tldraw/tldraw

3.4

Adjusted Score

3.4

Raw Score

100%

Time Factor

2026-07-13

Last Push

48.7K

Stars

TypeScript

Language

656.3K

Lines of Code

3.4K

Files

1.4K

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 9HIGH 2MEDIUM 489LOW 891

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1391 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators484 hits · 1204 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	834	// ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	836	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	840	// │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	841	// └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	933	// ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	935	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	940	// │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	941	// └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1096	// ┌───────────┼────┼────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1098	// │ ┌─────────┼────┼─────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1102	// │ └─────────┼────┼─────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1103	// └───────────┼────┼────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1121	// ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1123	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1128	// │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1129	// └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1510	// ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1512	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1517	// │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1518	// └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1619	// ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1621	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1626	// │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1627	// └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1851	// // ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1853	// // │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1858	// // │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1859	// // └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1936	// ┌─────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1938	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1943	// │ └────────────────────────┘ └──────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/groups.test.tsx	1944	// └─────────────────────────────────────────────────────────┘	COMMENT
MEDIUM	packages/tldraw/src/test/groups.test.tsx	902	// ┌──────────────────┐	COMMENT
MEDIUM	packages/tldraw/src/test/groups.test.tsx	907	// └──────────────────┘	COMMENT
MEDIUM	packages/tldraw/src/test/groups.test.tsx	1182	// ┌──────────────────────────────┐	COMMENT
MEDIUM	packages/tldraw/src/test/groups.test.tsx	1194	// └──────────────────────────────┘	COMMENT
MEDIUM	packages/tldraw/src/test/groups.test.tsx	1747	// ┌──────────────────────────────┐	COMMENT
MEDIUM	packages/tldraw/src/test/groups.test.tsx	1759	// └──────────────────────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	342	// ┌──────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	348	// 10 └──────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	353	// 20 ┌──────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	359	// 30 └──────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	367	// ┌──────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	375	// └──────────────────O	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	388	// ┌──────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	389	// │ ┌───────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	393	// │ └───────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	396	// │ ┌───────────────────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	400	// │ └───────────────────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	401	// └──────────────────────────────────────────────────────────────────O	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	409	// ┌─────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	410	// │ ┌──────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	419	// 20 │ └──────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	427	// 40 │ ┌──────────┐ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	436	// 60 │ └──────────┘ │	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	437	// └─────────────────────────────────O	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	446	// O───────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	454	// └───────────────┘	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	463	// ┌───────────────────────────────────┐	COMMENT
MEDIUM⚡	packages/tldraw/src/test/resizing.test.ts	464	// │ ┌──────────┐ │	COMMENT
424 more matches not shown…

