1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-19

Last Push

98.0K

Stars

TypeScript

Language

179.0K

Lines of Code

478

Files

298

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 7.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 292 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 67 finding(s).

PR Review Velocity Impact 8.3/100 · LOW

Which changes need focused human review? 298 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 0HIGH 1MEDIUM 3LOW 294

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 298 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.

Over-Commented Block215 hits · 206 pts

Severity	File	Line	Snippet	Context
LOW	crates/ignore/src/overrides.rs	21	/// example, if there are one or more whitelist globs and a file path doesn't	COMMENT
LOW	crates/ignore/src/overrides.rs	81	///	COMMENT
LOW	crates/ignore/src/overrides.rs	161	}	COMMENT
LOW	crates/ignore/src/types.rs	101	/// that matched.	COMMENT
LOW	crates/ignore/src/types.rs	161	}	COMMENT
LOW	crates/ignore/src/pathutil.rs	1	use std::{ffi::OsStr, path::Path};	COMMENT
LOW	crates/ignore/src/pathutil.rs	41	/// Returns true if and only if this directory entry is considered to be	COMMENT
LOW	crates/ignore/src/dir.rs	1	// This module provides a data structure, `Ignore`, that connects "directory	COMMENT
LOW	crates/ignore/src/dir.rs	81	/// Whether to read .gitignore files.	COMMENT
LOW	crates/ignore/src/dir.rs	101	// ancestors.	COMMENT
LOW	crates/ignore/src/dir.rs	121	/// parent directories if many paths are being searched.	COMMENT
LOW	crates/ignore/src/dir.rs	141	/// directory. This is only used for global gitignores or "explicit"	COMMENT
LOW	crates/ignore/src/dir.rs	781	}	COMMENT
LOW	crates/ignore/src/dir.rs	961	/// Enables reading `.ignore` files.	COMMENT
LOW	crates/ignore/src/dir.rs	981	}	COMMENT
LOW	crates/ignore/src/dir.rs	1481	assert!(err.is_none());	COMMENT
LOW	crates/ignore/src/lib.rs	101	},	COMMENT
LOW	crates/ignore/src/lib.rs	181	Error::Glob { .. } => false,	COMMENT
LOW	crates/ignore/src/incremental.rs	21	///	COMMENT
LOW	crates/ignore/src/incremental.rs	41	///	COMMENT
LOW	crates/ignore/src/incremental.rs	81	#[derive(Clone, Debug)]	COMMENT
LOW	crates/ignore/src/incremental.rs	141	/// when it is known to be outside this matcher's root. Unlike	COMMENT
LOW	crates/ignore/src/incremental.rs	161	.normalized_root	COMMENT
LOW	crates/ignore/src/incremental.rs	181	/// parent directory (`..`) component. Behavior is unspecified when these	COMMENT
LOW	crates/ignore/src/incremental.rs	501	/// Returns true only when this match corresponds to a directory and	COMMENT
LOW	crates/ignore/src/incremental.rs	521	/// the minimum depth. In this case, callers should continue looking inside	COMMENT
LOW	crates/ignore/src/gitignore.rs	121		COMMENT
LOW	crates/ignore/src/gitignore.rs	221	///	COMMENT
LOW	crates/ignore/src/gitignore.rs	301	// A leading ./ is completely superfluous. We also strip it from	COMMENT
LOW	crates/ignore/src/gitignore.rs	561	/// Toggle whether the globs should be matched case insensitively or not.	COMMENT
LOW	crates/ignore/src/gitignore.rs	581	/// For example, if this is set then the glob `[abc` will be treated as the	COMMENT
LOW	crates/ignore/src/default_types.rs	1	/// This list represents the default file types that ripgrep ships with. In	COMMENT
LOW	crates/ignore/src/walk.rs	121	/// DirEntryInner is the implementation of DirEntry.	COMMENT
LOW	crates/ignore/src/walk.rs	441	///	COMMENT
LOW	crates/ignore/src/walk.rs	461	/// * First, glob overrides are checked. If a path matches a glob override,	COMMENT
LOW	crates/ignore/src/walk.rs	501	/// The directory that gitignores should be interpreted relative to.	COMMENT
LOW	crates/ignore/src/walk.rs	641	max_filesize: self.max_filesize,	COMMENT
LOW	crates/ignore/src/walk.rs	661	/// the paths were added to this builder. Each matcher accepts paths	COMMENT
LOW	crates/ignore/src/walk.rs	781	/// This has lower precedence than all other sources of ignore rules.	COMMENT
LOW	crates/ignore/src/walk.rs	821		COMMENT
LOW	crates/ignore/src/walk.rs	861	self.ig_builder.types(types);	COMMENT
LOW	crates/ignore/src/walk.rs	921	/// Git's config file location is `$HOME/.gitconfig`. If `$HOME/.gitconfig`	COMMENT
LOW	crates/ignore/src/walk.rs	941	}	COMMENT
LOW	crates/ignore/src/walk.rs	981	///	COMMENT
LOW	crates/ignore/src/walk.rs	1001	/// paths in sorted order. The compare function will be called to compare	COMMENT
LOW	crates/ignore/src/walk.rs	1021	///	COMMENT
LOW	crates/ignore/src/walk.rs	1041	pub fn skip_stdout(&mut self, yes: bool) -> &mut WalkBuilder {	COMMENT
LOW	crates/ignore/src/walk.rs	1441	impl WalkParallel {	COMMENT
LOW	crates/ignore/src/walk.rs	1461	/// by implementing `Drop` for your builder (or for your visitor, if you	COMMENT
LOW	crates/ignore/src/walk.rs	1561	}	COMMENT
LOW	crates/ignore/src/walk.rs	1741	/// A work-stealing stack of work to do.	COMMENT
LOW	crates/oxide/tests/scanner.rs	61		COMMENT
LOW	crates/oxide/src/glob.rs	61	pattern,	COMMENT
LOW	crates/oxide/src/glob.rs	81	/// This means, that the following command:	COMMENT
LOW	crates/oxide/src/glob.rs	141	//	COMMENT
LOW	crates/oxide/src/extractor/string_machine.rs	1	use crate::cursor;	COMMENT
LOW	crates/oxide/src/extractor/candidate_machine.rs	41	// Candidates don't start with these characters, so we can skip ahead.	COMMENT
LOW	crates/oxide/src/extractor/modifier_machine.rs	1	use crate::cursor;	COMMENT
LOW	crates/oxide/src/extractor/modifier_machine.rs	41	match cursor.curr().into() {	COMMENT
LOW	…ates/oxide/src/extractor/arbitrary_variable_machine.rs	21	/// Currently parsing the data type of the arbitrary variable	COMMENT
155 more matches not shown…

