1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

33.4K

Stars

TypeScript

Language

431.5K

Lines of Code

2.3K

Files

679

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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 640 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

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

Agent Over-Engineering Ratio 6.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 595 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 679 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 8HIGH 1MEDIUM 10LOW 660

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 679 distinct pattern matches across 9 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 Identifiers590 hits · 605 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/write-api-docs/SKILL.md	87	export function createCredentialsAuthProvider(...) {}	CODE
LOW	docs/shared/ui/docs-header.tsx	22	export function createDocsNavigationLinks(): Map<DocsNavigationLinkId, DocsNavigationLink> {	CODE
LOW	docs/shared/ui/table-of-contents.test.browser.tsx	99	function createTableOfContentsFixture(options: { startBehavior?: boolean } = {}) {	CODE
LOW	docs/shared/ui/public/selection-indicator.ts	4	export function positionSelectionIndicator(container: HTMLElement, selected: HTMLElement): void {	CODE
LOW	docs/shared/ui/public/code-block-copy.tsx	21	function startCodeBlockCopyBehavior(root: HTMLElement, signal: AbortSignal) {	CODE
LOW	docs/shared/ui/public/docs-shell.tsx	107	function updateNavigationScrollable() {	CODE
LOW	docs/shared/ui/public/docs-shell.tsx	145	function toggleMobileSecondaryNavigation() {	CODE
LOW⚡	docs/shared/ui/public/docs-shell.tsx	156	function closeMobileSecondaryNavigationFromLink(event: MouseEvent) {	CODE
LOW⚡	docs/shared/ui/public/docs-shell.tsx	162	function closeMobileNavigationAfterNavigation() {	CODE
LOW⚡	docs/shared/ui/public/docs-shell.tsx	167	function closeMobileNavigationFromKeyboard(event: KeyboardEvent) {	CODE
LOW	docs/shared/ui/public/docs-shell.tsx	220	function updateMobileNavigationTop() {	CODE
LOW	docs/shared/ui/public/table-of-contents.tsx	24	export function startTableOfContentsBehavior(list: HTMLOListElement, signal: AbortSignal) {	CODE
LOW	docs/shared/markdown/code-blocks.ts	89	export async function renderHighlightedCodeBlock(	CODE
LOW	docs/shared/markdown/code-blocks.ts	145	export function readCodeBlockMetaParameter(meta: string, key: string): string \| undefined {	CODE
LOW	docs/shared/markdown/parser.ts	69	export function getMarkdownLinkDestinations(source: string): MarkdownLinkDestination[] {	CODE
LOW	docs/shared/markdown/parser.ts	88	export function rewriteMarkdownLinkDestinations(	CODE
LOW	docs/shared/markdown/headings.ts	51	export function readMarkdownHeadingsFromRoot(root: Root): MarkdownHeading[] {	CODE
LOW	docs/shared/prerender/public-modules.ts	5	export async function discoverPublicModuleHrefs(	CODE
LOW	docs/shared/prerender/crawl.ts	126	function createStaticRedirectResponse(location: string): Response {	CODE
LOW	docs/shared/prerender/bench/src/html-parser.bench.ts	30	function extractLinksAndAssetsNodeHtml(root: NodeHTMLElement): {	CODE
LOW	docs/site/app/actions/guides/markdown-chapters.tsx	79	export async function docsChapterMarkdownHandler(context: DocsChapterRouteContext) {	CODE
LOW	docs/site/app/actions/guides/markdown-chapters.tsx	266	function createDocsNavigationItems(	CODE
LOW	docs/site/app/actions/guides/markdown/frames.ts	10	export function readMarkdownFrameReferences(source: string): MarkdownFrameReference[] {	CODE
LOW	docs/site/app/actions/guides/markdown/render.tsx	24	export function readMarkdownChapterSummary(	CODE
LOW	…ctivity/public/controlled-uncontrolled-inputs.demo.tsx	6	export function ControlledUncontrolledInputs(handle: Handle) {	CODE
LOW	docs/site/app/actions/reference/controller.tsx	95	export function createReferenceController(options: ReferenceControllerOptions) {	CODE
LOW	docs/site/app/data/markdown.ts	151	function createApiCodeLinkTransformer(	CODE
LOW	docs/site/app/data/registry.ts	292	function getOrSet<key, value>(map: Map<key, value>, key: key, init: () => value): value {	CODE
LOW	docs/site/scripts/generate/markdown.ts	209	async function getInterfaceFunctionMarkdown(comment: DocumentedInterfaceFunction): Promise<string> {	CODE