Hyper-Verbose Identifiers535 hits · 527 pts

Severity	File	Line	Snippet	Context
LOW	internal/scripts/generate-tldraw-package-docs.ts	27	export function generateTldrawPackageDocs({	CODE
LOW	internal/scripts/api-check.ts	33	function getTempDeclarationFilename(packageName: string): string {	CODE
LOW	internal/scripts/refresh-assets.ts	196	async function optimizeAndMergeDotcomIcons() {	CODE
LOW	internal/scripts/refresh-assets.ts	431	async function writeUrlBasedAssetDeclarationFile() {	CODE
LOW	internal/scripts/refresh-assets.ts	468	async function writeImportBasedAssetDeclarationFile(	CODE
LOW	internal/scripts/refresh-assets.ts	508	async function writeSelfHostedAssetDeclarationFile(): Promise<void> {	CODE
LOW	internal/scripts/refresh-assets.ts	545	async function writeAssetDeclarationDTSFile() {	CODE
LOW	internal/scripts/check-circular-deps.ts	103	async function checkPackageForCircularDependencies(packageName: string, packageEntryPath: string) {	CODE
LOW	internal/scripts/publish-editor-extensions.ts	57	async function copyExtensionToReleaseFolder(version: string) {	CODE
LOW	internal/scripts/deploy-dotcom.ts	223	async function deployWorkersInDependencyOrder({	CODE
LOW	internal/scripts/deploy-dotcom.ts	521	async function deployTldrawUserContentWorker({ dryRun }: { dryRun: boolean }) {	CODE
LOW	internal/scripts/deploy-dotcom.ts	736	function updateFlyioReplicationManagerToml(appName: string, backupPath: string): void {	CODE
LOW	internal/scripts/deploy-dotcom.ts	769	function updateFlyioViewSyncerToml(	CODE
LOW	internal/scripts/deploy-dotcom.ts	817	async function deployZeroViaFlyIoMultiNode() {	CODE
LOW	internal/scripts/deploy-dotcom.ts	992	async function coalesceWithPreviousAssets(assetsDir: string) {	CODE
LOW	internal/scripts/export-template.ts	149	async function setWorkspaceDependenciesToLatest(dependencies?: Record<string, string>) {	CODE
LOW	internal/scripts/prune-preview-deploys.ts	70	async function listPreviewWorkerDeployments() {	CODE
LOW	internal/scripts/prune-preview-deploys.ts	112	async function deletePreviewWorkerDeployment(id: string) {	CODE
LOW	internal/scripts/lib/publishing.ts	75	async function stageAllPackageJsonChanges() {	CODE
LOW	internal/scripts/lib/publishing.ts	102	export async function getLatestTldrawVersionFromNpm({	CODE
LOW	internal/scripts/lib/publishing.ts	262	export async function publishProductionDocsAndExamplesAndBemo({	CODE
LOW	internal/scripts/lib/publishing.ts	269	export async function triggerBumpVersionsWorkflow(ghToken: string) {	CODE
LOW	internal/scripts/lib/labels.ts	42	export function formatLabelOptionsForPRTemplate() {	CODE
LOW	packages/validate/DOCS.md	808	function validateAndProcess(data: unknown) {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1285	export function defaultHandleExternalExcalidrawContent(editor: Editor, { point, content }: {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1291	export function defaultHandleExternalFileAsset(editor: Editor, { file, assetId }: TLFileExternalAsset, options: TLDefaul	CODE
LOW⚡	packages/tldraw/api-report.api.md	1294	export function defaultHandleExternalFileContent(editor: Editor, { point, files }: {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1300	export function defaultHandleExternalFileReplaceContent(editor: Editor, { file, shapeId }: TLFileReplaceExternalContent,	CODE
LOW⚡	packages/tldraw/api-report.api.md	1303	export function defaultHandleExternalSvgTextContent(editor: Editor, { point, text }: {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1309	export function defaultHandleExternalTextContent(editor: Editor, { point, text, html }: {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1316	export function defaultHandleExternalTldrawContent(editor: Editor, { point, content }: {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1322	export function defaultHandleExternalUrlAsset(editor: Editor, { url }: TLUrlExternalAsset, { toasts, msg }: TLDefaultExt	CODE
