlocal-bridge.md	274	// Step 2: A helper function that reads from the ThreadLocal	COMMENT
LOW⚡	…guides/tutorials/getting-started-threadlocal-bridge.md	279	// Step 3: The main example	COMMENT
LOW	docs/reference/schedule.md	62	#### Step 1: Just a Count	COMMENT
LOW	docs/reference/schedule.md	72	#### Step 2: Add Timing	COMMENT
LOW	docs/reference/schedule.md	84	#### Step 3: Generalize the Counter into State, and Add Input	COMMENT
LOW	docs/reference/schedule.md	97	#### Step 4: Report Something Back	COMMENT
LOW	docs/reference/schedule.md	110	#### Step 5: Make It Effectful, and Make Time Explicit	COMMENT
LOW	docs/reference/schedule.md	123	#### Step 6: Refine "a Delay" into "a Set of Valid Windows"	COMMENT
LOW	docs/reference/di/motivation.md	48	## Step 1: Inversion of Control	COMMENT
LOW	docs/reference/di/motivation.md	71	## Step 2: Decoupling from Implementations	COMMENT
LOW	docs/reference/di/motivation.md	135	## Step 3: Binding Interfaces to their Implementations	COMMENT
LOW	docs/reference/di/motivation.md	177	## Step 4: Effectful Constructors	COMMENT
LOW	docs/reference/di/motivation.md	308	## Step 5: Using ZIO Environment To Declare Dependencies	COMMENT
LOW	docs/reference/di/motivation.md	342	## Step 6: Automatic Dependency Graph Generation	COMMENT
LOW	docs/reference/di/dependency-injection-in-zio.md	30	### Step 1: Accessing Services From The ZIO Environment	COMMENT
LOW	docs/reference/di/dependency-injection-in-zio.md	72	### Step 2: Writing Application Logic Using Services	COMMENT
LOW	docs/reference/di/dependency-injection-in-zio.md	94	### Step 3: Building The Dependency Graph (Optional)	COMMENT
LOW	docs/reference/di/dependency-injection-in-zio.md	136	### Step 4: Providing Dependencies to the ZIO Environment	COMMENT
LOW⚡	docs/reference/state-management/threadlocal-bridge.md	124	// Step 1: Create a Java ThreadLocal to hold the request ID	COMMENT
LOW⚡	docs/reference/state-management/threadlocal-bridge.md	129	// Step 2: Define a logging function that reads from the ThreadLocal	COMMENT
LOW⚡	docs/reference/state-management/threadlocal-bridge.md	136	// Step 3: Set up the bridge in a scoped context	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	…hared/src/test/scala/zio/test/SmartAssertionSpec.scala	74	assertTrue(company.users.head.posts.head.publishDate.contains(LocalDateTime.MAX))	CODE
CRITICAL	…hared/src/test/scala/zio/test/SmartAssertionSpec.scala	115	assertTrue(company.users.head.posts.head.publishDate.contains(LocalDateTime.MAX))	CODE
CRITICAL	docs/guides/migrate/from-akka.md	1127	com.devsisters.shardcake.Server.run.provide(	CODE
CRITICAL	benchmarks/src/main/scala/zio/GenBenchmarks.scala	97	nyaya.gen.Gen.double.list.sample()	CODE

Fake / Example Data17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	…sts/shared/src/test/scala/zio/test/AssertionSpec.scala	117	val probe: Person = Person("John", 30, Address("New York", "123 Main St"))	CODE
LOW	…sts/shared/src/test/scala/zio/test/AssertionSpec.scala	124	errorString == "Person.address.city : expected 'San Francisco' got 'New York'\nPerson.address.street : expecte	CODE
LOW	scalafix/input/src/main/scala/fix/ZStreamSpec.scala	3190	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/input/src/main/scala/fix/ZStreamSpec.scala	3203	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/input/src/main/scala/fix/ZStreamSpec.scala	3216	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/input/src/main/scala/fix/ZStreamSpec.scala	3224	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/output/src/main/scala/fix/ZStreamSpec.scala	3189	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/output/src/main/scala/fix/ZStreamSpec.scala	3202	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/output/src/main/scala/fix/ZStreamSpec.scala	3215	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	scalafix/output/src/main/scala/fix/ZStreamSpec.scala	3223	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	docs/guides/tutorials/encode-and-decode-json-data.md	76	assertTrue(decoded == Right("John Doe"))	CODE
LOW	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	4972	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	4986	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	5000	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	…sts/shared/src/test/scala/zio/stream/ZStreamSpec.scala	5010	.fromChunk(Chunk.fromArray("Lorem ipsum".toArray))	CODE
LOW	core-tests/shared/src/test/scala/zio/ZLayerSpec.scala	582	person <- (ZLayer.succeed("Jane Doe") ++ ZLayer.succeed(42) >>> layer).build	CODE
LOW	core-tests/shared/src/test/scala/zio/ZLayerSpec.scala	583	} yield assertTrue(person == ZEnvironment(Person("Jane Doe", 42)))	CODE

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…reference/test/property-testing/how-generators-work.md	240	To create more samples, we can use `Gen#runCollectN`, which repeatedly runs the generator as much as we need. In this ex	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…lia/src/main/scala-2/zio/test/magnolia/DeriveGen.scala	29	* types made up of standard types. For example, here is how you can	COMMENT

zio/zio

Open-Source Code Quality, Security and Technical Debt Review