0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

19.5K

Stars

Kotlin

Language

224.1K

Lines of Code

1.9K

Files

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 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 13 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.3/100 · LOW

Are imports declared and package/API names verified? 32 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 4.0/100 · LOW

Which changes need focused human review? 51 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 13HIGH 0MEDIUM 7LOW 31

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 51 distinct pattern matches across 7 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.

Hallucination Indicators13 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	…stcases/valueClass/main/src/commonTest/kotlin/Tests.kt	53	// at org.jetbrains.kotlin.backend.konan.BoxingKt.getTypeConversion(Boxing.kt:30)	COMMENT
CRITICAL	…bMain/kotlin/org/jetbrains/compose/web/dom/Base.web.kt	208	private val EmptyStyleScope = org.jetbrains.compose.web.css.StyleScopeBuilder()	CODE
CRITICAL	…brains/compose/html/compiler/RuntimeDiagnosticsTest.kt	72	java.io.File(Unit::class.java.protectionDomain.codeSource.location.toURI()).path,	CODE
CRITICAL	…jetbrains/compose/html/compiler/WrapperLoweringTest.kt	376	org.jetbrains.compose.web.dom.Input(type = Mark(name), attrs = { Text("custom input") })	CODE
CRITICAL	…jetbrains/compose/html/compiler/WrapperLoweringTest.kt	377	org.jetbrains.compose.web.dom.Input(type = InputType.Text, attrs = null as String?)	CODE
CRITICAL	…jetbrains/compose/html/compiler/WrapperLoweringTest.kt	401	fun org.jetbrains.compose.web.attributes.builders.TextAreaAttrsScope.customTextAreaHelper() {	CODE
CRITICAL	…lin/org/jetbrains/compose/html/compiler/TestSupport.kt	183	val composePlugin = File(ComposePluginRegistrar::class.java.protectionDomain.codeSource.location.toURI())	CODE
CRITICAL	…commonMain/kotlin/benchmarks/compose/ContentArticle.kt	53	elementBuilder = org.jetbrains.compose.web.dom.ElementBuilder.createBuilder("time"),	CODE
CRITICAL	…kotlin/plugin/testing/CompilerPluginTestHarnessTest.kt	99	val stdlib = File(Unit::class.java.protectionDomain.codeSource.location.toURI())	CODE
CRITICAL	…kotlin/plugin/testing/CompilerPluginTestHarnessTest.kt	118	val library = File(GoldenMode::class.java.protectionDomain.codeSource.location.toURI())	CODE
CRITICAL	…lin/plugin/testing/AbstractCompilerPluginIrTestTest.kt	44	fun marker() = org.jetbrains.kotlin.plugin.testing.AbstractCompilerPluginIrTestTest()	STRING
CRITICAL	…lin/plugin/testing/AbstractCompilerPluginIrTestTest.kt	127	assertEquals(File(Unit::class.java.protectionDomain.codeSource.location.toURI()), stdlib)	CODE
CRITICAL	…mpose/test/tests/integration/DesktopApplicationTest.kt	398	org.gradle.jvm.toolchain.internal.DefaultJvmVendorSpec.of(	CODE