LOW⚡	packages/tldraw/api-report.api.md	1325	export function defaultHandleExternalUrlContent(editor: Editor, { point, url }: {	CODE
LOW⚡	packages/tldraw/api-report.api.md	1334	export function DefaultHelperButtonsContent(): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4195	export function TldrawUiComponentsProvider({ overrides, children }: TLUiComponentsProviderProps): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4201	export function TldrawUiContextualToolbar({ children, className, isMousingDown, getSelectionBounds, changeOnlyWhenYChang	CODE
LOW⚡	packages/tldraw/api-report.api.md	4207	export function TldrawUiDialogCloseButton(): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4222	export function TldrawUiDropdownMenuCheckboxItem({ children, onSelect, ...rest }: TLUiDropdownMenuCheckboxItemProps): JS	CODE
LOW⚡	packages/tldraw/api-report.api.md	4225	export function TldrawUiDropdownMenuContent({ className, side, align, sideOffset, alignOffset, collisionPadding, childre	CODE
LOW⚡	packages/tldraw/api-report.api.md	4228	export function TldrawUiDropdownMenuGroup({ className, children }: TLUiDropdownMenuGroupProps): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4231	export function TldrawUiDropdownMenuIndicator(): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4243	export function TldrawUiDropdownMenuSubContent({ id, alignOffset, sideOffset, size, children }: TLUiDropdownMenuSubConte	CODE
LOW⚡	packages/tldraw/api-report.api.md	4246	export function TldrawUiDropdownMenuSubTrigger({ id, label, title, disabled }: TLUiDropdownMenuSubTriggerProps): JSX.Ele	CODE
LOW⚡	packages/tldraw/api-report.api.md	4249	export function TldrawUiDropdownMenuTrigger({ children, ...rest }: TLUiDropdownMenuTriggerProps): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4261	export function TldrawUiInFrontOfTheCanvas(): JSX.Element;	CODE
LOW⚡	packages/tldraw/api-report.api.md	4270	export function TldrawUiMenuActionCheckboxItem({ actionId, ...rest }: TLUiMenuActionCheckboxItemProps): JSX.Element \| nu	CODE
LOW⚡	packages/tldraw/api-report.api.md	4279	export function TldrawUiMenuContextProvider({ type, sourceId, children }: TLUiMenuContextProviderProps): JSX.Element;	CODE
LOW	packages/tldraw/api-report.api.md	654	export function CenteredTopPanelContainer({ maxWidth, ignoreRightWidth, stylePanelWidth, marginBetweenZones, squeezeAmou	CODE
LOW	packages/tldraw/api-report.api.md	673	export function centerSelectionAroundPoint(editor: Editor, position: VecLike): void;	CODE
LOW	packages/tldraw/api-report.api.md	791	export function ConvertToBookmarkMenuItem(): JSX.Element \| null;	CODE
LOW	packages/tldraw/api-report.api.md	1119	export function DefaultActionsMenuContent(): JSX.Element;	CODE
LOW	packages/tldraw/api-report.api.md	1136	export function DefaultContextMenuContent(): JSX.Element;	CODE
LOW	packages/tldraw/api-report.api.md	1160	export function DefaultFollowingIndicator(): JSX.Element \| null;	CODE
LOW	packages/tldraw/api-report.api.md	1366	export function DefaultKeyboardShortcutsDialogContent(): JSX.Element;	CODE
LOW	packages/tldraw/api-report.api.md	1407	export function DefaultPeopleMenuFacePile({ userIds, userName, userColor }: TLUiPeopleMenuFacePileProps): JSX.Element;	CODE
LOW	packages/tldraw/api-report.api.md	1424	export function DefaultQuickActionsContent(): JSX.Element \| undefined;	CODE
LOW	packages/tldraw/api-report.api.md	1430	export function DefaultRichTextToolbarContent({ textEditor, onEditLinkStart }: DefaultRichTextToolbarContentProps): JSX.	CODE
LOW	packages/tldraw/api-report.api.md	1484	export function DefaultUserPresenceEditor(): JSX.Element;	CODE
LOW	packages/tldraw/api-report.api.md	1962	export function FitFrameToContentMenuItem(): JSX.Element \| null;	CODE
LOW	packages/tldraw/api-report.api.md	2331	export function getArrowTerminalsInArrowSpace(editor: Editor, shape: TLArrowShape, bindings: TLArrowBindings): {	CODE
475 more matches not shown…

