1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

44.1K

Stars

TypeScript

Language

211.9K

Lines of Code

2.1K

Files

317

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 7.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 311 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 6.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 254 finding(s).

PR Review Velocity Impact 8.4/100 · LOW

Which changes need focused human review? 317 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 5HIGH 1MEDIUM 3LOW 308

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 317 distinct pattern matches across 10 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.

Hyper-Verbose Identifiers254 hits · 266 pts

Severity	File	Line	Snippet	Context
LOW	Gulpfile.ts	143	function generateHelperGlobalsData(filename: string) {	CODE
LOW	Gulpfile.ts	527	function babelPluginInlineConstNumericObjects({ types: t }) {	CODE
LOW	babel.config.ts	387	function pluginRequiredVersionMacro(	CODE
LOW	babel.config.ts	435	function transformNamedBabelTypesImportToDestructuring({	CODE
LOW	babel.config.ts	485	function pluginReplaceTSImportExtension() {	CODE
LOW	babel.config.ts	550	function pluginBabelParserTokenType({	CODE
LOW	babel.config.ts	577	function pluginGeneratorOptimization({ types: t }: PluginAPI) {	CODE
LOW	scripts/generate-babel-7-tests.ts	19	function getUnstagedModifiedTestOutput() {	CODE
LOW	…/babel-plugin-transform-node-protocol-import/plugin.ts	14	function pluginBabelTransformNodeProtocolImports({	CODE
LOW	scripts/parser-tests/typescript/index.js	37	function generateTSBaselineErrorMap() {	CODE
LOW	scripts/parser-tests/typescript/index.js	54	function baselineContainsParserErrorCodes(testName) {	CODE
LOW	scripts/parser-tests/typescript/index.js	150	function splitTwoslashCodeInfoFiles(code, defaultFileName, root = "") {	CODE
LOW	scripts/parser-tests/flow/index.js	11	function convertFlowParserTestOptionsToBabelParserOptions(testOptions = {}) {	CODE
LOW	…/babel-plugin-transform-parameters/src/shadow-utils.ts	30	export function collectShadowedParamsNames(	CODE
LOW	…x-v8-static-class-fields-redefine-readonly/src/util.ts	116	export function getPotentiallyBuggyFieldsIndexes(path: NodePath<t.Class>) {	CODE
LOW	…x-v8-static-class-fields-redefine-readonly/src/util.ts	181	export function getNameOrLengthStaticFieldsIndexes(path: NodePath<t.Class>) {	CODE
LOW	packages/babel-traverse/src/cache.ts	27	export function getOrCreateCachedPaths(	CODE
LOW	packages/babel-traverse/src/path/comments.ts	13	export function shareCommentsWithSiblings(this: NodePath<t.Node \| null>) {	CODE
LOW	packages/babel-traverse/src/path/ancestry.ts	89	export function getEarliestCommonAncestorFrom(	CODE
LOW	packages/babel-traverse/src/path/ancestry.ts	138	export function getDeepestCommonAncestorFrom(	CODE
LOW	packages/babel-traverse/src/path/replacement.ts	244	export function replaceExpressionWithStatements(	CODE
LOW	packages/babel-traverse/src/path/replacement.ts	332	function gatherSequenceExpressions(	CODE
LOW	packages/babel-traverse/src/path/family.ts	64	function completionRecordForSwitch(	CODE
LOW	packages/babel-traverse/src/path/family.ts	112	function replaceBreakStatementInBreakCompletion(	CODE
LOW	packages/babel-traverse/src/path/family.ts	127	function getStatementListCompletion(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	523	function getOuterBindingIdentifiers(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	526	function getOuterBindingIdentifiers(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	529	function getOuterBindingIdentifiers(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	533	function getOuterBindingIdentifiers(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	542	function getBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	546	function getBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	550	function getBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	557	function getBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	619	function getOuterBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	622	function getOuterBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	625	function getOuterBindingIdentifierPaths(	CODE
LOW⚡	packages/babel-traverse/src/path/family.ts	629	function getOuterBindingIdentifierPaths(	CODE
LOW	packages/babel-traverse/src/path/introspection.ts	59	export function canHaveVariableDeclarationOrExpression(	CODE
LOW	packages/babel-traverse/src/path/introspection.ts	75	export function canSwapBetweenExpressionAndStatement(	CODE
LOW	packages/babel-traverse/src/path/introspection.ts	307	function isExecutionUncertainInList(paths: NodePath[], maxIndex: number) {	CODE
LOW	packages/babel-traverse/src/path/context.ts	241	export function requeueComputedKeyAndDecorators(	CODE
LOW	packages/babel-traverse/src/path/conversion.ts	120	export function unwrapFunctionEnvironment(	CODE
LOW	packages/babel-traverse/src/path/conversion.ts	148	export function arrowFunctionToExpression(	CODE
LOW	packages/babel-traverse/src/path/modification.ts	151	function isHiddenInSequenceExpression(path: NodePath): boolean {	CODE
LOW	packages/babel-traverse/src/path/modification.ts	159	function isAlmostConstantAssignment(	CODE
LOW	…babel-traverse/src/path/lib/virtual-types-validator.ts	105	export function isReferencedMemberExpression(	CODE
LOW	…babel-traverse/src/path/inference/inferer-reference.ts	41	function getTypeAnnotationBindingConstantViolations(	CODE
LOW	…babel-traverse/src/path/inference/inferer-reference.ts	114	function getConstantViolationsBefore(	CODE
LOW	…babel-traverse/src/path/inference/inferer-reference.ts	129	function inferAnnotationFromBinaryExpression(	CODE
LOW	packages/babel-traverse/src/scope/index.ts	258	function isAnonymousFunctionExpression(	CODE
LOW	…-helper-import-to-platform-api/src/plugin-x-modules.ts	16	export function createImportTypeAsDefaultPlugin({	CODE
LOW	…kages/babel-helper-import-to-platform-api/src/index.ts	273	function buildParallelStaticImports(	CODE
LOW	…kages/babel-helper-import-to-platform-api/src/index.ts	316	export function injectParallelStaticImports(	CODE
LOW	…/babel-plugin-transform-template-literals/src/index.ts	42	function buildConcatCallExpressions(items: t.Expression[]): t.CallExpression {	CODE
LOW	packages/babel-cli/src/babel/watcher.ts	83	export function updateExternalDependencies(	CODE
LOW	…in-transform-explicit-resource-management/src/index.ts	12	function isAnonymousFunctionDefinition(	CODE
LOW	packages/babel-parser/test/helpers/run-fixture-tests.js	59	function runAutogeneratedParseTests(	CODE
LOW	packages/babel-parser/src/index.ts	99	function generateExportedTokenTypes(	CODE
LOW	packages/babel-parser/src/util/location.ts	40	export function createPositionWithColumnOffset(	CODE
LOW	packages/babel-parser/src/plugins/typescript/index.ts	4855	function isValidAmbientConstInitializer(	CODE
194 more matches not shown…