LOW	docs/site/scripts/generate/markdown.ts	242	async function getVariableFunctionMarkdown(comment: DocumentedVariableFunction): Promise<string> {	CODE
LOW	docs/site/scripts/generate/typedoc.ts	178	function warnOnCrossPackageCollisions(apisToDocument: Set<string>): void {	CODE
LOW	docs/site/scripts/generate/packages.ts	75	async function discoverPackageSubpathOverviews(	CODE
LOW	docs/site/scripts/generate/packages.ts	108	export async function writePackageOverviewFiles(overviews: PackageOverview[], docsDir: string) {	CODE
LOW	docs/site/scripts/generate/packages.ts	152	function shouldUsePackageReadmeForSubpath(packageName: string, exportSubpath: string): boolean {	CODE
LOW	docs/site/scripts/generate/packages.ts	211	function warnOnInvalidReadmeSyntax(markdown: string, readmePath: string) {	CODE
LOW	docs/site/scripts/generate/packages.ts	240	function warnOnInvalidReadmeCodeFenceSyntax(	CODE
LOW	docs/site/scripts/generate/packages.ts	262	function hasUmbrellaImportSpecifier(code: string): boolean {	CODE
LOW	docs/site/scripts/generate/packages.ts	272	function hasUmbrellaInstallSpecifier(code: string): boolean {	CODE
LOW	docs/site/scripts/generate/documented-api.ts	210	function getDocumentedInterfaceFunction(	CODE
LOW	docs/site/scripts/generate/documented-api.ts	392	function getVariableCallSignatures(	CODE
LOW	docs/site/scripts/generate/documented-api.ts	467	function getDocumentedVariableFunction(	CODE
LOW	docs/site/scripts/generate/documented-api.ts	589	function getApiPropertiesAndMethods(	CODE
LOW	docs/site/scripts/generate/documented-api.ts	750	function getApiParameterOrProperty(	CODE
LOW	docs/site/scripts/generate/documented-api.ts	820	function warnOnInvalidImportSyntax(api: DocumentedAPI) {	CODE
LOW	scripts/changes-validate.ts	6	function getMissingChangelogPackageDirNames(): string[] {	CODE
LOW	scripts/publish.ts	170	async function getPublishedPackagesMissingTags(): Promise<PublishedPackage[]> {	CODE
LOW	scripts/publish.ts	203	async function getPublishedPackagesMissingReleases(): Promise<PublishedPackage[]> {	CODE
LOW	scripts/publish.ts	263	function ensureGitHistoryForVersionLookup() {	CODE
LOW	scripts/setup-installable-branch.ts	112	async function updatePackageDependencies() {	CODE
LOW	scripts/generate-remix.ts	221	function getSourceFileForManifestEntry(remixPath: string, specifier: string): string {	CODE
LOW	scripts/generate-remix.ts	233	function getGeneratedSideEffectFiles(): string[] {	CODE
LOW	scripts/generate-remix.ts	519	async function getExportClassificationForSpecifier(	CODE
LOW	scripts/generate-remix.ts	531	function getPackageSideEffectsForSpecifier(	CODE
LOW	scripts/generate-remix.ts	573	async function getPackageExportClassification(	CODE
LOW	scripts/validate-package-meta.ts	194	function validatePackageDescriptions(packageInfos: PublishedPackageInfo[]): string[] {	CODE
LOW	scripts/validate-package-meta.ts	202	function validateExplicitConsumerDependencyRanges(packageInfos: PublishedPackageInfo[]): string[] {	CODE
LOW	scripts/validate-package-meta.ts	225	function validateConsumerDependencyRangesMatchCatalog(	CODE
LOW	scripts/validate-package-meta.ts	254	function validateConsistentConsumerDependencyRanges(	CODE
LOW	scripts/postinstall.ts	60	function getPlaywrightInstallLocations(): string[] {	CODE
LOW⚡	scripts/postinstall.ts	89	function isPlaywrightBrowserInstalled(installLocation: string): boolean {	CODE
530 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/site/scripts/validate-guides.ts	75	`Frame source must match ${routes.guides.examples.show.pattern.toString()}: ${frame.src}`,	CODE
CRITICAL	packages/auth/README.md	116	return redirect(routes.auth.session.login.index.href())	CODE
CRITICAL	packages/auth/README.md	129	return redirect(routes.auth.session.login.index.href())	CODE
CRITICAL	packages/remix/src/auth/README.md	116	return redirect(routes.auth.session.login.index.href())	CODE
CRITICAL	packages/remix/src/auth/README.md	129	return redirect(routes.auth.session.login.index.href())	CODE
CRITICAL	demos/frame-navigation/app/app.test.e2e.ts	259	new URL(request.url()).pathname === routes.main.account.edit.action.href(),	CODE
CRITICAL	…e-navigation/app/actions/main/account/account-page.tsx	42	href={routes.main.account.edit.index.href()}	CODE
CRITICAL	…navigation/app/actions/main/account/edit/edit-page.tsx	29	<form method="POST" action={routes.main.account.edit.action.href()} mix={formStyle}>	CODE

