2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.4K

Stars

TypeScript

Language

136.4K

Lines of Code

648

Files

203

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 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 189 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 6.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 176 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 203 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 0HIGH 14MEDIUM 2LOW 187

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 203 distinct pattern matches across 5 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 Identifiers176 hits · 182 pts

Severity	File	Line	Snippet	Context
LOW	packages/webpack-loader/src/index.ts	25	function isNamedExecutableDefinition(	CODE
LOW	packages/webpack-loader/src/index.ts	289	async function collectImportedNamedDefinitions(	CODE
LOW	packages/webpack-loader/src/index.ts	319	function collectImportedNamedDefinitionsSync(	CODE
LOW	packages/load-files/src/matchFiles.ts	202	async function findDirectorySymlinkRoots(cwd: string, scanRoots: string[]): Promise<string[]> {	CODE
LOW	packages/load-files/src/matchFiles.ts	240	function findDirectorySymlinkRootsSync(cwd: string, scanRoots: string[]): string[] {	CODE
LOW	packages/optimize/tests/remove-empty-nodes.spec.ts	106	function normalizeAcrossGraphQLVersions(doc: DocumentNode) {	CODE
LOW	…/relay-compiler/lib/core/GraphQLDerivedFromMetadata.js	19	function getReaderSourceDefinitionName(node) {	CODE
LOW	…elay-compiler/lib/core/inferRootArgumentDefinitions.js	41	function inferRootArgumentDefinitions(context) {	CODE
LOW	…elay-compiler/lib/core/inferRootArgumentDefinitions.js	158	function transformFragmentArguments(context, transformed, fragment) {	CODE
LOW	packages/relay-compiler/lib/core/IRPrinter.js	324	function printFragmentArgumentDefinitions(schema, argumentDefinitions) {	CODE
LOW	…s/relay-compiler/lib/core/getIdentifierForSelection.js	24	function getIdentifierForSelection(schema, node) {	CODE
LOW	packages/relay-compiler/lib/core/ASTConvert.js	40	function convertASTDocumentsWithBase(schema, baseDocuments, documents, transform) {	CODE
LOW	packages/relay-compiler/lib/core/SchemaUtils.js	23	function isExecutableDefinitionAST(ast) {	CODE
LOW	packages/relay-compiler/lib/core/Schema.js	213	function hasConcreteTypeThatImplements(schema, type, interfaceType) {	CODE
LOW	packages/relay-compiler/lib/core/Schema.js	2062	function parseInputArgumentDefinitions(schema, args) {	CODE
LOW	packages/relay-compiler/lib/core/Schema.js	2102	function parseInputArgumentDefinitionsMap(schema, args) {	CODE
LOW	…lay-compiler/lib/core/getIdentifierForArgumentValue.js	19	function getIdentifierForArgumentValue(value) {	CODE
LOW	packages/relay-compiler/lib/core/CompilerError.js	46	function createNonRecoverableUserError(message, locations, nodes) {	CODE
LOW	packages/relay-compiler/lib/core/CompilerError.js	208	function highlightSourceAtLocation(source, location) {	CODE
LOW	packages/relay-compiler/lib/core/getFieldDefinition.js	80	function getFieldDefinitionLegacyImpl(schema, type, fieldName, fieldAST) {	CODE
LOW	…lay-compiler/lib/core/getNormalizationOperationName.js	13	function getNormalizationOperationName(name) {	CODE
LOW	packages/relay-compiler/lib/core/RelayParser.js	1746	function checkFragmentSpreadTypeCompatibility(	CODE
LOW	…compiler/lib/util/generateAbstractTypeRefinementKey.js	16	function generateAbstractTypeRefinementKey(schema, type) {	CODE
LOW	…s/relay-compiler/lib/util/argumentContainsVariables.js	13	function argumentContainsVariables(arg) {	CODE
LOW	packages/relay-compiler/lib/util/RelayCompilerCache.js	73	_proto.getOrCompute = function getOrCompute(key, compute) {	CODE
LOW	…ler/lib/language/javascript/RelayFlowBabelFactories.js	29	function exactObjectTypeAnnotation(props) {	CODE
LOW	…ler/lib/language/javascript/RelayFlowBabelFactories.js	41	function inexactObjectTypeAnnotation(props) {	CODE
LOW	…ler/lib/language/javascript/RelayFlowBabelFactories.js	101	function intersectionTypeAnnotation(types) {	CODE
LOW	…ler/lib/language/javascript/RelayFlowBabelFactories.js	136	function readOnlyObjectTypeProperty(key, value) {	CODE
LOW	…ler/lib/language/javascript/RelayFlowBabelFactories.js	142	function stringLiteralTypeAnnotation(value) {	CODE
LOW	…piler/lib/language/javascript/formatGeneratedModule.js	36	var formatGeneratedCommonjsModule = function formatGeneratedCommonjsModule(options) {	CODE
LOW	…r/lib/language/javascript/RelayFlowTypeTransformers.js	19	function getInputObjectTypeIdentifier(schema, typeID) {	CODE
LOW	…r/lib/language/javascript/RelayFlowTypeTransformers.js	33	function transformNonNullableScalarType(schema, type, state, objectProps) {	CODE
LOW	…r/lib/language/javascript/RelayFlowTypeTransformers.js	49	function transformGraphQLScalarType(typeName, state) {	CODE
LOW	…r/lib/language/javascript/RelayFlowTypeTransformers.js	88	function transformNonNullableInputType(schema, type, state) {	CODE
LOW	…iler/lib/codegen/createPrintRequireModuleDependency.js	13	function createPrintRequireModuleDependency() {	CODE
LOW	…compiler/lib/transforms/InlineDataFragmentTransform.js	29	function inlineDataFragmentTransform(context) {	CODE
LOW	…compiler/lib/transforms/SkipSplitOperationTransform.js	23	function skipSplitOperationTransform(context) {	CODE
LOW	…er/lib/transforms/FilterCompilerDirectivesTransform.js	19	function filterDirectivesTransform(context) {	CODE
LOW	…y-compiler/lib/transforms/FilterDirectivesTransform.js	19	function filterDirectivesTransform(context) {	CODE
LOW	…piler/lib/transforms/ApplyFragmentArgumentTransform.js	62	function applyFragmentArgumentTransform(context) {	CODE
LOW	…ler/lib/transforms/ValidateUnusedVariablesTransform.js	32	function validateUnusedVariablesTransform(context) {	CODE
LOW	…ler/lib/transforms/ValidateGlobalVariablesTransform.js	30	function validateGlobalVariablesTransform(context) {	CODE
LOW	…mpiler/lib/transforms/SkipClientExtensionsTransform.js	15	function skipClientExtensionTransform(context) {	CODE
LOW	…ages/relay-compiler/lib/transforms/FlattenTransform.js	376	function shouldFlattenInlineFragment(schema, fragment, state, type) {	CODE
LOW	…compiler/lib/transforms/SkipRedundantNodesTransform.js	122	function skipRedundantNodesTransform(context) {	CODE
LOW	…r/lib/transforms/ValidateRequiredArgumentsTransform.js	30	function validateRequiredArguments(context) {	CODE
LOW	…r/lib/transforms/ValidateRequiredArgumentsTransform.js	101	function validateRequiredArgumentsOnNode(schema, node, definitionArgs, rootNode) {	CODE
LOW	…ompiler/lib/transforms/RefetchableFragmentTransform.js	49	function refetchableFragmentTransform(context) {	CODE
LOW	…ompiler/lib/transforms/RefetchableFragmentTransform.js	159	function extractConnectionMetadata(schema, fragment) {	CODE
LOW	…ompiler/lib/transforms/SkipUnreachableNodeTransform.js	36	function skipUnreachableNodeTransform(context) {	CODE
LOW	…ib/transforms/ValidateServerOnlyDirectivesTransform.js	32	function validateServerOnlyDirectives(context) {	CODE
LOW	…ib/transforms/ValidateServerOnlyDirectivesTransform.js	90	function visitTransformedDirective(node, state) {	CODE
LOW	…y-compiler/lib/transforms/GenerateTypeNameTransform.js	35	function generateTypeNameTransform(context) {	CODE
LOW	…ompiler/lib/transforms/SkipUnusedVariablesTransform.js	28	function skipUnusedVariablesTransform(context) {	CODE
LOW	…elay-compiler/lib/transforms/query-generators/utils.js	71	function buildOperationArgumentDefinitions(argumentDefinitions) {	CODE
LOW	packages/merge/src/typedefs-mergers/directives.ts	12	function collectMultiInstanceDirectiveNames(	CODE
LOW	…ges/resolvers-composition/src/resolvers-composition.ts	26	function isScalarTypeConfiguration(config: any): config is GraphQLScalarTypeConfig<any, any> {	CODE
LOW	packages/utils/tests/mapSchema.test.ts	208	function addObjectTypeToSetDirective(	CODE
LOW	packages/utils/tests/mapSchema.test.ts	240	function recordSchemaDirectiveUses(	CODE
116 more matches not shown…