Fake / Example Data19 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…tbrains/compose/web/attributes/PredefinedAttrValues.kt	489	* The phone number without the country or area code. This can be split further into two parts, for phone number	COMMENT
LOW	…n/kotlin/org/jetbrains/compose/web/attributes/Attrs.kt	321	attr("placeholder", value)	CODE
LOW	…n/kotlin/org/jetbrains/compose/web/attributes/Attrs.kt	475	attr("placeholder", value)	CODE
LOW	…g/jetbrains/compose/web/dom/CommonInputElementsTest.kt	19	EmailInput(value = "user@example.com")	CODE
LOW	…in/org/jetbrains/compose/web/dom/CommonElementsTest.kt	428	attr("placeholder", "Write <something>")	CODE
LOW	…ks/src/commonMain/kotlin/benchmarks/compose/FormApp.kt	112	field.placeholder?.let { attr("placeholder", it) }	CODE
LOW	…rks/src/commonMain/kotlin/benchmarks/model/Fixtures.kt	174	author = "Jane Doe",	CODE
LOW	…hmarks/src/jvmMain/kotlin/benchmarks/model/TextData.kt	9	const val BAVARIA_FOO = "Bavaria ipsum dolor sit amet gwiss Charivari Auffisteign koa. Umma pfenningguat vui huift vui b	CODE
LOW	…tbrains/compose/web/attributes/PredefinedAttrValues.kt	455	* The phone number without the country or area code. This can be split further into two parts, for phone number	COMMENT
LOW	…n/kotlin/org/jetbrains/compose/web/attributes/Attrs.kt	192	attr("placeholder", value)	CODE
LOW	…n/kotlin/org/jetbrains/compose/web/attributes/Attrs.kt	292	attr("placeholder", value)	CODE
LOW	…red/src/commonMain/composeResources/values/strings.xml	4	<string name="multi_line">Lorem ipsum dolor sit amet,\nconsectetur adipiscing elit.	CODE
LOW	…red/src/commonMain/composeResources/values/strings.xml	4	<string name="multi_line">Lorem ipsum dolor sit amet,\nconsectetur adipiscing elit.	CODE
LOW	…in/benchmarks/multipleComponents/MultipleComponents.kt	275	val lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do" +	CODE
LOW	…in/benchmarks/multipleComponents/MultipleComponents.kt	275	val lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do" +	CODE
LOW	tutorials/Signing_and_notarization_on_macOS/README.md	187	identity.set("John Doe")	CODE
LOW	tutorials/Signing_and_notarization_on_macOS/README.md	195	* Set the `identity` DSL property to the certificate's name, e.g. `"John Doe"`.	COMMENT
LOW	…ces/src/commonMain/composeResources/values/strings.xml	4	<string name="multi_line">Lorem ipsum dolor sit amet,	CODE
LOW	…ces/src/commonMain/composeResources/values/strings.xml	4	<string name="multi_line">Lorem ipsum dolor sit amet,	CODE

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	24	# ── Configuration ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	35	# ── Helpers ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	39	# ── 1. Detect target device or simulator ──────────────────────────────────────	COMMENT
MEDIUM	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	106	# ── 2. Build ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	153	# ── 3. Install ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	178	# ── 4. Run benchmarks ──────────────────────────────────────────────────────────	COMMENT

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tools/upload_package_from_prebuilts.sh	1	#!/bin/bash	COMMENT
LOW	…cases/constructors/main/src/commonTest/kotlin/Tests.kt	321	fun testValueClass() = runTest {	COMMENT
LOW	…/generator/src/main/resources/common-dom-selection.txt	1	# Classifier selection for the generated common DOM facade.	COMMENT
LOW	…et/generator/src/main/resources/dom-api-exclusions.txt	1	# Declaration-level omissions that classifier selection cannot express.	COMMENT
LOW	…n/androidx/ui/examples/jetissues/view/JetIssuesView.kt	1	// READ ME FIRST!	COMMENT
LOW	…ndroidx/ui/examples/jetissues/data/IssuesRepository.kt	1	// READ ME FIRST!	COMMENT
LOW	benchmarks/ios/README.md	1	### Moved to [multiplatform](https://github.com/JetBrains/compose-multiplatform/tree/master/benchmarks/multiplatform)	COMMENT
LOW	benchmarks/ios/jvm-vs-kotlin-native/README.md	1	### Moved to [multiplatform](https://github.com/JetBrains/compose-multiplatform/tree/master/benchmarks/multiplatform)	COMMENT
LOW	benchmarks/kn-performance/README.md	1	### Moved to [multiplatform](https://github.com/JetBrains/compose-multiplatform/tree/master/benchmarks/multiplatform)	COMMENT
LOW	benchmarks/multiplatform/iosApp/run_ios_benchmarks.sh	1	#!/bin/bash	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/replace_version_common.sh	1	# This file contains common functions for replaceVersion.sh and replaceVersionInLibs.sh scripts	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…chmarks/showcases/LazyGridImageView/download_images.sh	24	# Check if download was successful	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	components/resources/library/karma.config.d/config.js	47	function KarmaWebpackOutputFramework(config) {	CODE

JetBrains/compose-multiplatform

Open-Source Code Quality, Security and Technical Debt Review