1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

27.0K

Stars

TypeScript

Language

387.5K

Lines of Code

2.3K

Files

498

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 66 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.1/100 · LOW

Are imports declared and package/API names verified? 432 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 498 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 2HIGH 42MEDIUM 2LOW 452

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 498 distinct pattern matches across 12 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.

Fake / Example Data388 hits · 456 pts

Severity	File	Line	Snippet	Context
LOW	cypress/e2e/navigation.cy.js	11	// We need to wait for 'John Doe' and 'Posts' to be visible, because enabling canAccess triggers	COMMENT
LOW	cypress/e2e/navigation.cy.js	13	cy.contains('John Doe');	CODE
LOW⚡	cypress/e2e/edit.cy.js	37	EditPostPage.setInputValue('input', 'title', 'Lorem Ipsum{enter}');	CODE
LOW⚡	cypress/e2e/edit.cy.js	43	expect(el).to.have.value('Lorem Ipsum')	CODE
LOW⚡	cypress/e2e/edit.cy.js	50	EditPostPage.setInputValue('input', 'title', 'Lorem Ipsum{enter}');	CODE
LOW	cypress/e2e/edit.cy.js	243	CreatePostPage.setInputValue('input', 'title', 'Lorem Ipsum');	CODE
LOW	cypress/e2e/edit.cy.js	249	expect(el).to.have.value('Lorem Ipsum');	CODE
LOW	docs/SmartRichTextInput.md	153	<Form record={{ id: 123, title: 'Hello, world!', body: '<p>Lorem Ipsum</p>' }}>	CODE
LOW	docs/SmartRichTextInput.md	155	{/* default value is "<p>Lorem Ipsum</p>" */}	CODE
LOW	docs/SmartRichTextInput.md	254	.getCompletion({ prompt: 'Lorem ipsum' })	CODE
LOW	docs/SmartRichTextInput.md	256	// ' dolor sit amet, consectetur adipiscing elit.'	COMMENT
LOW	docs/NumberInput.md	26	"title": "Lorem Ipsum",	CODE
LOW	docs/SelectArrayInput.md	57	name: 'John Doe',	CODE
LOW	docs/CheckboxGroupInput.md	53	name: 'John Doe',	CODE
LOW	docs/RecordField.md	298	"name": "John Doe"	CODE
LOW	docs/Buttons.md	880	<DeleteButton record={{ id: 123, author: 'John Doe' }} resource="comments" />	CODE
LOW	docs/Buttons.md	975	<DeleteButton record={{ id: 123, author: 'John Doe' }} />	CODE
LOW	docs/Buttons.md	993	<DeleteButton record={{ id: 123, author: 'John Doe' }} resource="comments" />	CODE
LOW	docs/AccordionForm.md	361	title: 'Lorem Ipsum',	CODE
LOW	docs/AccordionForm.md	385	title: 'Lorem Ipsum',	CODE
LOW	docs/FormFillerButton.md	161	.generateContent({ prompt: 'Lorem ipsum' })	CODE
LOW	docs/FormFillerButton.md	163	// ' dolor sit amet, consectetur adipiscing elit.'	COMMENT
LOW	docs/AutocompleteInput.md	44	title: 'Lorem Ipsum',	CODE
LOW	docs/Admin.md	484	<CardContent>Lorem ipsum sic dolor amet...</CardContent>	CODE
LOW	docs/Inputs.md	31	<TextInput multiline source="body" defaultValue="Lorem Ipsum" />	CODE
