0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

3.5K

Stars

TypeScript

Language

372.7K

Lines of Code

1.4K

Files

175

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 141 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 1.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 132 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 175 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 1HIGH 0MEDIUM 1LOW 173

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 175 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 Identifiers132 hits · 132 pts

Severity	File	Line	Snippet	Context
LOW	packages/fusion/composition/tests/transforms/utils.ts	26	export function composeAndGetPublicSchema(subgraphs: SubgraphConfig[]) {	CODE
LOW	packages/fusion/composition/tests/transforms/utils.ts	118	export function printSortedSchemaWithDirectives(schema: GraphQLSchema) {	CODE
LOW	packages/fusion/composition/src/federation-utils.ts	31	export function importFederationDirectives(subgraph: GraphQLSchema, directives: string[]) {	CODE
LOW	packages/fusion/composition/src/federation-utils.ts	101	export function detectAndAddMeshDirectives(subgraph: GraphQLSchema) {	CODE
LOW	packages/fusion/composition/src/federation-utils.ts	146	export function normalizeDirectiveExtensions(subgraph: GraphQLSchema) {	CODE
LOW	packages/fusion/composition/src/compose.ts	55	export function getUnifiedGraphGracefully(subgraphs: SubgraphConfig[]) {	CODE
LOW	packages/fusion/composition/src/compose.ts	586	export function composeAnnotatedSubgraphs(annotatedSubgraphs: ServiceDefinition[]) {	CODE
LOW	packages/fusion/composition/src/compose.ts	595	function addAnnotationsForSemanticConventions({	CODE
LOW	packages/fusion/composition/src/transforms.ts	7	export function createTypeReplaceTransform(	CODE
LOW	…fusion/composition/src/transforms/naming-convention.ts	58	export function createNamingConventionTransform(	CODE
LOW	…fusion/composition/src/transforms/naming-convention.ts	131	return function namingConventionTransform(schema: GraphQLSchema) {	CODE
LOW	…ckages/fusion/composition/src/transforms/federation.ts	221	export function createFederationTransform(config: FederationTransformConfig): SubgraphTransform {	CODE
LOW	…kages/fusion/composition/src/transforms/hoist-field.ts	81	export function createHoistFieldTransform(opts: CreateHoistFieldTransformOpts): SubgraphTransform {	CODE
LOW	packages/fusion/composition/src/transforms/rename.ts	286	export function createRenameTypeTransform(	CODE
LOW	packages/fusion/composition/src/transforms/rename.ts	340	export function createRenameFieldTransform(	CODE
LOW	…kages/fusion/composition/src/transforms/encapsulate.ts	39	export function createEncapsulateTransform(opts: EncapsulateTransformOpts = {}): SubgraphTransform {	CODE
LOW	…ges/fusion/composition/src/transforms/filter-schema.ts	33	function compareAndAddInaccessibleDirective(	CODE
LOW	…incontext-sdk-codegen/src/generateIncontextSDKTypes.ts	10	async function loadTypeScriptCodegenPlugin(): Promise<typeof GraphQLCodegenTypeScript> {	CODE
LOW	…incontext-sdk-codegen/src/generateIncontextSDKTypes.ts	26	function buildSignatureBasedOnRootFields(	CODE
LOW	…incontext-sdk-codegen/src/generateIncontextSDKTypes.ts	87	export async function generateIncontextSDKTypes(options: {	CODE
LOW	…incontext-sdk-codegen/src/generateIncontextSDKTypes.ts	179	export function generateUnifiedContextTypeFromIdentifiers(identifiers: string[]): string {	CODE
LOW	packages/cache/redis/src/iam.ts	207	export function setupIamAuthRefreshForStandalone(	CODE
LOW	packages/plugins/live-query/src/index.ts	31	? function resourceIdentifierFactory({ typename, id }) {	CODE
LOW	…kages/plugins/operation-field-permissions/src/index.ts	6	export default function useMeshOperationFieldPermissions(	CODE
LOW	packages/plugins/http-details-extensions/src/index.ts	33	export default function useIncludeHttpDetailsInExtensions(opts: {	CODE
LOW	packages/json-machete/src/healUntitledDefinitions.ts	1	export function handleUntitledDefinitions(schemaDocument: any) {	CODE
LOW	packages/transports/neo4j/src/executor.ts	120	export function getExecutableSchemaFromTypeDefsAndDriver({	CODE
