1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.0K

Stars

Scala

Language

166.7K

Lines of Code

2.6K

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 61 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.9/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 29 finding(s).

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 84 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 15HIGH 1MEDIUM 4LOW 64

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 84 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 Indicators15 hits · 165 pts

Severity	File	Line	Snippet	Context
CRITICAL	main-command/src/main/scala/sbt/State.scala	384	s.configuration.provider.scalaProvider.launcher.globalLock.apply(	CODE
CRITICAL	…lete/src/main/scala/sbt/internal/util/LineReader.scala	224	sbt.internal.util.complete.JLineCompletion.installCustomCompletor(cr, complete)	CODE
CRITICAL	…ogging/src/main/scala/sbt/internal/util/Terminal.scala	844	org.jline.utils.InfoCmp.Capability.values().map(c => c.toString -> c).toMap	CODE
CRITICAL	…rver-test/src/test/scala/testpkg/BuildServerTest.scala	774	\|def jdk: File = sbt.internal.util.Util.javaHome.toFile()	STRING
CRITICAL	project/Utils.scala	104	dotty.tools.dotc.core.StdNames.nme.keywords.map(_.toString).toSet	CODE
CRITICAL	main-settings/src/main/scala/sbt/Def.scala	251	sbt.internal.util.complete.Parsers.spaceDelimited(argLabel)	CODE
CRITICAL	main-settings/src/main/scala/sbt/InputTask.scala	75	Types.const(sbt.internal.util.complete.DefaultParsers.success(()))	CODE
CRITICAL	…il-cache/src/test/scala/sbt/util/ActionCacheTest.scala	895	val midnightUTC = java.nio.file.attribute.FileTime.from(	CODE
CRITICAL⚡	util-cache/src/main/scala/sbt/util/Output.scala	36	val js = sjsonnew.support.scalajson.unsafe.Converter.toJson(value).get	CODE
CRITICAL⚡	util-cache/src/main/scala/sbt/util/Output.scala	39	sjsonnew.support.scalajson.unsafe.CompactPrinter.print(js, out)	CODE
CRITICAL⚡	util-cache/src/main/scala/sbt/util/Output.scala	48	val js = sjsonnew.support.scalajson.unsafe.Converter.toJson(value).get	CODE
CRITICAL⚡	util-cache/src/main/scala/sbt/util/Output.scala	53	sjsonnew.support.scalajson.unsafe.CompactPrinter.print(js, out)	CODE
CRITICAL	util-cache/src/main/scala/sbt/util/Input.scala	53	.fromJson(sjsonnew.support.scalajson.unsafe.Parser.parseFromFile(file).get)	CODE
CRITICAL	util-cache/src/main/scala/sbt/util/Input.scala	71	sjsonnew.support.scalajson.unsafe.Parser.parseFromByteArray(bytes).get	CODE
CRITICAL	util-cache/src/main/scala/sbt/util/Input.scala	73	sjsonnew.support.scalajson.unsafe.Converter.fromJson(json).get	CODE