LOW⚡	docs/Inputs.md	66	\| String \| `'Lorem Ipsum'` \| [`<TextInput>`](./TextInput.md)	CODE
LOW⚡	docs/Inputs.md	67	\| Rich text \| `<p>Lorem Ipsum</p>` \| [`<RichTextInput>`](./RichTextI	CODE
LOW⚡	docs/Inputs.md	68	\| Markdown \| `# Lorem Ipsum` \| [`<MarkdownInput>`](./MarkdownI	CODE
LOW	docs/Inputs.md	104	<Form record={{ id: 123, title: 'Lorem ipsum' }}>	CODE
LOW	docs/Inputs.md	106	<TextInput source="title" defaultValue="Hello, World!" /> {/* input initially renders with value "Lorem ipsum" */}	CODE
LOW⚡	docs/ReferenceArrayInput.md	54	title: "Lorem Ipsum",	CODE
LOW⚡	docs/ReferenceArrayInput.md	55	body: "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",	CODE
LOW⚡	docs/ReferenceArrayInput.md	55	body: "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",	CODE
LOW	docs/Form.md	153	title: 'Lorem Ipsum',	CODE
LOW	docs/Form.md	177	title: 'Lorem Ipsum',	CODE
LOW	docs/useLockOnMount.md	86	identity: 'John Doe',	CODE
LOW	docs/TranslationTranslating.md	230	translate('hello_name', { name: 'John Doe' });	CODE
LOW	docs/AutocompleteArrayInput.md	53	name: 'John Doe',	CODE
LOW	docs/useCreate.md	219	{ data: { id, message: 'Lorem ipsum' } },	CODE
LOW	docs/DataProviderWriting.md	497	// author: { id: 456, name: "John Doe" },	COMMENT
LOW	docs/DataProviderWriting.md	547	// authors: [{ "id": 456, "name": "John Doe" }]	COMMENT
LOW	docs/DataProviderWriting.md	570	"name": "John Doe"	CODE
LOW	docs/DataProviderWriting.md	673	// data: { id: 123, title: "hello, world", author_id: 12, body: 'Lorem Ipsum Sic Dolor Amet' }	COMMENT
LOW	docs/LongForm.md	343	title: 'Lorem Ipsum',	CODE
LOW	docs/LongForm.md	367	title: 'Lorem Ipsum',	CODE
LOW	docs/SoftDeleteButton.md	36	<SoftDeleteButton record={{ id: 123, author: 'John Doe' }} resource="comments" />	CODE
LOW	docs/SoftDeleteButton.md	134	<SoftDeleteButton record={{ id: 123, author: 'John Doe' }} />	CODE
LOW	docs/SoftDeleteButton.md	152	<SoftDeleteButton record={{ id: 123, author: 'John Doe' }} resource="comments" />	CODE
LOW	docs/ArrayInput.md	21	"customer": "John Doe",	CODE
LOW	docs/TextField.md	15	// renders the record { id: 1234, name: 'John Doe' } as	COMMENT
LOW	docs/TabbedForm.md	236	title: 'Lorem Ipsum',	CODE
LOW	docs/TabbedForm.md	260	title: 'Lorem Ipsum',	CODE
LOW	docs/RadioButtonGroupInput.md	43	title: 'Lorem Ipsum',	CODE
LOW	docs/PredictiveTextInput.md	306	.getCompletion({ prompt: 'Lorem ipsum' })	CODE
LOW	docs/PredictiveTextInput.md	308	// ' dolor sit amet, consectetur adipiscing elit.'	COMMENT
LOW	docs/StackedFilters.md	102	defaultValue: 'Lorem Ipsum',	CODE
LOW	docs/useTranslate.md	63	translate('hello_name', { name: 'John Doe' });	CODE
LOW	docs/DataProviders.md	346	"name": "John Doe"	CODE
LOW	docs/DataProviders.md	403	"authors": [{ "id": 456, "name": "John Doe" }]	CODE
LOW⚡	docs/SoftDeleteDataProvider.md	134	title: "Lorem ipsum",	CODE
328 more matches not shown…