Hyper-Verbose Identifiers67 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW	integrations/utils.ts	599	async function overwriteVersionsInPackageJson(content: string): Promise<string> {	CODE
LOW	integrations/utils.ts	615	function overwriteVersionsInPnpmWorkspace(content: string): string {	CODE
LOW	packages/@tailwindcss-cli/src/utils/test-helpers.ts	3	export function normalizeWindowsSeparators(p: string) {	CODE
LOW	…es/@tailwindcss-cli/src/commands/canonicalize/index.ts	340	function createCandidateGroupResult(	CODE
LOW	packages/@tailwindcss-node/src/compile.ts	66	async function ensureSourceDetectionRootExists(compiler: {	CODE
LOW	packages/tailwindcss/src/utilities.ts	2743	function resolveInterpolationModifier(modifier: CandidateModifier \| null) {	CODE
LOW	packages/tailwindcss/src/utilities.ts	6620	function alphaReplacedShadowProperties(	CODE
LOW	packages/tailwindcss/src/utilities.ts	6666	function alphaReplacedDropShadowProperties(	CODE
LOW	packages/tailwindcss/src/utilities.ts	6820	export function isValidFunctionalUtilityName(name: string): boolean {	CODE
LOW	packages/tailwindcss/src/candidate.ts	1179	function recursivelyEscapeUnderscores(ast: ValueParser.ValueAstNode[]) {	CODE
LOW	packages/tailwindcss/src/candidate.ts	1244	function decodeValidArbitraryValue(raw: string): string \| null {	CODE
LOW	packages/tailwindcss/src/ast.ts	1428	function substituteNestingSelector(selector: string, parentSelector: string): string {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	115	export function prepareDesignSystemStorage(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	142	function createSignatureOptionsCache(): DesignSystem['storage'][typeof SIGNATURE_OPTIONS_KEY] {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	151	function createSignatureComparison(designSystem: DesignSystem) {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	183	function createInternalOptionsCache(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	193	function createCanonicalizeOptions(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	611	function createCanonicalizeCandidateCache(): DesignSystem['storage'][typeof CANONICALIZE_CANDIDATE_KEY] {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	687	function createCanonicalizeVariantCache(): DesignSystem['storage'][typeof CANONICALIZE_VARIANT_KEY] {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	728	function createCanonicalizeUtilityCache(): DesignSystem['storage'][typeof CANONICALIZE_UTILITY_KEY] {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	848	function spacingCalcToSpacingFunction(input: string, designSystem: DesignSystem) {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	1080	function substituteFunctionsInValue(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	1736	function arbitraryValueToBareValueUtility(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	1762	function arbitraryValueToBareValueVariant(variant: Variant): Variant \| Variant[] {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	1909	function modernizeArbitraryValuesVariant(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2330	function optimizeArbitraryValueExpressions(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2530	function createUtilitySignatureCache(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2562	function createUtilityThemeVariablesCache(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2585	function compileUtilitySignatureAst(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2908	function createStaticUtilitiesCache(): DesignSystem['storage'][typeof STATIC_UTILITIES_KEY] {	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2919	function createUtilityPropertiesCache(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	2962	function createPreComputedUtilitiesCache(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	3023	function createVariantSignatureCache(	CODE
