1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.6K

Stars

Java

Language

348.8K

Lines of Code

2.8K

Files

103

Pattern Hits

2026-10-31

Scan Date

0.02

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 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 50 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.4/100 · LOW

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

Agent Over-Engineering Ratio 1.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 103 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 31HIGH 21MEDIUM 1LOW 50

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 103 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 Indicators31 hits · 310 pts

Severity	File	Line	Snippet	Context
CRITICAL	build-logic/src/main/kotlin/InstallGraalVm.kt	52	val os = org.gradle.internal.os.OperatingSystem.current()	CODE
CRITICAL	pkl-server/src/main/kotlin/org/pkl/server/Server.kt	162	org.pkl.core.packages.Dependency.RemoteDependency(	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	807	org.pkl.core.runtime.Identifier.localProperty(name),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	813	org.pkl.core.runtime.Identifier.get(name),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	820	sourceSection, org.pkl.core.runtime.Identifier.get(name), p.levelsUp(), needsConst);	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	825	org.pkl.core.runtime.Identifier.localProperty(name),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	831	org.pkl.core.runtime.Identifier.get(name),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	3397	org.pkl.core.runtime.Identifier.property(clazz.getName().getValue(), isLocal),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	3404	org.pkl.core.runtime.Identifier.property(typealias.getName().getValue(), isLocal),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	3411	org.pkl.core.runtime.Identifier.property(prop.getName().getValue(), isLocal),	CODE
CRITICAL⚡	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	3418	org.pkl.core.runtime.Identifier.method(method.getName().getValue(), isLocal),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	863	org.pkl.core.runtime.Identifier.get(name),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	872	org.pkl.core.runtime.Identifier.get(name),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	902	var identifier = org.pkl.core.runtime.Identifier.method(name, method.isLocal());	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	984	var identifier = org.pkl.core.runtime.Identifier.get(name);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	1018	org.pkl.core.runtime.Identifier.get(name),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	1865	org.pkl.core.runtime.Identifier.property(	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	1896	org.pkl.core.runtime.Identifier.property(prop.getName().getValue(), local),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	1902	org.pkl.core.runtime.Identifier.method(method.getName().getValue(), local),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	1930	org.pkl.core.runtime.Identifier.property(clazz.getName().getValue(), isLocalClass);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2101	var propertyName = org.pkl.core.runtime.Identifier.property(name.getValue(), isLocal);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2175	var methodName = org.pkl.core.runtime.Identifier.method(entry.getName().getValue(), isLocal);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2266	var name = org.pkl.core.runtime.Identifier.property(typeAlias.getName().getValue(), isLocal);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2432	org.pkl.core.runtime.Identifier.get(identifier.getValue()),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2443	org.pkl.core.runtime.Identifier.localProperty(identifier1.getValue()),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2444	org.pkl.core.runtime.Identifier.get(identifier2.getValue()),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2468	org.pkl.core.runtime.Identifier.property(prop.getIdentifier().getValue(), local),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2473	org.pkl.core.runtime.Identifier.method(method.getIdentifier().getValue(), local),	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2716	var identifier = org.pkl.core.runtime.Identifier.property(propertyName, isLocal);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	2867	var methodName = org.pkl.core.runtime.Identifier.method(identifier.getValue(), true);	CODE
CRITICAL	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	3302	return org.pkl.core.runtime.Identifier.get(text);	CODE