LOW	packages/transports/neo4j/src/eventEmitterForPubSub.ts	5	export function getEventEmitterFromPubSub(pubsub: MeshPubSub) {	CODE
LOW	packages/transports/grpc/src/utils.ts	138	export function addExecutionLogicToScalar(	CODE
LOW	packages/transports/grpc/src/index.ts	210	return function connectivityStateResolver(_, { tryToConnect }) {	CODE
LOW	packages/transports/soap/tests/multi-namespace.spec.ts	9	function getRequestBodyFromFetchSpy(fetchSpy: jest.Mock): string {	CODE
LOW	packages/transports/soap/src/executor.ts	54	function normalizeArgsForConverter(args: any): any {	CODE
LOW	packages/transports/soap/src/executor.ts	181	function getOrAssignPrefix(	CODE
LOW	packages/transports/soap/src/executor.ts	614	export function createExecutorFromSchemaAST(	CODE
LOW	packages/transports/mysql/src/parseEndpointUri.ts	6	export function getConnectionOptsFromEndpointUri(endpointUri: string) {	CODE
LOW	…ckages/transports/rest/src/directives/discriminator.ts	3	export function processDiscriminatorAnnotations({	CODE
LOW	…ckages/transports/rest/src/directives/discriminator.ts	15	interfaceType.resolveType = function discriminatorDirectiveHandler(data) {	CODE
LOW	packages/transports/rest/src/directives/scalars.ts	34	export function addExecutionLogicToScalar(	CODE
LOW	packages/transports/rest/src/directives/dictionary.ts	3	export function processDictionaryDirective(	CODE
LOW	packages/transports/rest/src/directives/dictionary.ts	7	field.resolve = function dictionaryDirectiveHandler(root) {	CODE
LOW	…ges/transports/rest/src/directives/resolveRootField.ts	11	export function processResolveRootFieldAnnotations(	CODE
LOW	packages/transports/rest/src/directives/utils.ts	44	function normalizeArgValueForInterpolation(argValue: any): any {	CODE
LOW	packages/transports/rest/src/directives/utils.ts	51	export function serializeArgumentsForInterpolation(argValue: any, argType: GraphQLInputType) {	CODE
LOW	packages/transports/rest/src/directives/resolveRoot.ts	7	export function processResolveRootAnnotations(field: GraphQLField<any, any>) {	CODE
LOW	…/rest/src/directives/getTypeResolverForAbstractType.ts	9	export function getTypeResolverForAbstractType({	CODE
LOW	…ckages/transports/rest/src/directives/httpOperation.ts	27	const isListTypeOrNonNullListType = memoize1(function isListTypeOrNonNullListType(	CODE
LOW	…rts/rest/src/directives/resolveDataByUnionInputType.ts	6	export function resolveDataByUnionInputType(	CODE
LOW	packages/transports/rest/src/directives/flatten.ts	3	export function processFlattenAnnotations(field: GraphQLField<any, any>) {	CODE
LOW	…ages/transports/rest/src/directives/pubsubOperation.ts	13	export function processPubSubOperationAnnotations({	CODE
LOW	…ransports/rest/src/directives/typescriptAnnotations.ts	3	export function processTypeScriptAnnotations(type: GraphQLLeafType, typeDefinition: string) {	CODE
LOW	…ges/transports/rest/src/directives/responseMetadata.ts	3	export function processResponseMetadataAnnotations(field: GraphQLField<any, any>) {	CODE
LOW	packages/transports/rest/src/directives/link.ts	7	export function processLinkFieldAnnotations(	CODE
LOW	packages/legacy/migrate-config-cli/src/migrate.ts	562	function handleTransformConfiguration(	CODE
LOW	packages/legacy/config/src/utils.ts	89	export async function resolveAdditionalTypeDefs(baseDir: string, additionalTypeDefs: string) {	CODE
LOW	packages/legacy/runtime/src/get-mesh.ts	83	function createProxyingResolverFactory(	CODE
LOW	packages/legacy/runtime/src/get-mesh.ts	358	function handleExecutorResultForSdk(result) {	CODE
LOW	packages/legacy/apollo-link/src/index.ts	13	function createMeshApolloRequestHandler(	CODE
LOW	packages/legacy/utils/src/getOperationsAndFragments.ts	4	export const getOperationsAndFragments = memoize1(function getOperationsAndFragments(	CODE
LOW	packages/legacy/utils/src/in-context-sdk.ts	293	function getSelectionSetFromDocumentNode(documentNode: DocumentNode): SelectionSetNode {	CODE
LOW	packages/legacy/utils/src/in-context-sdk.ts	303	function normalizeSelectionSetParam(selectionSetParam: SelectionSetParam): SelectionSetNode {	CODE
72 more matches not shown…

