1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

10.0K

Stars

TypeScript

Language

166.7K

Lines of Code

1.3K

Files

155

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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 145 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 3.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 105 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 155 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 7HIGH 1MEDIUM 22LOW 125

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 155 distinct pattern matches across 8 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 Identifiers105 hits · 105 pts

Severity	File	Line	Snippet	Context
LOW	tests/api-tests/utils.ts	60	export function expectInternalServerError(	CODE
LOW	tests/api-tests/utils.ts	76	export function expectGraphQLValidationError(	CODE
LOW	tests/api-tests/utils.ts	187	export function expectSingleRelationshipError(	CODE
LOW	docs/components/docs/DocumentEditorDemo.tsx	99	function documentFeaturesCodeExample(config: DocumentFieldConfig \| DocumentFeatures) {	CODE
LOW	docs/components/docs/DocumentEditorDemo.tsx	143	function documentFeaturesToShorthand(documentFeatures: DocumentFeatures): DocumentFieldConfig {	CODE
LOW	docs/components/docs/DocumentEditorDemo.tsx	198	function documentFeaturesFormToValue(formValue: DocumentFeaturesFormValue): DocumentFeatures {	CODE
LOW	docs/components/docs/DocumentEditorDemo.tsx	264	export function DocumentFeaturesFormAndCode() {	CODE
LOW	docs/scripts/replace-show-next-release/markdoc.ts	6	export function removeNextReleaseConditions(contents: string) {	CODE
LOW	scripts/prepare-release.js	261	async function generateGitHubReleaseText(previousTag, releaseTag) {	CODE
LOW	packages/document-renderer/src/index.tsx	212	function createComponentBlockProps(node: Element, children: ReactElement[]) {	CODE
LOW	packages/core/src/artifacts.ts	16	export function getFormattedGraphQLSchema(schema: string) {	CODE
LOW	packages/core/src/scripts/utils.ts	17	export async function importBuiltKeystoneConfiguration(cwd: string): Promise<KeystoneConfig> {	CODE
LOW	packages/core/src/lib/middleware.ts	10	export function createAdminUIMiddlewareWithNextApp(	CODE
LOW	packages/core/src/lib/typescript-schema-printer.ts	39	function printTypeReferenceWithoutNullable(	CODE
LOW	packages/core/src/lib/admin-meta.ts	437	export function getAdminMetaForRelationshipField() {	CODE
LOW	packages/core/src/lib/telemetry.ts	231	async function sendProjectTelemetryEvent(	CODE
LOW	packages/core/src/lib/system.ts	7	export function getBuiltKeystoneConfigurationPath(cwd: string) {	CODE
LOW	…kages/core/src/lib/coerceAndValidateForGraphQLInput.ts	14	export function coerceAndValidateForGraphQLInput(	CODE
LOW	packages/core/src/lib/context/graphql.ts	37	function getNamedOrListTypeNodeForType(	CODE
LOW	packages/core/src/lib/context/graphql.ts	60	function getVariablesForGraphQLField(field: GraphQLField<any, any>) {	CODE
LOW	packages/core/src/lib/core/field-assertions.ts	16	function assertFieldsIsNonNullAllowed(list: ListForValidation) {	CODE
LOW	packages/core/src/lib/core/field-assertions.ts	29	function assertUniqueWhereInputsValid(list: ListForValidation) {	CODE
LOW	packages/core/src/lib/core/field-assertions.ts	47	function assertNoFieldKeysThatConflictWithFilterCombinators(list: ListForValidation) {	CODE
LOW	packages/core/src/lib/core/field-assertions.ts	57	function assertNoConflictingExtraOutputFields(list: ListForValidation) {	CODE
LOW	packages/core/src/lib/core/field-assertions.ts	81	function assertIdFieldGraphQLTypesCorrect(list: ListForValidation) {	CODE
LOW	packages/core/src/lib/core/prisma-schema-printer.ts	165	function assertDbFieldIsValidForIdField(	CODE
LOW	packages/core/src/lib/core/access-control.ts	239	export async function enforceListLevelAccessControl(	CODE