Cross-File Repetition21 hits · 105 pts

Severity	File	Snippet	Context
HIGH	…/src/test/kotlin/org/pkl/cli/CliProjectResolverTest.kt	amends "pkl:project" dependencies { ["birds"] { uri = "package://localhost:0/birds@0.5.0" } }	STRING
HIGH	…c/test/kotlin/org/pkl/executor/EmbeddedExecutorTest.kt	amends "pkl:project" dependencies { ["birds"] { uri = "package://localhost:0/birds@0.5.0" } }	STRING
HIGH	pkl-core/src/test/kotlin/org/pkl/core/AnalyzerTest.kt	amends "pkl:project" dependencies { ["birds"] { uri = "package://localhost:0/birds@0.5.0" } }	STRING
HIGH	pkl-cli/src/test/kotlin/org/pkl/cli/CliEvaluatorTest.kt	function fib(n) = if (n < 2) 0 else fib(n - 1) + fib(n - 2) x = fib(100)	STRING
HIGH	…radle/src/test/kotlin/org/pkl/gradle/EvaluatorsTest.kt	function fib(n) = if (n < 2) 0 else fib(n - 1) + fib(n - 2) x = fib(100)	STRING
HIGH	pkl-core/src/test/kotlin/org/pkl/core/EvaluatorTest.kt	function fib(n) = if (n < 2) 0 else fib(n - 1) + fib(n - 2) x = fib(100)	STRING
HIGH	…test/kotlin/org/pkl/gradle/KotlinCodeGeneratorsTest.kt	plugins { id "org.pkl-lang" } pkl { evaluators { evaltest { outputformat = "pcf" } } }	STRING
HIGH	…c/test/kotlin/org/pkl/gradle/JavaCodeGeneratorsTest.kt	plugins { id "org.pkl-lang" } pkl { evaluators { evaltest { outputformat = "pcf" } } }	STRING
HIGH	…radle/src/test/kotlin/org/pkl/gradle/EvaluatorsTest.kt	plugins { id "org.pkl-lang" } pkl { evaluators { evaltest { outputformat = "pcf" } } }	STRING
HIGH	…otlin/org/pkl/codegen/java/CliJavaCodeGeneratorTest.kt	module org.foo.module1 class person { name: string }	STRING
HIGH	…t/kotlin/org/pkl/codegen/java/JavaCodeGeneratorTest.kt	module org.foo.module1 class person { name: string }	STRING
HIGH	…tlin/org/pkl/codegen/kotlin/KotlinCodeGeneratorTest.kt	module org.foo.module1 class person { name: string }	STRING
HIGH	…n/org/pkl/codegen/kotlin/CliKotlinCodeGeneratorTest.kt	module org.foo.module1 class person { name: string }	STRING
HIGH	…otlin/org/pkl/codegen/java/CliJavaCodeGeneratorTest.kt	module org.bar.module2 import "../../org/foo/module1.pkl" class group { owner: module1.person name: string }	STRING
HIGH	…t/kotlin/org/pkl/codegen/java/JavaCodeGeneratorTest.kt	module org.bar.module2 import "../../org/foo/module1.pkl" class group { owner: module1.person name: string }	STRING
HIGH	…tlin/org/pkl/codegen/kotlin/KotlinCodeGeneratorTest.kt	module org.bar.module2 import "../../org/foo/module1.pkl" class group { owner: module1.person name: string }	STRING
HIGH	…n/org/pkl/codegen/kotlin/CliKotlinCodeGeneratorTest.kt	module org.bar.module2 import "../../org/foo/module1.pkl" class group { owner: module1.person name: string }	STRING
HIGH	…otlin/org/pkl/codegen/java/CliJavaCodeGeneratorTest.kt	module org.baz.module3 import "../../org/bar/module2.pkl" class supergroup { owner: module2.group }	STRING
HIGH	…t/kotlin/org/pkl/codegen/java/JavaCodeGeneratorTest.kt	module org.baz.module3 import "../../org/bar/module2.pkl" class supergroup { owner: module2.group }	STRING
HIGH	…tlin/org/pkl/codegen/kotlin/KotlinCodeGeneratorTest.kt	module org.baz.module3 import "../../org/bar/module2.pkl" class supergroup { owner: module2.group }	STRING
HIGH	…n/org/pkl/codegen/kotlin/CliKotlinCodeGeneratorTest.kt	module org.baz.module3 import "../../org/bar/module2.pkl" class supergroup { owner: module2.group }	STRING

Over-Commented Block30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	libpkl/scripts/build_unix.sh	1	#!/bin/bash	COMMENT
LOW	libpkl/src/main/c/pkl.c	21	#include <windows.h>	COMMENT
LOW	pkl-gradle/src/main/java/org/pkl/gradle/PklPlugin.java	401	//	COMMENT
LOW	…gic/src/main/resources/license-header.hash-comment.txt	1	#===----------------------------------------------------------------------===//	COMMENT
LOW	…gic/src/main/resources/license-header.line-comment.txt	1	//===----------------------------------------------------------------------===//	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	21	// import java.net.URISyntaxException;	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	41	// private final ModuleResolver resolver =	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	61	// @Test	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	81	//	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	101	// assertEquals("https://some.domain.com/import/file.pkl", result.toString());	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	121	// assertEquals("https://other.domain.com/path2/script2.pkl", result.toString());	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	141	// }	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	161	// literalUrlModule, sourceSection);	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	181	// }	COMMENT
LOW	…tlin/org/pkl/core/runtime/DefaultModuleResolverTest.kt	201	//	COMMENT
LOW	…/src/test/kotlin/org/pkl/core/runtime/ModuleKeyTest.kt	21	// import java.net.URI;	COMMENT
LOW	…/src/test/kotlin/org/pkl/core/runtime/ModuleKeyTest.kt	41	// ModuleKey module = ModuleKeys.standardLibrary("base");	COMMENT
LOW	…/src/test/kotlin/org/pkl/core/runtime/ModuleKeyTest.kt	61	// assertFalse(module.isBaseModule());	COMMENT
LOW	…/src/test/kotlin/org/pkl/core/runtime/ModuleKeyTest.kt	81	// }	COMMENT
LOW	…java/org/pkl/core/util/properties/PropertiesUtils.java	21		COMMENT
LOW	…re/src/main/java/org/pkl/core/util/paguro/RrbTree.java	701	//	COMMENT
LOW	…re/src/main/java/org/pkl/core/util/paguro/RrbTree.java	961	// from MIN_NODE_LENGTH (Cormen et al. calls this "Minimum Degree") to MAX_NODE_LENGTH.	COMMENT
LOW	…re/src/main/java/org/pkl/core/util/paguro/RrbTree.java	1301	*/	COMMENT
LOW	…re/src/main/java/org/pkl/core/util/paguro/RrbTree.java	1321	int guessedCumSize = cumulativeSizes[guess];	COMMENT
LOW	…rc/main/java/org/pkl/core/ast/member/FunctionNode.java	141	var argument = args[IMPLICIT_PARAM_COUNT + typeParamCount + i];	COMMENT
LOW	…core/src/main/java/org/pkl/core/ast/type/TypeNode.java	81	}	COMMENT
LOW	…core/src/main/java/org/pkl/core/ast/type/TypeNode.java	941	//	COMMENT
LOW	…rc/main/java/org/pkl/core/ast/builder/SymbolTable.java	481	}	COMMENT
LOW	…rc/main/java/org/pkl/core/ast/builder/SymbolTable.java	961	return ArrayUtils.append(slots, valueBinding.slot());	COMMENT
LOW	…src/main/java/org/pkl/core/ast/builder/AstBuilder.java	841	// res = bar <--- actually 1 level, not 0	COMMENT