Over-Commented Block43 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	docs/shared/prerender/utils.ts	41	await fs.writeFile(outputPath, new Uint8Array(await response.arrayBuffer()))	COMMENT
LOW	docs/site/scripts/generate/typedoc.ts	221	// Module = 2,	COMMENT
LOW	docs/site/scripts/generate/typedoc.ts	241	// TypeAlias = 2097152,	COMMENT
LOW	packages/tar-parser/src/lib/tar.ts	261	let allowUnknownFormat = options?.allowUnknownFormat ?? true	COMMENT
LOW	packages/tar-parser/src/lib/tar.ts	461	#entryCount = 0	COMMENT
LOW	packages/component/src/style/stylesheet.ts	1	import { REMIX_UI_STYLE_LAYER } from './layers.ts'	COMMENT
LOW	…ckages/multipart-parser/demos/cf-workers/wrangler.toml	1	#:schema node_modules/wrangler/config-schema.json	COMMENT
LOW	…ckages/multipart-parser/demos/cf-workers/wrangler.toml	21		COMMENT
LOW	…ckages/multipart-parser/demos/cf-workers/wrangler.toml	41	# database_name = "my-database"	COMMENT
LOW	…ckages/multipart-parser/demos/cf-workers/wrangler.toml	61	# new_classes = ["MyDurableObject"]	COMMENT
LOW	…ckages/multipart-parser/demos/cf-workers/wrangler.toml	81	# Bind a Queue producer. Use this binding to schedule an arbitrary task that may be processed later by a Queue consumer.	COMMENT
LOW	…ckages/multipart-parser/demos/cf-workers/wrangler.toml	101	# binding = "MY_SERVICE"	COMMENT
LOW	packages/multipart-parser/src/lib/multipart.ts	241	*/	COMMENT
LOW	packages/multipart-parser/src/lib/future/multipart.ts	101		COMMENT
LOW	packages/fetch-router/README.md	521	})	COMMENT
LOW	packages/fetch-router/README.md	541	type Routes = typeof routes	COMMENT
LOW	packages/fetch-router/README.md	601	// index: Route<'GET', '/users'> - Lists all users	COMMENT
LOW	…etch-router/demos/cf-workers/worker-configuration.d.ts	8221	// The message includes metadata about the broker, the client, and the payload	COMMENT
LOW	…etch-router/demos/cf-workers/worker-configuration.d.ts	8341	type MaybeProvider<T> = T extends object ? Provider<T> : unknown;	COMMENT
LOW	…etch-router/demos/cf-workers/worker-configuration.d.ts	8361	// Base type for all other types providing RPC-like interfaces.	COMMENT
LOW	…etch-router/demos/cf-workers/worker-configuration.d.ts	8381	//	COMMENT
LOW	…etch-router/demos/cf-workers/worker-configuration.d.ts	8681	readonly type: "attributes";	COMMENT
LOW	packages/remix/src/fetch-router/README.md	521	})	COMMENT
LOW	packages/remix/src/fetch-router/README.md	541	type Routes = typeof routes	COMMENT
LOW	packages/remix/src/fetch-router/README.md	601	// index: Route<'GET', '/users'> - Lists all users	COMMENT
LOW	.github/workflows/aw-comment-router.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"5f77807cd19a30ef00ec51377a0a2c15c56c74f2c88dd97ce7353d18777	COMMENT
LOW	.github/workflows/aw-comment-router.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/aw-comment-router.lock.yml	41	# - actions/cache/save@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0	COMMENT
LOW	.github/workflows/aw-command-iterate.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"bb5a023f950d5442ff291a145458f6ea9fb64aaa2fdfb7634905346ef29	COMMENT
LOW	.github/workflows/aw-command-iterate.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/aw-command-iterate.lock.yml	41	# - OPENAI_API_KEY	COMMENT
LOW	.github/workflows/aw-command-review-proposal.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"123b6777e0e3755f6d66bed1610e7d819dbf44374d31d3675ddb37ebe30	COMMENT
LOW	.github/workflows/aw-command-review-proposal.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/aw-command-review-proposal.lock.yml	41	# - SHOPIFY_AI_PROXY	COMMENT
LOW	…thub/workflows/aw-command-review-pull-request.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"0ad014ce8de442177123deb2d78a1d4531923e948cc2ccf338e4f23ba1c	COMMENT
LOW	…thub/workflows/aw-command-review-pull-request.lock.yml	21	# gh aw compile	COMMENT
LOW	…thub/workflows/aw-command-review-pull-request.lock.yml	41	# - SHOPIFY_AI_PROXY	COMMENT
LOW	.github/workflows/aw-command-review-issue.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"f09945cd11365d6874e86ceed22bafc607ab51b9100ab0d60ee9ad12bfb	COMMENT
LOW	.github/workflows/aw-command-review-issue.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/aw-command-review-issue.lock.yml	41	# - SHOPIFY_AI_PROXY	COMMENT
LOW	.github/workflows/aw-command-implement.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"fa335576fa81db43a28038970f17e0816b62d85257cc046589d2ebf535d	COMMENT
LOW	.github/workflows/aw-command-implement.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/aw-command-implement.lock.yml	41	#	COMMENT