LOW	packages/core/src/lib/core/access-control.ts	301	export async function enforceFieldLevelAccessControl(	CODE
LOW	packages/core/src/lib/core/utils.ts	31	export function getDBFieldKeyForFieldOnMultiField(fieldKey: string, subField: string) {	CODE
LOW	packages/core/src/lib/core/initialise-lists.ts	139	function isGraphQLInputTypeAssignable(source: GraphQLType, target: GraphQLType): boolean {	CODE
LOW	packages/core/src/lib/core/initialise-lists.ts	454	function getListsWithInitialisedFields(	CODE
LOW	packages/core/src/lib/core/initialise-lists.ts	1123	function getInitialisedActionGraphql(	CODE
LOW	packages/core/src/lib/core/mutations/select.ts	33	function applyConditionalSelection(	CODE
LOW	…core/mutations/nested-mutation-many-input-resolvers.ts	39	export function resolveRelateToManyForCreateInput(	CODE
LOW	…core/mutations/nested-mutation-many-input-resolvers.ts	84	export function resolveRelateToManyForUpdateInput(	CODE
LOW	…/core/mutations/nested-mutation-one-input-resolvers.ts	35	export function resolveRelateToOneForCreateInput(	CODE
LOW	…/core/mutations/nested-mutation-one-input-resolvers.ts	51	export function resolveRelateToOneForUpdateInput(	CODE
LOW	packages/core/src/lib/core/mutations/index.ts	609	async function resolveInputForCreateOrUpdate(	CODE
LOW	packages/core/src/lib/core/queries/select.ts	112	export function getOutputFieldRequirements(	CODE
LOW	packages/core/src/lib/core/queries/output-field.ts	96	function prepareRelatedItemSelection(	CODE
LOW	packages/core/src/lib/core/queries/output-field.ts	120	function mergeRelatedItemSelections(	CODE
LOW	packages/core/src/fields/types/calendarDay/index.ts	139	function dateStringToDateObjectInUTC(value: string) {	CODE
LOW	packages/core/src/fields/types/calendarDay/index.ts	154	function transformFilterDateStringsToDateObjects(	CODE
LOW	…/fields/types/relationship/views/ContextualActions.tsx	131	export function buildQueryForRelationshipFieldWithForeignField(	CODE
LOW	packages/core/src/fields/types/multiselect/index.ts	168	function configToOptionsAndGraphQLType(	CODE
LOW	packages/core/src/admin-ui/utils/filters.ts	19	function isConditionalFilterOperator(key: string): key is 'AND' \| 'OR' \| 'NOT' {	CODE
LOW	packages/core/src/admin-ui/utils/filters.ts	70	export function serializeItemForConditionalFilters(	CODE
LOW	packages/core/src/admin-ui/utils/filters.ts	117	export function getConditionalFilterCaseFieldKeys(	CODE
LOW	packages/core/src/admin-ui/utils/filters.ts	146	export function getConditionalFilterFieldKeys(	CODE
LOW	packages/core/src/admin-ui/utils/actionData.ts	53	export function getActionGraphQLVariables(action: ActionMeta): string {	CODE
LOW	packages/core/src/admin-ui/utils/utils.tsx	25	export function getRootGraphQLFieldsFromFieldController(controller: FieldController<any, any>) {	CODE
LOW	packages/core/src/admin-ui/utils/utils.tsx	79	export function serializeValueToOperationItem(	CODE
LOW	packages/fields-document/src/validation.ts	25	function validateComponentBlockProps(	CODE
LOW	packages/fields-document/src/validation.ts	133	export function getValidatedNodeWithNormalizedComponentFormProps(	CODE
LOW	packages/fields-document/src/validation.ts	174	export function validateAndNormalizeDocument(	CODE
LOW	packages/fields-document/src/validation.ts	174	export function validateAndNormalizeDocument(	CODE
LOW	packages/fields-document/src/structure-validation.ts	163	export function validateDocumentStructure(value: unknown): asserts value is Node[] {	CODE
LOW	packages/fields-document/src/relationship-data.ts	160	export async function addRelationshipDataToComponentProps(	CODE
LOW	packages/fields-document/src/structure-graphql-input.ts	308	export async function resolveRelateToManyForCreateInput(	CODE
LOW	packages/fields-document/src/structure-graphql-input.ts	343	export async function resolveRelateToManyForUpdateInput(	CODE
45 more matches not shown…