Fake / Example Data33 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	examples/hive-example/sources/authors/src/index.ts	7	name: 'John Doe',	CODE
LOW	examples/hive-example/sources/authors/src/index.ts	12	name: 'Jane Doe',	CODE
LOW	…type-merging-batching-example/author-service-schema.ts	6	name: 'John Doe',	CODE
LOW	…type-merging-batching-example/author-service-schema.ts	10	name: 'Jane Doe',	CODE
LOW	…s/type-merging-batching-example/book-service-schema.ts	6	title: 'Lorem Ipsum',	CODE
LOW	…s/type-merging-batching-example/book-service-schema.ts	11	title: 'Dolor Sit Amet',	CODE
LOW	examples/programmatic-batching/example-api/app.ts	6	{ id: 1, name: 'John Doe' },	CODE
LOW	examples/programmatic-batching/example-api/app.ts	7	{ id: 2, name: 'Jane Doe' },	CODE
LOW	examples/nextjs-apollo-example/pages/api/hello.js	4	res.status(200).json({ name: 'John Doe' });	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	335	addUser(name: "John Doe") {	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	346	expect(addUserResult?.data?.addUser?.name).toBe('John Doe');	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	362	expect(getUserResult?.data?.user?.name).toBe('John Doe');	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	365	updateUser(id: "${addedUserId}", name: "Jane Doe") {	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	377	expect(updateUserResult?.data?.updateUser?.name).toBe('Jane Doe');	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	445	addUser(name: "John Doe") {	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	455	expect(addUserResult?.data?.addUser?.name).toBe('John Doe');	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	470	expect(getUserResult?.data?.user?.name).toBe('John Doe');	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	473	updateUser(id: "${addedUserId}", name: "Jane Doe") {	CODE
LOW	packages/plugins/mock/tests/mocking.spec.ts	484	expect(updateUserResult?.data?.updateUser?.name).toBe('Jane Doe');	CODE
LOW	…kages/legacy/runtime/test/reproduction-8688/schema.yml	155	example: 'Jane Doe'	CODE
LOW	…es/legacy/handlers/supergraph/tests/supergraph.spec.ts	118	name: 'Jane Doe',	CODE
LOW	…es/legacy/handlers/supergraph/tests/supergraph.spec.ts	169	name: 'Jane Doe',	CODE
LOW	…es/legacy/handlers/supergraph/tests/supergraph.spec.ts	223	name: 'Jane Doe',	CODE
LOW	e2e/type-merging-batching/services/authors.ts	8	name: 'John Doe',	CODE
LOW	e2e/type-merging-batching/services/authors.ts	12	name: 'Jane Doe',	CODE
LOW	e2e/type-merging-batching/services/books.ts	8	title: 'Lorem Ipsum',	CODE
LOW	e2e/type-merging-batching/services/books.ts	13	title: 'Dolor Sit Amet',	CODE
LOW	e2e/programmatic-batching/services/api.ts	6	{ id: 1, name: 'John Doe' },	CODE
LOW	e2e/programmatic-batching/services/api.ts	7	{ id: 2, name: 'Jane Doe' },	CODE
LOW	e2e/type-merging-with-transforms/services/authors.ts	8	name: 'John Doe',	CODE
LOW	e2e/type-merging-with-transforms/services/authors.ts	12	name: 'Jane Doe',	CODE
LOW	e2e/type-merging-with-transforms/services/books.ts	8	title: 'Lorem Ipsum',	CODE
LOW	e2e/type-merging-with-transforms/services/books.ts	13	title: 'Dolor Sit Amet',	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/legacy/handlers/odata/test/handler.spec.ts	675	const correctUrl = `https://services.odata.org/TripPinRESTierService/People/russellwhyte/Microsoft.OData.Service.Sam	CODE

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	examples/openapi-react-weatherbit/src/serviceWorker.ts	1	// This optional code is used to register a service worker.	COMMENT
LOW	examples/openapi-react-weatherbit/src/setupTests.ts	1	// jest-dom adds custom jest matchers for asserting on DOM nodes.	COMMENT
LOW	…graphql-file-upload-example/frontend/src/setupTests.ts	1	// jest-dom adds custom jest matchers for asserting on DOM nodes.	COMMENT
LOW	examples/nextjs-sdk-example/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	examples/nextjs-apollo-example/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	packages/transports/soap/src/executor.ts	381	const argTypeMap = Object.fromEntries(fieldDef.args.map(a => [a.name, a.type]));	COMMENT
LOW	packages/loaders/openapi/tests/example_api.test.ts	1781	// ofType {	COMMENT
LOW	packages/loaders/openapi/tests/example_api.test.ts	1801	// return field.name === 'patent_id';	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/type-merging-batching-example/.meshrc.yml	44	# Create a stitching resolver with batching	COMMENT

ardatan/graphql-mesh

Open-Source Code Quality, Security and Technical Debt Review