Over-Commented Block213 hits · 147 pts

Severity	File	Line	Snippet	Context
LOW	socket.yml	1	version: 2	COMMENT
LOW	internal/scripts/i18n-fix-strings.ts	1	import { Key, LokaliseApi } from '@lokalise/node-api'	COMMENT
LOW	internal/scripts/publish-patch.ts	61	if (process.env.GITHUB_OUTPUT) {	COMMENT
LOW	internal/scripts/deploy-dotcom.ts	281	// Zero connection limits per environment.	COMMENT
LOW	internal/scripts/lib/didAnyPackageChange.ts	61	filePath: string	COMMENT
LOW	packages/tldraw/src/test/TldrawEditor.test.tsx	101	// render(	COMMENT
LOW	packages/tldraw/src/test/TldrawEditor.test.tsx	121	// store={createTLStore({ shapeUtils: [GroupShapeUtil] })}	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	901	// C - fill: none	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1021		COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1061	// ! Removed: pointing a group is impossible; you'd be pointing the selection instead.	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1081	expect(editor.getSelectedShapeIds().includes(ids.boxB)).toBe(true)	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1181	// group A	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1501	})	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1621	// │ ┌────────────────────────┐ ┌──────────────────────┐ │	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1741	})	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1841	})	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1861	// // 20 ┌───┐	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1881	// })	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1901	// expect(editor.focusedGroupId).toBe(editor.currentPageId)	COMMENT
LOW	packages/tldraw/src/test/groups.test.tsx	1921	// expect(onlySelectedId()).not.toBe(groupCId)	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	341	//	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	361	})	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	381	expect(roundedPageBounds(ids.boxA)).toMatchObject({ x: 0, y: 0, w: 5, h: 5 })	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	401	// └──────────────────────────────────────────────────────────────────O	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	421	// │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	441	expect(roundedPageBounds(ids.boxB)).toMatchObject({ x: 20, y: 40, w: 10, h: 20 })	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	461		COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	481	w: 60,	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	501		COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	581	// │ │ │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	601	// │ │ │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	621	// │ │ │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	641	// │ │ A │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	681	// │ ┌───┐ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	701	// │ ┌──────────┐ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	721	})	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1241		COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1281	`)	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1321	// x ┌────────────────────┐	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1361	// │ │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1381	// │ │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1401	// │ │ │ X │ │ │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1421	expect(editor.getShape(ids.boxX)).toMatchObject({ x: 80, y: 80, props: { w: 80, h: 80 } })	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1461	describe('snapping while resizing from center', () => {	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1541	})	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1581	// 40 │ │	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1601	[	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1641	]	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1681	// 20 └───┘	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1741	"20,20 60,20 80,20 120,20",	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1781	// 0 ┌───┐	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1821	//	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1841	})	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1901	})	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	1961	]	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	2001	// 40 ┌──────────────────┐	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	2021	"120,40 120,60 120,80 120,120",	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	2061	// 20 x────┬────x───x────x	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	2121	'20,20 60,20 80,20 120,20',	COMMENT
LOW	packages/tldraw/src/test/resizing.test.ts	2181		COMMENT
153 more matches not shown…