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	3134	function createPreComputedVariantsCache(	CODE
LOW	…kages/tailwindcss/src/canonicalize-calc-expressions.ts	7	export function canonicalizeCalcExpressions(input: string): string {	CODE
LOW	…kages/tailwindcss/src/canonicalize-calc-expressions.ts	13	export function canonicalizeCalcExpressionsAst(	CODE
LOW	packages/tailwindcss/src/constant-fold-declaration.ts	18	export function constantFoldDeclarationAst(	CODE
LOW	packages/tailwindcss/src/css-functions.ts	204	export function substituteFunctionsInValue(	CODE
LOW	packages/tailwindcss/src/css-functions.ts	245	function injectFallbackForInitialFallback(ast: ValueParser.ValueAstNode[], fallback: string): void {	CODE
LOW	packages/tailwindcss/src/variants.ts	1006	function compareBreakpointVariants(	CODE
LOW	packages/tailwindcss/src/compat/plugin-api.ts	640	function replaceNestedClassNameReferences(	CODE
LOW	packages/tailwindcss/src/compat/theme-variants.ts	4	export function registerThemeVariantOverrides(config: ResolvedConfig, designSystem: DesignSystem) {	CODE
LOW	packages/tailwindcss/src/compat/container.ts	22	export function buildCustomContainerUtilityRules(	CODE
LOW	packages/tailwindcss/src/compat/apply-compat-hooks.ts	229	function upgradeToFullPluginSupport({	CODE
LOW	packages/tailwindcss/src/utils/math-operators.ts	45	export function addWhitespaceAroundMathOperators(input: string) {	CODE
LOW	…ckages/tailwindcss/src/utils/decode-arbitrary-value.ts	23	function convertUnderscoresToWhitespace(input: string, skipUnderscoreToSpace = false) {	CODE
LOW	…ckages/tailwindcss/src/utils/decode-arbitrary-value.ts	48	function recursivelyDecodeArbitraryValues(ast: ValueParser.ValueAstNode[]) {	CODE
LOW	…es/tailwindcss/src/source-maps/visualize-source-map.ts	101	function buildAnnotationsFromSourceMapPoints(points: SourceMapPoint[]) {	CODE
LOW	…es/tailwindcss/src/source-maps/visualize-source-map.ts	460	function visualizeSourceRangeContinuation(	CODE
LOW	…es/tailwindcss/src/source-maps/visualize-source-map.ts	480	function visualizeGeneratedRangeContinuation(	CODE
LOW	…es/tailwindcss/src/source-maps/visualize-source-map.ts	508	function visualizeContinuationRange(range: Range, label: string, line: string, lineNumber: number) {	CODE
LOW	packages/@tailwindcss-vite/src/index.ts	123	function createBackCompatIdResolver(	CODE
LOW	…lwindcss-upgrade/src/codemods/css/migrate-preflight.ts	117	function substituteFunctionsInValue(	CODE
LOW	…pgrade/src/codemods/css/migrate-tailwind-directives.ts	5	export function migrateTailwindDirectives(options: { newPrefix: string \| null }): Plugin {	CODE
LOW	…windcss-upgrade/src/codemods/config/migrate-postcss.ts	148	function isTailwindCSSNestingPlugin(line: string) {	CODE
LOW	…windcss-upgrade/src/codemods/config/migrate-postcss.ts	230	function isTailwindCSSNestingPlugin(plugin: string, options: any) {	CODE
LOW	…ndcss-upgrade/src/codemods/config/migrate-js-config.ts	516	function removeUnnecessarySpacingKeys(	CODE
LOW	…-upgrade/src/codemods/template/migrate-theme-to-var.ts	172	function substituteFunctionsInValue(	CODE
LOW	…rc/codemods/template/migrate-canonicalize-candidate.ts	16	export function migrateCanonicalizeCandidate(	CODE
LOW	…c/codemods/template/migrate-legacy-arbitrary-values.ts	6	export function migrateLegacyArbitraryValues(	CODE
7 more matches not shown…