Hyper-Verbose Identifiers18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…/test/files/SinglePackageTest/output/scripts/pkldoc.js	67	function initExpandTargetMemberDocs() {	CODE
LOW	…/test/files/SinglePackageTest/output/scripts/pkldoc.js	123	function initToggleInheritedMembers() {	CODE
LOW	…/test/files/SinglePackageTest/output/scripts/pkldoc.js	135	function initCopyModuleUriToClipboard() {	CODE
LOW	…iles/DocMigratorTest/input/version-1/scripts/pkldoc.js	67	function initExpandTargetMemberDocs() {	CODE
LOW	…iles/DocMigratorTest/input/version-1/scripts/pkldoc.js	123	function initToggleInheritedMembers() {	CODE
LOW	…iles/DocMigratorTest/input/version-1/scripts/pkldoc.js	135	function initCopyModuleUriToClipboard() {	CODE
LOW	…rc/test/files/DocMigratorTest/output/scripts/pkldoc.js	67	function initExpandTargetMemberDocs() {	CODE
LOW	…rc/test/files/DocMigratorTest/output/scripts/pkldoc.js	123	function initToggleInheritedMembers() {	CODE
LOW	…rc/test/files/DocMigratorTest/output/scripts/pkldoc.js	135	function initCopyModuleUriToClipboard() {	CODE
LOW	…/files/DocGeneratorTest/output/run-2/scripts/pkldoc.js	67	function initExpandTargetMemberDocs() {	CODE
LOW	…/files/DocGeneratorTest/output/run-2/scripts/pkldoc.js	123	function initToggleInheritedMembers() {	CODE
LOW	…/files/DocGeneratorTest/output/run-2/scripts/pkldoc.js	135	function initCopyModuleUriToClipboard() {	CODE
LOW	…/files/DocGeneratorTest/output/run-1/scripts/pkldoc.js	67	function initExpandTargetMemberDocs() {	CODE
LOW	…/files/DocGeneratorTest/output/run-1/scripts/pkldoc.js	123	function initToggleInheritedMembers() {	CODE
LOW	…/files/DocGeneratorTest/output/run-1/scripts/pkldoc.js	135	function initCopyModuleUriToClipboard() {	CODE
LOW	…l-doc/src/main/resources/org/pkl/doc/scripts/pkldoc.js	67	function initExpandTargetMemberDocs() {	CODE
LOW	…l-doc/src/main/resources/org/pkl/doc/scripts/pkldoc.js	123	function initToggleInheritedMembers() {	CODE
LOW	…l-doc/src/main/resources/org/pkl/doc/scripts/pkldoc.js	135	function initCopyModuleUriToClipboard() {	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	libpkl/scripts/build_unix.sh	56	# Create a debug log in $output/logs	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…re/src/main/java/org/pkl/core/util/ByteArrayUtils.java	27	// TODO: implement this directly so we don't need a truffle boundary here.	COMMENT

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/src/main/java/org/pkl/core/util/json/JsonHandler.java	33	* ["lorem ipsum"]	COMMENT

apple/pkl

Open-Source Code Quality, Security and Technical Debt Review