Structural Annotation Overuse68 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	internal/scripts/profile-typescript.ts	52	// Step 1: Count files being processed	COMMENT
LOW	internal/scripts/profile-typescript.ts	66	// Step 2: Calculate tsbuildinfo cache size	COMMENT
LOW	internal/scripts/profile-typescript.ts	101	// Step 3: Run extended diagnostics	COMMENT
LOW	internal/scripts/profile-typescript.ts	130	// Step 4: Generate trace file	COMMENT
LOW	internal/scripts/profile-typescript.ts	179	// Step 5: Generate markdown report	COMMENT
LOW	internal/scripts/profile-tsserver.ts	66	// Step 1: Get project info	COMMENT
LOW	internal/scripts/profile-tsserver.ts	91	// Step 2: Check for existing TSServer logs	COMMENT
LOW	internal/scripts/profile-tsserver.ts	118	// Step 3: Start a TSServer instance for profiling	COMMENT
LOW	internal/scripts/profile-tsserver.ts	249	// Step 4: Generate report	COMMENT
LOW	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	280	// Step 1: Compute (x1', y1') - transform from ellipse coordinate system to unit circle	COMMENT
LOW	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	294	// Step 2: Compute (cx', cy') - center of ellipse in transformed system	COMMENT
LOW⚡	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	308	// Step 3: Compute (cx, cy) from (cx', cy') - transform back to original coordinate system	COMMENT
LOW⚡	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	312	// Step 4: Compute the start and end angles	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	143	// Step 1: seed the dirty set from the record diffs.	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	197	// Step 2: a moved record moves the page transforms of all its	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	213	// Step 3: expand to a fixpoint. Any shape whose bounds may have changed	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	231	// Step 4: recheck only the dirty shapes' bounds. The batch stays empty	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	671	// Step 1: Find the best anchor point on the shape	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	677	// Step 2: Convert anchor point to normalized coordinates (0-1 range within shape bounds)	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	683	// Step 3: Clamp normalized coordinates to valid range [0, 1]	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	689	// Step 4: Validate that the clamped anchor point is still within the shape geometry. This is necessary because the abo	COMMENT
LOW	skills/review-docs/SKILL.md	86	## Step 1: Initial evaluation	COMMENT
LOW	skills/review-docs/SKILL.md	188	## Step 2: Summarize and prompt user	COMMENT
LOW	skills/review-docs/SKILL.md	219	## Step 3: Triage (before improvement)	COMMENT
LOW	skills/review-docs/SKILL.md	230	## Step 4: Improve	COMMENT
LOW	skills/review-docs/SKILL.md	296	## Step 5: Verification evaluation	COMMENT
LOW	skills/review-docs/SKILL.md	371	## Step 6: Loop	COMMENT
LOW	skills/pr-walkthrough/SKILL.md	31	### Step 1: Understand the PR	COMMENT
LOW	skills/pr-walkthrough/SKILL.md	56	### Step 2: Write the narration	COMMENT
LOW	skills/pr-walkthrough/SKILL.md	68	### Step 3: Generate audio and timestamps	COMMENT
LOW	skills/pr-walkthrough/SKILL.md	111	### Step 4: Write the manifest	COMMENT
LOW	skills/pr-walkthrough/SKILL.md	249	### Step 5: Render the video	COMMENT
LOW	skills/skill-creator/SKILL.md	215	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	skills/skill-creator/SKILL.md	232	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	skills/skill-creator/SKILL.md	256	### Step 3: Initializing the Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	279	### Step 4: Edit the Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	320	### Step 5: Packaging a Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	346	### Step 6: Iterate	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	44	## Step 1: Understand the environment	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	57	## Step 2: Upgrade packages	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	66	## Step 3: Identify all TypeScript errors	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	82	## Step 4: Fix errors in order of impact	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	156	## Step 5: Fix deprecations	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	186	## Step 6: Verify	COMMENT
LOW	skills/tldraw-migrate/SKILL.md	209	## Step 7: Report	COMMENT
LOW	apps/mcp-app/.claude/skills/add-app-to-server/SKILL.md	58	## Step 1: Analyze Existing Tools	COMMENT
LOW	apps/mcp-app/.claude/skills/add-app-to-server/SKILL.md	77	## Step 2: Add Dependencies	COMMENT
LOW	apps/mcp-app/.claude/skills/add-app-to-server/SKILL.md	88	## Step 3: Set Up the Build Pipeline	COMMENT
LOW	apps/mcp-app/.claude/skills/add-app-to-server/SKILL.md	143	## Step 4: Convert Tools to App Tools	COMMENT
LOW	apps/mcp-app/.claude/skills/add-app-to-server/SKILL.md	192	## Step 5: Register Resources	COMMENT
LOW	apps/mcp-app/.claude/skills/add-app-to-server/SKILL.md	221	## Step 6: Build the UI	COMMENT
LOW	apps/mcp-app/.claude/skills/convert-web-app/SKILL.md	63	## Step 1: Analyze the Existing Web App	COMMENT
LOW	apps/mcp-app/.claude/skills/convert-web-app/SKILL.md	90	## Step 2: Investigate CSP Requirements	COMMENT
LOW	apps/mcp-app/.claude/skills/convert-web-app/SKILL.md	111	## Step 3: Set Up the MCP Server	COMMENT
LOW	apps/mcp-app/.claude/skills/convert-web-app/SKILL.md	201	## Step 4: Adapt the Build Pipeline	COMMENT
LOW	apps/mcp-app/.claude/skills/convert-web-app/SKILL.md	252	## Step 5: Add MCP App Initialization Alongside Existing Logic	COMMENT
LOW	apps/mcp-app/.claude/skills/convert-web-app/SKILL.md	407	## Step 6: Add Host Styling Integration (MCP Mode Only)	COMMENT
LOW	apps/dotcom/sync-worker/src/adminRoutes.ts	340	// Step 1: Find all groups the user is the only owner of	COMMENT
LOW⚡	apps/dotcom/sync-worker/src/adminRoutes.ts	373	// Step 2: Soft delete groups (the cleanup_deleted_group_trigger will soft delete their files)	COMMENT
LOW⚡	apps/dotcom/sync-worker/src/adminRoutes.ts	379	// Step 3: Get all files to hard delete	COMMENT
8 more matches not shown…