Fake / Example Data25 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/write-ui-examples/SKILL.md	27	- Choose the scenario and content together. A compact set of familiar statuses can make a filter list self-explanatory.	CODE
LOW	packages/auth/src/lib/test-utils.ts	58	sub: 'fake-user',	CODE
LOW	packages/auth/src/lib/providers/oidc.test.ts	257	email: 'user@example.com',	CODE
LOW	packages/auth/src/lib/providers/oidc.test.ts	293	email: 'user@example.com',	CODE
LOW	packages/data-schema/src/lib/checks.test.ts	46	let ok = schema['~standard'].validate('user@example.com')	CODE
LOW	packages/data-table-sqlite/src/lib/sql-compiler.test.ts	347	.where(or({ status: 'enabled' }, { email: 'admin@example.com' }))	CODE
LOW	packages/data-table-sqlite/src/lib/sql-compiler.test.ts	353	values: ['enabled', 'admin@example.com'],	CODE
LOW	packages/data-table/src/lib/sql.ts	21	* let email = 'user@example.com'	COMMENT
LOW	packages/data-table/src/lib/sql.ts	23	* // => { text: 'select * from users where email = ?', values: ['user@example.com'] }	COMMENT
LOW	packages/data-table/src/lib/operators.test.ts	246	let input = 'user@example.com'	CODE
LOW	demos/bookstore/app/actions/account/controller.test.ts	32	assertContains(html, 'John Doe')	CODE
LOW⚡	demos/bookstore/db/seed.sql	14	(2, 'customer@example.com', 'pbkdf2_sha256$100000$R-GBp6yHQBgiqGkXZm70IQ$PmYoRXgmMoFYh2ONKFQ-KDg-QvfPAfBduyMlsX7tveA',	CODE
LOW⚡	demos/bookstore/db/seed.sql	17	(1001, 2, 45.98, 'delivered', '{"street":"123 Main St","city":"Boston","state":"MA","zip":"02101"}', 1726358400000),	CODE
LOW⚡	demos/bookstore/db/seed.sql	18	(1002, 2, 54.0, 'shipped', '{"street":"123 Main St","city":"Boston","state":"MA","zip":"02101"}', 1727740800000);	CODE
LOW	demos/social-auth/app/db.test.ts	14	let admin = await db.findOne(users, { where: { email: 'admin@example.com' } })	CODE
LOW	demos/social-auth/app/db.test.ts	15	let user = await db.findOne(users, { where: { email: 'user@example.com' } })	CODE
LOW	demos/social-auth/app/db.test.ts	26	let admin = await db.findOne(users, { where: { email: 'admin@example.com' } })	CODE
LOW	demos/social-auth/app/router.test.ts	40	body: new URLSearchParams({ email: 'user@example.com', password: 'password123' }),	CODE
LOW	demos/social-auth/app/router.test.ts	64	body: new URLSearchParams({ email: 'user@example.com', password: 'wrong-password' }),	CODE
LOW	demos/social-auth/app/router.test.ts	205	body: new URLSearchParams({ email: 'user@example.com' }),	CODE
LOW	demos/social-auth/app/router.test.ts	232	body: new URLSearchParams({ email: 'user@example.com', password: 'newpassword123' }),	CODE
LOW	demos/social-auth/app/router.test.ts	243	body: new URLSearchParams({ email: 'user@example.com', password: 'password123' }),	CODE
LOW	…al-auth/app/actions/auth/resolve-external-auth.test.ts	19	email: 'user@example.com',	CODE
LOW	demos/social-auth/db/seed.sql	7	(1, 'admin@example.com', 'pbkdf2_sha256$100000$_QBCG3pPbKgGCIvh7Xat2A$cIkwiKE-rAEVcKacgbtYL5l2ab5lrQKiIkXPCry38Xo', 'D	CODE
LOW	demos/social-auth/db/seed.sql	8	(2, 'user@example.com', 'pbkdf2_sha256$100000$rSZlEp0rbzaRXm8aefQWpA$vU8GiCvUW0Q3qwJHsOY3rv42iiFHaKfVQmkXtdYYPWA', 'De	CODE