Cross-Language Confusion (JS/TS)40 hits · 168 pts

Severity	File	Line	Snippet	Context
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	28	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	45	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	267	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	553	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	562	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	586	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	595	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	618	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	627	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	651	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	660	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	684	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	693	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	717	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	726	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	749	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	758	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	779	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	788	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	808	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	817	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	838	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	847	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	867	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	876	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	897	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	906	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	926	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	935	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	956	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	965	print(gql`	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	985	print(	CODE
HIGH	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	1005	print(	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	7	print(getGqlType({ kind: TypeKind.SCALAR, name: 'foo' }))	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	13	print(	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	24	print(	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	35	print(	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	52	print(	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	69	print(	CODE
HIGH	packages/ra-data-graphql-simple/src/getGqlType.test.ts	89	print(	CODE

Verbosity Indicators17 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	examples/crm/src/providers/commons/getCompanyAvatar.ts	30	// Step 1: Try to get favicon from website domain	COMMENT
LOW	examples/crm/src/providers/commons/getContactAvatar.ts	47	// Step 1: Try to get Gravatar image	COMMENT
LOW	examples/crm/src/providers/commons/getContactAvatar.ts	58	// Step 2: Try to get favicon from email domain	COMMENT
LOW⚡	scripts/release.sh	115	# Step 1: Install	COMMENT
LOW⚡	scripts/release.sh	118	# Step 2: Build	COMMENT
LOW⚡	scripts/release.sh	121	# Step 3: EE Tests	COMMENT
LOW⚡	scripts/release.sh	142	# Step 4: Manual demo tests	COMMENT
LOW⚡	scripts/release.sh	152	# Step 5: Lerna version	COMMENT
LOW⚡	scripts/release.sh	209	# Step 8: Git tag	COMMENT
LOW⚡	scripts/release.sh	219	# Step 9: Git push	COMMENT
LOW⚡	scripts/release.sh	230	# Step 10: Publish packages	COMMENT
LOW⚡	scripts/release.sh	237	# Step 11: Update milestones	COMMENT
LOW⚡	scripts/release.sh	240	# Step 12: Create GitHub release	COMMENT
LOW⚡	scripts/release.sh	243	# Step 13: Update documentation	COMMENT
LOW	scripts/release.sh	94	# Step 0: Check npm authentication	COMMENT
LOW	scripts/release.sh	168	# Step 6: Handle minor version updates	COMMENT
LOW	scripts/release.sh	197	# Step 7: Update changelog	COMMENT

Structural Annotation Overuse17 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	examples/crm/src/providers/commons/getCompanyAvatar.ts	30	// Step 1: Try to get favicon from website domain	COMMENT
LOW	examples/crm/src/providers/commons/getContactAvatar.ts	47	// Step 1: Try to get Gravatar image	COMMENT
LOW	examples/crm/src/providers/commons/getContactAvatar.ts	58	// Step 2: Try to get favicon from email domain	COMMENT
LOW⚡	scripts/release.sh	115	# Step 1: Install	COMMENT
LOW⚡	scripts/release.sh	118	# Step 2: Build	COMMENT
LOW⚡	scripts/release.sh	121	# Step 3: EE Tests	COMMENT
LOW⚡	scripts/release.sh	142	# Step 4: Manual demo tests	COMMENT
LOW⚡	scripts/release.sh	152	# Step 5: Lerna version	COMMENT
LOW⚡	scripts/release.sh	209	# Step 8: Git tag	COMMENT
LOW⚡	scripts/release.sh	219	# Step 9: Git push	COMMENT
LOW⚡	scripts/release.sh	230	# Step 10: Publish packages	COMMENT
LOW⚡	scripts/release.sh	237	# Step 11: Update milestones	COMMENT
LOW⚡	scripts/release.sh	240	# Step 12: Create GitHub release	COMMENT
LOW⚡	scripts/release.sh	243	# Step 13: Update documentation	COMMENT
LOW	scripts/release.sh	94	# Step 0: Check npm authentication	COMMENT
LOW	scripts/release.sh	168	# Step 6: Handle minor version updates	COMMENT
LOW	scripts/release.sh	197	# Step 7: Update changelog	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/ra-core/src/storybook/FakeBrowser.tsx	53	const newLocation = event.target.elements.location.value.replace(	CODE
CRITICAL	…kages/ra-input-rich-text/src/RichTextInput.stories.tsx	552	props.editor.view.dom.parentElement.appendChild(floatingEl);	CODE