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ages/tldraw/src/lib/ui/hooks/useCollaborationStatus.ts	18	return editor.store.props.collaboration.status.get()	CODE
CRITICAL	packages/editor/src/lib/editor/Editor.ts	944	const user = this.store.props.users.currentUser.get()	CODE
CRITICAL	packages/editor/src/lib/editor/Editor.ts	4419	const user = this.store.props.users.currentUser.get()	CODE
CRITICAL	packages/editor/src/lib/editor/Editor.ts	6824	const binding = this.store.schema.types.binding.create({	CODE
CRITICAL	apps/dotcom/client/src/tla/utils/slurping.tsx	88	if (this.opts.editor.store.query.records('shape').get().length === 0) {	CODE
CRITICAL	…rs/attribution-timeline/AttributionTimelineExample.tsx	123	const user = editor.store.props.users.currentUser.get()	CODE
CRITICAL	…s/src/examples/users/custom-user/CustomUserExample.tsx	89	const currentUser = useValue('current-user', () => editor.store.props.users.currentUser.get(), [	CODE
CRITICAL	…/src/examples/users/attribution/AttributionExample.tsx	102	const currentUser = useValue('current-user', () => editor.store.props.users.currentUser.get(), [	CODE
CRITICAL	…/src/examples/users/attribution/AttributionExample.tsx	221	The panel reads `editor.store.props.users.currentUser.get()` to show who is	CODE