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/tailwindcss/src/utilities.test.ts	31537	// This originated from a bug. Essentially in the second `--mask-right` we	COMMENT
MEDIUM	packages/tailwindcss/src/ast.ts	880	// for a given rule. This also means that we can leverage CSS nesting	COMMENT
MEDIUM	packages/tailwindcss/src/canonicalize-candidates.ts	2707	// Essentially normalizing the `node.value` to a canonical form.	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	packages/tailwindcss/src/utilities.ts	4102	colorUtility('placeholder', {	CODE
LOW	packages/tailwindcss/src/utilities.test.ts	23445	test('placeholder', async () => {	CODE
LOW	packages/tailwindcss/src/utilities.test.ts	23593	'placeholder',	CODE
LOW	packages/tailwindcss/src/variants.test.ts	101	test('placeholder', async () => {	CODE
LOW	packages/tailwindcss/src/variants.ts	701	staticVariant('placeholder', ['&::placeholder'])	CODE

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

Severity	File	Line	Snippet	Context
HIGH	packages/@tailwindcss-upgrade/src/utils/renderer.ts	105	print()	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	crates/ignore/src/gitignore.rs	222	/// NOTE: This method is more expensive than walking the directory hierarchy	COMMENT
LOW	packages/@tailwindcss-vite/src/index.ts	179	// Step 1: Scan source files for candidates	COMMENT
LOW	…kages/@tailwindcss-upgrade/src/codemods/css/analyze.ts	44	// Step 1: Record which `@import` rules point to which stylesheets	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	packages/tailwindcss/src/canonicalize-candidates.ts	1517	// We need to check if the variable is used in the replacement	COMMENT
LOW	packages/@tailwindcss-vite/src/index.ts	179	// Step 1: Scan source files for candidates	COMMENT
LOW	…kages/@tailwindcss-upgrade/src/codemods/css/analyze.ts	44	// Step 1: Record which `@import` rules point to which stylesheets	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/classification-macros/src/lib.rs	14	/// Example usage:	COMMENT

tailwindlabs/tailwindcss

Open-Source Code Quality, Security and Technical Debt Review