Over-Commented Block34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	main-command/src/main/scala/sbt/BasicCommands.scala	201	def multiParser(s: State): Parser[List[String]] = multiParserImpl(Some(s))	COMMENT
LOW	main-command/src/main/scala/sbt/BasicCommands.scala	221	// we search for a named command whose name is a prefix of the first command in the list.	COMMENT
LOW	sbt-app/src/sbt-test/nio/file-hashes/original/Bar.md	1	### Bar	COMMENT
LOW	sbt-app/src/sbt-test/nio/file-hashes/changes/Bar.md	1	### Bar updated	COMMENT
LOW	sbt-app/src/sbt-test/nio/file-hashes/base/Bar.md	1	### Bar	COMMENT
LOW	sbt-app/src/sbt-test/nio/diff/changes/Bar.md	1	### new bar	COMMENT
LOW	sbt-app/src/sbt-test/nio/diff/base/Bar.md	1	### Bar	COMMENT
LOW	sbt-app/src/sbt-test/nio/last-modified/changes/Bar.md	1	### new bar	COMMENT
LOW	sbt-app/src/sbt-test/nio/last-modified/changes/Bar2.md	1	### new bar 2	COMMENT
LOW	sbt-app/src/sbt-test/nio/last-modified/base/Bar.md	1	### Bar	COMMENT
LOW	…rc/main/scala/sbt/internal/util/hashing/WyHash64.scala	121	// val secret2 = PRIME64_2	COMMENT
LOW	…rc/main/scala/sbt/internal/util/hashing/WyHash64.scala	141	// var see0 = s	COMMENT
LOW	…rc/main/scala/sbt/internal/util/hashing/WyHash64.scala	161	// b = readLongLE(buf, off + len - 8)	COMMENT
LOW	project/SbtScriptedIT.scala	1	// import sbt._	COMMENT
LOW	project/SbtScriptedIT.scala	21	// override lazy val globalSettings = Seq(	COMMENT
LOW	project/SbtScriptedIT.scala	41	// git.checkout().setName(ref).call()	COMMENT
LOW	project/SbtScriptedIT.scala	61	// s"""-Dsbt.build.lm.moduleName=${lmArtifactID}""",	COMMENT
LOW	project/SbtScriptedIT.scala	81		COMMENT
LOW	project/SbtScriptedIT.scala	101	// sbtTestDirectory.value / thisProject.value.id,	COMMENT
LOW	…n/scala/sbt/internal/librarymanagement/LMSysProp.scala	21	case "0" \| "never" \| "false" => Some(false)	COMMENT
LOW	…internal/librarymanagement/SemanticSelectorExtra.scala	61	s"$op$versionStr$tagsStr"	COMMENT
LOW	scripts/distrust-emudhra.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/ci.yml	161	./sbt -v "RepoOverrideTest/scripted force-proxy-repos-file/*"	COMMENT
LOW	main-settings/src/test/scala/sbt/std/UsageTest.scala	161	val it6b = Def.inputTaskDyn {	COMMENT
LOW	launcher-package/upload/sbt-upload.sh	1	#!/usr/bin/env bash	COMMENT
LOW	launcher-package/upload/sbt-upload.sh	21	#	COMMENT
LOW	launcher-package/upload/sbt-upload.sh	41	# - for POLR_USERNAME/POLR_PASSWORD, you will need the credentials	COMMENT
LOW	launcher-package/upload/sbt-upload.sh	61	#	COMMENT
LOW	launcher-package/upload/sbt-upload.sh	261	echo	COMMENT
LOW	launcher-package/src/universal/conf/sbtconfig.txt	1	# sbt configuration file for Windows	COMMENT
LOW	main/src/main/scala/sbt/internal/SysProp.scala	61	def double(name: String, default: Double): Double =	COMMENT
LOW	main/src/main/scala/sbt/internal/ConsoleProject.scala	101	// Two things are required so the REPL resolves `sbt.*` (e.g.	COMMENT
LOW	main/src/main/scala/sbt/internal/ConsoleProject.scala	121	// objects for every `sbt.` and `scala.` class. `local` skips	COMMENT
LOW	main/src/main/scala/sbt/internal/LogManager.scala	241	// private[sbt] def setGlobalLogLevels(s: State, data: Def.Settings): State =	COMMENT