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…es/babel-standalone/test/transform-script-tags.test.js	24	dom.window.document.head.children.item(2);	CODE
CRITICAL	…es/babel-standalone/test/transform-script-tags.test.js	47	dom.window.document.head.children.item(2);	CODE
CRITICAL	…es/babel-standalone/test/transform-script-tags.test.js	67	dom.window.document.head.children.item(2);	CODE
CRITICAL	…es/babel-standalone/test/transform-script-tags.test.js	93	dom.window.document.head.children.item(2);	CODE
CRITICAL	…es/babel-standalone/test/transform-script-tags.test.js	117	dom.window.document.head.children.item(2);	CODE

Over-Commented Block46 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	babel.config.ts	281	}	COMMENT
LOW	babel.config.ts	301	necessary: (path: NodePath<t.MemberExpression>) => boolean;	COMMENT
LOW	…l-case-preset-env-flow-ast/babel-parser-expression.txt	1	// @flow	COMMENT
LOW	…l-case-preset-env-flow-ast/babel-parser-expression.txt	1321	}	COMMENT
LOW	scripts/parallel-tsc/tsc.ts	61		COMMENT
LOW	scripts/integration-tests/verdaccio-config.yml	1	#	COMMENT
LOW	packages/babel-traverse/src/path/conversion.ts	941	// Cannot declare a parameter named 't' as it shadows the name of a	COMMENT
LOW	packages/babel-parser/test/helpers/serialization.js	41	function withErrors(throws, ast) {	COMMENT
LOW	packages/babel-parser/src/parse-error.ts	181	// the `ParseError`, or	COMMENT
LOW	packages/babel-parser/src/options.ts	181	sourceType: "script",	COMMENT
LOW	packages/babel-parser/src/options.ts	201	allowNewTargetOutsideFunction: false,	COMMENT
LOW	packages/babel-parser/src/options.ts	221	// [range]: https://bugzilla.mozilla.org/show_bug.cgi?id=745678	COMMENT
LOW	packages/babel-parser/src/util/production-parameter.ts	1	// ProductionParameterHandler is a stack fashioned production parameter tracker	COMMENT
LOW	packages/babel-parser/src/tokenizer/state.ts	61	// e.g. a ? (b) : c => d	COMMENT
LOW	packages/babel-parser/src/tokenizer/state.ts	141	// escape sequences must not be interpreted as keywords.	COMMENT
LOW	packages/babel-parser/src/tokenizer/types.ts	1	// ## Token types	COMMENT
LOW	packages/babel-parser/src/tokenizer/types.ts	161		COMMENT
LOW	packages/babel-parser/src/parser/expression.ts	1	// A recursive descent parser operates by defining functions for all	COMMENT
LOW	packages/babel-parser/src/parser/expression.ts	181	// 'atomic', nondivisible expression types at the bottom. Most of	COMMENT
LOW	packages/babel-parser/src/parser/expression.ts	1461		COMMENT
LOW	packages/babel-parser/src/parser/statement.ts	3001	? // OK: import <phase> x from "foo";	COMMENT
LOW	packages/babel-parser/src/parser/statement.ts	3041	return tokenIsIdentifier(type)	COMMENT
LOW	…l-plugin-transform-regenerator/src/regenerator/emit.ts	281	);	COMMENT
LOW	…l-plugin-transform-regenerator/src/regenerator/emit.ts	461		COMMENT
LOW	…l-plugin-transform-regenerator/src/regenerator/emit.ts	861		COMMENT
LOW	…l-plugin-transform-regenerator/src/regenerator/emit.ts	921	!ignoreChildResult \|\| !tempVar,	COMMENT
LOW	…l-plugin-transform-regenerator/src/regenerator/emit.ts	1281	//	COMMENT
LOW	…erator/src/regenerator/replaceShorthandObjectMethod.ts	1	import type { NodePath } from "@babel/core";	COMMENT
LOW	…erator/src/regenerator/replaceShorthandObjectMethod.ts	21	// this method can be passed any Function AST node path, and it will return	COMMENT
LOW	packages/babel-plugin-proposal-decorators/CONTRIB.md	361		COMMENT