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/test/src/test/framework.test.ts	23	// ── describe ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/test/src/test/framework.test.ts	191	// ── it ────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/test/src/test/framework.test.ts	328	// ── Duplicate detection ───────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/test/src/test/framework.test.ts	384	// ── Aliases ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/test/src/test/framework.test.ts	398	// ── Lifecycle hooks ───────────────────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/site/app/actions/guides/chapters/01-start-here.md	70	Your new app includes an [Agent Skill](https://agentskills.io), a folder of instructions that coding agents load when th	CODE
MEDIUM	packages/remix/guides/01-start-here.md	70	Your new app includes an [Agent Skill](https://agentskills.io), a folder of instructions that coding agents load when th	CODE
MEDIUM	.github/workflows/aw-comment-router.lock.yml	26	# Route administrator mentions to an agentic workflow	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/test/src/lib/framework.ts	101	// We implement this standalone so we can leverage multiple signatures through	COMMENT
MEDIUM	packages/test/src/lib/framework.ts	157	// We implement this standalone so we can leverage multiple signatures through	COMMENT

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

Severity	File	Line	Snippet	Context
HIGH	packages/cli/src/lib/completion.ts	136	elif type compdef &>/dev/null; then	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/component-hmr/test/hmr.test.e2e.tsx	2533	async function handleRequest(	CODE
LOW	packages/assets/test/hmr.test.e2e.tsx	2506	async function handleRequest(	CODE

remix-run/remix

Open-Source Code Quality, Security and Technical Debt Review