Hyper-Verbose Identifiers25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	tasks-standard/src/main/scala/sbt/Task.scala	29	def getOrElse[B](key: AttributeKey[B], default: => B): B = attributes.getOrElse(key, default)	CODE
LOW	tasks-standard/src/main/scala/sbt/std/Transform.scala	38	private def getOrId(map: [A] => TaskId[A] => Option[Task[A]]): [A] => TaskId[A] => Task[A] =	CODE
LOW	…ile/src/main/scala/sbt/internal/parser/SbtParser.scala	104	def getOrCreateReporter(uniqueFileName: String): StoreReporter =	CODE
LOW	…util-logging/src/main/scala/sbt/util/LogExchange.scala	51	def getOrElseUpdateStringCodec[A](tag: String, v: ShowLines[A]): ShowLines[A] =	CODE
LOW	…main/scala/sbt/internal/inc/ZincComponentManager.scala	41	def getOrElse(orElse: => Iterable[File]): Iterable[File] =	CODE
LOW	…tion/src/main/scala/sbt/internal/util/Attributes.scala	188	def getOrElse[T](k: AttributeKey[T], default: => T): T =	CODE
LOW	…collection/src/main/scala/sbt/internal/util/PMap.scala	37	def getOrUpdate[T](k: K[T], make: => V[T]): V[T]	CODE
LOW	…collection/src/main/scala/sbt/internal/util/PMap.scala	101	def getOrUpdate[T](k: K[T], make: => V[T]) =	CODE
LOW	…n/scala/sbt/internal/librarymanagement/LMSysProp.scala	26	def getOrFalse(name: String): Boolean = booleanOpt(name).getOrElse(false)	CODE
LOW	…n/scala/sbt/internal/librarymanagement/LMSysProp.scala	27	def getOrTrue(name: String): Boolean = booleanOpt(name).getOrElse(true)	CODE
LOW	main-settings/src/main/scala/sbt/Structure.scala	336	final def getOrElse[A2 >: A1](or: => A2): Initialize[A2] =	CODE
LOW	main-settings/src/main/scala/sbt/Structure.scala	483	def getOrElse[A2 >: A1](or: => A2): Initialize[Task[A2]] =	CODE
LOW	main/src/main/scala/sbt/ProjectExtra.scala	267	def getOrError[T](state: State, key: AttributeKey[T], msg: String): T =	CODE
LOW	main/src/main/scala/sbt/ProjectExtra.scala	596	def getOrNil[A](s: State, key: AttributeKey[List[A]]): List[A] =	CODE
LOW	main/src/main/scala/sbt/MainLoop.scala	239	def getOrSet[T](state: State, key: AttributeKey[T], value: Extracted => T): State =	CODE
LOW	main/src/main/scala/sbt/Extracted.scala	131	private def getOrError[T](key: ScopedKey[?], value: Option[T])(using	CODE
LOW	main/src/main/scala/sbt/Extracted.scala	136	private def getOrError[T](key: ScopedKey[T])(using	CODE
LOW	main/src/main/scala/sbt/internal/SysProp.scala	39	def getOrFalse(name: String): Boolean = booleanOpt(name).getOrElse(false)	CODE
LOW	main/src/main/scala/sbt/internal/SysProp.scala	40	def getOrTrue(name: String): Boolean = booleanOpt(name).getOrElse(true)	CODE
LOW	main/src/main/scala/sbt/internal/SysProp.scala	284	private def getOrUpdateSysProp(key: String)(value: String): String =	CODE
LOW	main/src/main/scala/sbt/internal/BuildDef.scala	122	private def getOrElseUpdate(	CODE
LOW	…in/scala/sbt/internal/server/BuildServerReporter.scala	193	private def getAndClearPreviousDocuments(source: VirtualFileRef): Seq[TextDocumentIdentifier] =	CODE
LOW	main/src/main/scala/sbt/nio/FileStamp.scala	245	def getOrElseUpdate(path: Path, stamper: FileStamper): Option[FileStamp] =	CODE
LOW	util-cache/src/main/scala/sbt/util/CacheImplicits.scala	74	private def getOrElseUpdate(	CODE
LOW	util-cache/src/main/scala/sbt/util/CacheImplicits.scala	89	private def getOrElseUpdate(	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	launcher-package/upload/sbt-upload.sh	76	#--------------------------------------------------------------	COMMENT
MEDIUM	…/test/scala/sbt/internal/CompilerConsoleOptsTest.scala	13	// ── deterministic unit cases ──────────────────────────────────────────────	COMMENT
MEDIUM	…/test/scala/sbt/internal/CompilerConsoleOptsTest.scala	111	// ── property-based cases ──────────────────────────────────────────────────	COMMENT
MEDIUM	…/test/scala/sbt/internal/CompilerConsoleOptsTest.scala	127	// ── helpers ───────────────────────────────────────────────────────────────	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	LLM_POLICY.md	11	- Ensure that you review and understand all code generated by AI tools before including it in your PR - do not blindly t	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…t-test/project/remote-project-transitive-deps/setup.sh	10	git config user.email "test@test.com"	CODE
LOW	…app/src/sbt-test/project/remote-project-dedup/setup.sh	9	git config user.email "test@test.com"	CODE
LOW	…rc/sbt-test/project/remote-project-git-branch/setup.sh	9	git config user.email "test@test.com"	CODE
LOW	…pp/src/sbt-test/project/remote-project-update/setup.sh	8	git config user.email "test@test.com"	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/distrust-emudhra.sh	13	# Usage:	COMMENT

sbt/sbt

Open-Source Code Quality, Security and Technical Debt Review