LOW	…ages/babel-plugin-transform-block-scoping/src/index.ts	141	}	COMMENT
LOW	…el-helper-create-class-features-plugin/src/features.ts	21	// this package isn't deduped by npm. e.g.	COMMENT
LOW	…ckages/babel-helpers/src/helpers/wrapAsyncGenerator.ts	81	if (overloaded) {	COMMENT
LOW	packages/babel-types/scripts/generators/builders.ts	281	return `/*	COMMENT
LOW	packages/babel-types/src/converters/toExpression.ts	21	node = node.expression;	COMMENT
LOW	packages/babel-core/test/config-chain.js	741	filename: fixture("nonexistent-fake", "src.js"),	COMMENT
LOW	packages/babel-core/test/config-chain.js	761	//	COMMENT
LOW	packages/babel-core/src/gensync-utils/async.ts	41	const withKind = gensync({	COMMENT
LOW	…bel-helper-member-expression-to-functions/src/index.ts	121	// noop.	COMMENT
LOW	.github/workflows/release.yml	241	run: git push "https://babel-bot:${{ secrets.GITHUB_TOKEN }}@github.com/${GITHUB_REPOSITORY}.git" :${{ needs.git	COMMENT
LOW	.github/workflows/release.yml	261	# - name: Download babel-types docs	COMMENT
LOW	.github/workflows/release.yml	281	# git push --force "https://babel-bot:${{ secrets.BOT_TOKEN }}@github.com/babel/website.git" update-types-docs	COMMENT
LOW	.github/workflows/backport-7x.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"9ad0a9c23bea376db22713d240b1f3ddf12641f32e265bbc54e6e9ced16	COMMENT
LOW	.github/workflows/backport-7x.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/backport-7x.lock.yml	41	# - actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1	COMMENT
LOW	lib/libdom-minimal.d.ts	1	// Minimal version of lib.dom.d.ts. @babel/standalone needs these types	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	Makefile.js	36	/! run-parallel. MIT License. Feross Aboukhadijeh <https://feross.org/opensource> /var cn,ln={};function un(){if(cn)re	COMMENT
LOW	…/babel-7-8-compat/babel-7-plugins-with-babel-8-core.sh	4	# NOTE: This will change files in your monorepo, make sure to commit/stage	COMMENT
LOW	packages/babel-parser/src/tokenizer/types.ts	224	// Don't forget to update packages/babel-helper-validator-identifier/src/keyword.js	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/babel-generator/src/printer.ts	692	print(	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	packages/babel-parser/src/plugins/placeholders.ts	110	// NOTE: This function only handles identifiers outside of	COMMENT
LOW	packages/babel-parser/src/parser/statement.ts	623	// NOTE: This method changes the .start location of the class, and thus	COMMENT
LOW	…sform-fixture-test-runner/src/source-map-visualizer.ts	141	// NOTE: This function has some logic to deal with mappings that cover a	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	Makefile.js	36	/! run-parallel. MIT License. Feross Aboukhadijeh <https://feross.org/opensource> /var cn,ln={};function un(){if(cn)re	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/integration-tests/e2e-react-native.sh	31	# Create a React Native project	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/babel-parser/src/parser/statement.ts	3090	* we need to check if we have a comma after that and	COMMENT
LOW	…/babel-plugin-transform-react-jsx/src/create-plugin.ts	242	// Current node is within a method, so we need to check if the method is a constructor.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/integration-tests/utils/local-registry.sh	16	# Set registry to local registry	COMMENT

babel/babel

Open-Source Code Quality, Security and Technical Debt Review