Hallucination Indicators7 hits · 70 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/core/src/lib/core/field-assertions.ts	92	} defines the type ${idField.input.uniqueWhere.arg.type.toString()}`	CODE
CRITICAL	…/component-blocks/insertion-and-preview-props.test.tsx	303	previewProps.fields.object.fields.conditional.onChange(true)	CODE
CRITICAL	…/component-blocks/insertion-and-preview-props.test.tsx	393	previewProps.fields.object.fields.select.onChange('b')	CODE
CRITICAL	…/component-blocks/insertion-and-preview-props.test.tsx	403	previewProps.fields.object.fields.many.onChange(val)	CODE
CRITICAL	…/component-blocks/insertion-and-preview-props.test.tsx	420	previewProps.fields.object.fields.conditional.value.onChange(val)	CODE
CRITICAL	…/component-blocks/insertion-and-preview-props.test.tsx	430	previewProps.fields.object.fields.conditionalSelect.onChange('b')	CODE
CRITICAL	…/component-blocks/insertion-and-preview-props.test.tsx	464	previewProps.fields.object.fields.conditionalSelect.value.onChange('Some content')	CODE

Slop Phrases21 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/custom-session-passport/schema.ts	6	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-passport/auth.ts	74	// WARNING: this is for demonstration purposes only, probably dont do this	COMMENT
MEDIUM	examples/usecase-blog-moderated/schema.ts	6	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/auth-magic-link/schema.ts	106	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/auth-magic-link/keystone.ts	8	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/auth/schema.ts	6	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/auth/keystone.ts	8	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-invalidation/schema.ts	6	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-invalidation/keystone.ts	8	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-redis/schema.ts	6	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-redis/keystone.ts	9	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/usecase-roles/schema.ts	8	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/usecase-roles/keystone.ts	7	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-next-auth/schema.ts	6	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-next-auth/session.ts	7	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-next-auth/keystone.ts	8	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/hooks/schema.ts	7	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/actions/schema.ts	7	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/logging-opentelemetry/otel.ts	5	// WARNING: this open-telemetry example is for demonstration purposes only	COMMENT
MEDIUM	examples/custom-session-jwt/keystone.ts	8	// WARNING: this example is for demonstration purposes only	COMMENT
MEDIUM	examples/extend-express-app/keystone.ts	7	// WARNING: this example is for demonstration purposes only	COMMENT

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	tests/cli-tests/artifacts.test.ts	61	// uncomment when you need to update the schemas	COMMENT
LOW	docs/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	examples/auth-magic-link/schema.ts	101	oneTimeTokenCreatedAt: timestamp({ ...hiddenField }),	COMMENT
LOW	examples/document-field/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	examples/framework-astro/src/env.d.ts	1	/// <reference path="../.astro/types.d.ts" />	COMMENT
LOW	examples/framework-astro/src/keystone/schema.ts	1	// Welcome to your schema	COMMENT
LOW	examples/framework-remix/remix.env.d.ts	1	/// <reference types="@remix-run/dev" />	COMMENT
LOW	packages/core/src/types/next-fields.ts	321	// TDBField extends RelationDBField<infer Mode>	COMMENT
LOW	packages/core/src/types/config/access-control.ts	141	create?: ListItemAccessControl<'create', ListTypeInfo>	COMMENT
LOW	packages/core/src/types/schema/legacy-alias.ts	21	*/	COMMENT
LOW	packages/core/src/admin-ui/components/Logo.tsx	61	<path d="M0 0h13v76H0V0Z" fill={tokenSchema.color.foreground.neutral} />	COMMENT
LOW	…es/fields-document/src/DocumentEditor/editor-shared.ts	321	}	COMMENT
LOW	…es/fields-document/src/DocumentEditor/editor-shared.ts	341	// return `"${key}" -> {${[...val.allowedChildren].map(x => JSON.stringify(x)).join(' ')}}`;	COMMENT
LOW	…ds-document/src/DocumentEditor/toolbar-state-shared.ts	121	) as ToolbarState['marks']	COMMENT
LOW	…es/fields-document/src/DocumentEditor/pasting/index.ts	21	editor.setFragmentData = data => {	COMMENT
LOW	packages/create/starter/schema.ts	1	// Welcome to your schema	COMMENT
LOW	packages/create/starter/auth.ts	1	// Welcome to some authentication for Keystone	COMMENT

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

Severity	File	Line	Snippet	Context
HIGH	tests/cli-tests/utils.ts	161	print(_val) {	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/content/docs/walkthroughs/lesson-4.md	309	data: { name: 'admin', email: 'admin@example.com', password },	CODE
LOW	packages/create/starter/keystone.ts	37	data: { name: 'admin', email: 'admin@example.com', password },	CODE

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/core/src/artifacts.ts	18	'# This file is automatically generated by Keystone, do not modify it manually.\n' +	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…nd-graphql-subscriptions/admin/pages/subscriptions.tsx	68	// NOTE: to stop Next.js SSR from breaking, we need to check if window is defined	COMMENT

keystonejs/keystone

Open-Source Code Quality, Security and Technical Debt Review