Verbosity Indicators36 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	internal/scripts/profile-typescript.ts	52	// Step 1: Count files being processed	COMMENT
LOW	internal/scripts/profile-typescript.ts	66	// Step 2: Calculate tsbuildinfo cache size	COMMENT
LOW	internal/scripts/profile-typescript.ts	101	// Step 3: Run extended diagnostics	COMMENT
LOW	internal/scripts/profile-typescript.ts	130	// Step 4: Generate trace file	COMMENT
LOW	internal/scripts/profile-typescript.ts	179	// Step 5: Generate markdown report	COMMENT
LOW	internal/scripts/profile-tsserver.ts	66	// Step 1: Get project info	COMMENT
LOW	internal/scripts/profile-tsserver.ts	91	// Step 2: Check for existing TSServer logs	COMMENT
LOW	internal/scripts/profile-tsserver.ts	118	// Step 3: Start a TSServer instance for profiling	COMMENT
LOW	internal/scripts/profile-tsserver.ts	249	// Step 4: Generate report	COMMENT
LOW	…w/src/lib/tools/SelectTool/childStates/EditingShape.ts	65	// In the case where on pointer down we hit a shape's label, we need to check if the user is dragging.	COMMENT
LOW	…es/tldraw/src/lib/tools/SelectTool/childStates/Idle.ts	655	// we need to check if the canvas was initially selecting something before continuing.	COMMENT
LOW	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	280	// Step 1: Compute (x1', y1') - transform from ellipse coordinate system to unit circle	COMMENT
LOW	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	294	// Step 2: Compute (cx', cy') - center of ellipse in transformed system	COMMENT
LOW⚡	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	308	// Step 3: Compute (cx, cy) from (cx', cy') - transform back to original coordinate system	COMMENT
LOW⚡	packages/tldraw/src/lib/shapes/shared/PathBuilder.tsx	312	// Step 4: Compute the start and end angles	COMMENT
LOW	packages/tlschema/src/records/TLBinding.ts	78	? // if it's a default binding type we need to check if it's been overridden	CODE
LOW	packages/tlschema/src/records/TLShape.ts	107	? // if it's a default shape type we need to check if it's been overridden	CODE
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	143	// Step 1: seed the dirty set from the record diffs.	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	197	// Step 2: a moved record moves the page transforms of all its	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	213	// Step 3: expand to a fixpoint. Any shape whose bounds may have changed	COMMENT
LOW	…or/managers/SpatialIndexManager/SpatialIndexManager.ts	231	// Step 4: recheck only the dirty shapes' bounds. The batch stays empty	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	671	// Step 1: Find the best anchor point on the shape	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	677	// Step 2: Convert anchor point to normalized coordinates (0-1 range within shape bounds)	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	683	// Step 3: Clamp normalized coordinates to valid range [0, 1]	COMMENT
LOW⚡	…gent/shared/format/convertFocusedShapeToTldrawShape.ts	689	// Step 4: Validate that the clamped anchor point is still within the shape geometry. This is necessary because the abo	COMMENT
LOW	apps/dotcom/sync-worker/src/adminRoutes.ts	340	// Step 1: Find all groups the user is the only owner of	COMMENT
LOW⚡	apps/dotcom/sync-worker/src/adminRoutes.ts	373	// Step 2: Soft delete groups (the cleanup_deleted_group_trigger will soft delete their files)	COMMENT
LOW⚡	apps/dotcom/sync-worker/src/adminRoutes.ts	379	// Step 3: Get all files to hard delete	COMMENT
LOW	apps/dotcom/sync-worker/src/adminRoutes.ts	410	// Step 5: Hard delete groups and user in a transaction	COMMENT
LOW	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	32	// Step 1: Press Enter to start editing the label	COMMENT
LOW⚡	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	43	// Step 2: Press Escape to exit editing mode	COMMENT
LOW⚡	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	50	// Step 3: Press Cmd+Enter to focus the style panel	COMMENT
LOW	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	63	// Step 4: Use arrow keys to navigate to a different color (assuming color buttons are first)	COMMENT
LOW⚡	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	76	// Step 5: Press Enter to select the color	COMMENT
LOW⚡	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	79	// Step 6: Press Escape to return focus to the shape. The Escape keydown	COMMENT
LOW⚡	…les/e2e/tests/test-a11y-style-panel-navigation.spec.ts	84	// Step 7: Press Enter again to edit the label. Selecting a colour above makes	COMMENT