Hyper-Verbose Identifiers13 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	docs/404.html	58	function replaceNavigationWithVersion(version) {	CODE
LOW	examples/crm/src/activity/ActivityLogCompanyCreated.tsx	14	export function ActivityLogCompanyCreated({	CODE
LOW	…les/crm/src/activity/ActivityLogContactNoteCreated.tsx	15	export function ActivityLogContactNoteCreated({	CODE
LOW	examples/crm/src/activity/ActivityLogContactCreated.tsx	14	export function ActivityLogContactCreated({	CODE
LOW	…amples/crm/src/activity/ActivityLogDealNoteCreated.tsx	15	export function ActivityLogDealNoteCreated({	CODE
LOW⚡	examples/crm/src/providers/fakerest/dataProvider.ts	74	async function fetchAndUpdateCompanyData(	CODE
LOW⚡	examples/crm/src/providers/fakerest/dataProvider.ts	79	async function fetchAndUpdateCompanyData(	CODE
LOW⚡	examples/crm/src/providers/fakerest/dataProvider.ts	84	async function fetchAndUpdateCompanyData(	CODE
LOW	…-materialui/src/button/BulkDeleteWithConfirmButton.tsx	24	function BulkDeleteWithConfirmButton(	CODE
LOW	…-materialui/src/button/BulkUpdateWithConfirmButton.tsx	23	function BulkUpdateWithConfirmButton(	CODE
LOW	…kages/ra-data-graphql-simple/src/buildGqlQuery.test.ts	86	function buildGQLParamsWithSparseFieldsFactory() {	CODE
LOW	packages/ra-core/src/form/validation/validate.ts	33	function isValidationErrorMessageWithArgs(	CODE
LOW	docs_headless/src/content/docs/RealtimeFeatures.md	368	function myTransformTopicFromRaRealtime(topic: string): string {	CODE

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tsconfig.json	21	// "noEmit": true, /* Do not emit outputs. */	COMMENT
LOW	tsconfig.json	41	/* Module Resolution Options */	COMMENT
LOW	tsconfig.json	61	"skipLibCheck": true,	COMMENT
LOW	docs/Permissions.md	121	// { action: "create", resource: "companies" },	COMMENT
LOW	docs/DataProviderWriting.md	81	filter: { author_id: 12 },	COMMENT
LOW	docs/DataProviderWriting.md	381	// { id: 126, title: "allo?", author_id: 12 },	COMMENT
LOW	docs/List.md	1341		COMMENT
LOW	examples/crm/src/setupTests.js	1	// jest-dom adds custom jest matchers for asserting on DOM nodes.	COMMENT
LOW	scripts/update-package-exports.ts	41	// This is the current exports field:	COMMENT
LOW	…re/src/controller/input/SimpleFormIteratorItemBase.tsx	41	getSource: (source: string) => {	COMMENT
LOW	…ckages/ra-core/src/controller/input/ArrayInputBase.tsx	121	const sourceContext = React.useMemo<SourceContextValue>(	COMMENT
LOW	packages/ra-core/src/i18n/useTranslatable.ts	81	// { description: { en: 'item1_en', fr: 'item1_fr' } },	COMMENT
LOW	docs_headless/src/content/docs/DataProviderWriting.md	81	// {	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/DataProviders.md	266	Authorization: Bearer YOUR_TOKEN_HERE	CODE
HIGH	docs_headless/src/content/docs/DataProviders.md	260	Authorization: Bearer YOUR_TOKEN_HERE	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…/ra-ui-materialui/src/input/AutocompleteInput.spec.tsx	612	// don't forget to close the dropdown, otherwise following tests will fail	COMMENT
LOW	…/ra-ui-materialui/src/input/AutocompleteInput.spec.tsx	675	// don't forget to close the dropdown, otherwise following tests will fail	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/ra-core/src/form/Form.spec.tsx	793	// not very robust but there are other React warnings due to act()	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/DataProviderWriting.md	467	A simple react-admin app with one `<Resource>` using [guessers](./Features.md#guessers--scaffolding) for the `list`, `ed	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/demo/public/mockServiceWorker.js	126	async function handleRequest(event, requestId) {	CODE
LOW	examples/crm/public/mockServiceWorker.js	126	async function handleRequest(event, requestId) {	CODE

marmelab/react-admin

Open-Source Code Quality, Security and Technical Debt Review