Cross-Language Confusion (JS/TS)14 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	packages/webpack-loader/tests/loader.test.ts	61	print(parse(docStr)),	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	124	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	133	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	163	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	178	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	189	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	228	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	243	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	254	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	288	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	504	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	513	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	583	print(	CODE
HIGH	packages/webpack-loader/tests/loader.test.ts	592	print(	CODE

Over-Commented Block11 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	website/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…elay-compiler/lib/core/inferRootArgumentDefinitions.js	41	function inferRootArgumentDefinitions(context) {	COMMENT
LOW	packages/utils/src/addTypes.ts	1	// addTypes uses toConfig to create a new schema with a new or replaced	COMMENT
LOW	packages/utils/src/heal.ts	21	isUnionType,	COMMENT
LOW	packages/utils/src/heal.ts	41	//	COMMENT
LOW	packages/load/tests/loaders/schema/test-files/13.tsx	21	// query IndexQuery {	COMMENT
LOW	packages/load/tests/loaders/schema/test-files/12.tsx	21	// query IndexQuery {	COMMENT
LOW	packages/executor/src/execution/execute.ts	541	}	COMMENT
LOW	packages/import/tests/schema/import-schema.spec.ts	481	`;	COMMENT
LOW	packages/import/src/index.ts	381	// ```	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/relay-compiler/lib/bin/RelayCompilerBin.js	147	// Apply externally loaded config through the yargs API so that we can leverage yargs' defaults and have them show up	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql-analysis.yml	60	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

ardatan/graphql-tools

Open-Source Code Quality, Security and Technical Debt Review