Fake / Example Data29 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	packages/validate/DOCS.md	566	phone: '555-1234',	CODE
LOW	packages/state/README.md	95	console.log(fullName.get()) // "John Doe"	CODE
LOW	packages/state/README.md	98	console.log(fullName.get()) // "Jane Doe" - automatically updated!	CODE
LOW	packages/state/DOCS.md	135	console.log(fullName.get()) // "John Doe"	CODE
LOW	packages/state/DOCS.md	141	console.log(fullName.get()) // "Jane Doe"	CODE
LOW⚡	packages/state/DOCS.md	180	console.log(user.getFullName()) // "John Doe"	CODE
LOW⚡	packages/state/DOCS.md	183	console.log(user.getFullName()) // "Jane Doe"	CODE
LOW⚡	packages/state/DOCS.md	191	console.log(fullNameComputed.get()) // "John Doe"	CODE
LOW	packages/state/src/lib/Computed.ts	186	* console.log(fullName.get()) // "John Doe"	COMMENT
LOW	packages/state/src/lib/Computed.ts	188	* console.log(fullName.get()) // "Jane Doe"	COMMENT
LOW⚡	packages/state/src/lib/__tests__/transactions.test.ts	30	expect(name).toBe('John Doe')	CODE
LOW⚡	packages/state/src/lib/__tests__/transactions.test.ts	37	expect(name).toBe('John Doe')	CODE
LOW⚡	packages/state/src/lib/__tests__/transactions.test.ts	41	expect(name).toBe('John Doe')	CODE
LOW⚡	packages/state/src/lib/__tests__/transactions.test.ts	47	expect(name).toBe('John Doe')	CODE
LOW⚡	packages/state/src/lib/__tests__/transactions.test.ts	56	expect(fullName.get()).toBe('John Doe')	CODE
LOW⚡	packages/state/src/lib/__tests__/transactions.test.ts	57	expect(name).toBe('John Doe')	CODE
LOW	packages/state/src/lib/__tests__/transactions.test.ts	199	expect(fullName.get()).toBe('John Doe')	CODE
LOW	packages/dotcom-shared/src/mutators.test.ts	21	email: 'test@test.com',	CODE
LOW	packages/worker-shared/src/bookmarks.test.ts	200	author: 'John Doe',	CODE
LOW	packages/worker-shared/src/bookmarks.test.ts	236	author: 'John Doe',	CODE
LOW	packages/store/src/lib/StoreListeners.test.ts	211	const visit = Visit.create({ visitorName: 'John Doe' })	CODE
LOW	packages/store/src/lib/Store.test.ts	199	store.put([Author.create({ name: 'J.R.R Tolkein' }), Visit.create({ visitorName: 'John Doe' })])	CODE
LOW	packages/store/src/lib/Store.test.ts	246	Visit.create({ visitorName: 'John Doe', id: Visit.createId('doe') }),	CODE
LOW	packages/store/src/lib/StoreSchema.ts	359	* { id: 'book:1', typeName: 'book', title: '', author: 'Jane Doe' },	COMMENT
LOW	…rc/examples/shapes/tools/layout-bindings/snapshot.json	122	"placeholder": false	CODE
LOW	…rc/examples/shapes/tools/layout-bindings/snapshot.json	134	"placeholder": false	CODE
LOW	…rc/examples/shapes/tools/layout-bindings/snapshot.json	146	"placeholder": false	CODE
LOW	…rc/examples/shapes/tools/layout-bindings/snapshot.json	158	"placeholder": false	CODE
LOW	…rc/examples/shapes/tools/layout-bindings/snapshot.json	170	"placeholder": false	CODE

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/utils/src/lib/version.test.ts	417	// This test checks that the system is robust against different global contexts	COMMENT
MEDIUM	.github/workflows/e2e-device.yml	9	# It currently covers multi-touch gestures (pinch), but the harness is meant to	COMMENT
MEDIUM	apps/examples/e2e/tests/test-page-menu.spec.ts	287	// Wait for edit mode and use robust input handling	COMMENT
MEDIUM	apps/examples/e2e/tests/test-page-menu.spec.ts	316	// Wait for edit mode and use robust input handling	COMMENT

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/i18n-download-strings.yml	52	# Check if there are any changes to JSON files	COMMENT
LOW	…s/update-release-notes/scripts/get-changelog-status.sh	52	# Check if the archive file already exists	COMMENT
LOW	…s/update-release-notes/scripts/get-changelog-status.sh	61	# Check if next.mdx has content (more than just frontmatter)	COMMENT
LOW	apps/mcp-app/wrangler.toml	28	# Set this to the public URL of the worker. Used for constructing absolute image URLs.	COMMENT
LOW	apps/dotcom/snapshot-state.sh	49	# Check if volume exists	COMMENT
LOW	apps/dotcom/restore-state.sh	61	# Check if dev-app is running	COMMENT
LOW	apps/dotcom/restore-state.sh	102	# Check if containers are using the volume	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	packages/tlschema/src/records/TLPageState.ts	142	// rather than replace it, I've added another migration below that fixes it.	COMMENT

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

Severity	File	Line	Snippet	Context
HIGH	packages/tldraw/src/test/testutils/pretty.ts	30	print() {	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	skills/pr-walkthrough/video/render.sh	10	# Usage:	COMMENT
LOW	skills/pr-walkthrough/scripts/make-video.sh	4	# Usage:	COMMENT
LOW	skills/pr-walkthrough/scripts/generate-audio.sh	7	# Usage:	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…es/collaboration/user-presence/UserPresenceExample.tsx	118	This is just for demonstration purposes.	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings