AI Slop Code Risk Monitor

tw-in-js/twind

Name: tw-in-js/twind — JavaScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The smallest, fastest, most feature complete Tailwind-in-JS solution in existence.

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for tw-in-js/twind, a JavaScript project with 3,945 GitHub stars. SynthScan examined 100,595 lines of code across 576 source files, recording 45 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.5 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.9K

Stars

JavaScript

Language

100.6K

Lines of Code

576

Files

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 44 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 2.6/100 · LOW

Which changes need focused human review? 45 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 1HIGH 0MEDIUM 0LOW 44

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 45 distinct pattern matches across 4 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 Block35 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	sites/twind.style/src/lib/search.ts	81	title: excerpt(value.title, term),	COMMENT
LOW	sites/twind.style/src/lib/markdown/remark-code.ts	21	//	COMMENT
LOW	sites/twind.run/src/lib/monaco.ts	481	// if (content) {	COMMENT
LOW	sites/twind.run/src/routes/[[key]]/+page.server.ts	21	// interface PageData {	COMMENT
LOW	sites/twind.run/src/routes/[[key]]/code.svelte	701	},	COMMENT
LOW	sites/cdn.twind.style/src/index.ts	61	// forward source map requests	COMMENT
LOW	examples/with-sveltekit/src/app.d.ts	1	// See https://kit.svelte.dev/docs/types#app	COMMENT
LOW	examples/with-sveltekit/src/routes/+layout.js	1	import '$lib/twind'	COMMENT
LOW	examples/with-gatsby/src/components/header.jsx	21	// @keyframes esrszalajy65_tr__tr {	COMMENT
LOW	examples/with-remix_react-v18/remix.env.d.ts	1	/// <reference types="@remix-run/dev" />	COMMENT
LOW	examples/with-next/next.config.js	41	// },	COMMENT
LOW	examples/with-next/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	examples/with-remix/remix.env.d.ts	1	/// <reference types="@remix-run/dev" />	COMMENT
LOW	packages/core/src/types.ts	221		COMMENT
LOW	packages/core/src/tests/observe.test.ts	61	tw.destroy()	COMMENT
LOW	packages/core/src/tests/observe.test.ts	81	// assert.strictEqual(	COMMENT
LOW	packages/core/src/internal/precedence.ts	201	}	COMMENT
LOW	packages/core/src/internal/precedence.ts	261	// /* ^c.{7}$ */	COMMENT
LOW	packages/preset-tailwind/src/colors.ts	301	// get trueGray() {	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	101	'7xl': '80rem',	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	121	// 9: '2.25rem',	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	181	backgroundImage: {	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	321	flex: {	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	341	// '2/6': '33.333333%',	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	421	auto: 'auto',	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	441	gridTemplateColumns: {	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	601	// // The plugins joins all arguments by default	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	621	// Handled by plugin	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	641	outlineColor: /* #__PURE__ */ alias('colors'),	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	681	// 1: '1deg',	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	741	auto: 'auto',	COMMENT
LOW	packages/preset-tailwind/src/baseTheme.ts	821	},	COMMENT
LOW	packages/preset-ext/src/index.ts	21	// for (const key in screens) {	COMMENT
LOW	packages/intellisense/src/languages/html.ts	141	severity: 'error',	COMMENT
LOW	.github/FUNDING.yml	1	# These are supported funding model platforms	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	sites/twind.run/src/lib/monaco.ts	71	import.meta.hot.data.disposables.add(disposable)	CODE

Hyper-Verbose Identifiers7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	sites/twind.run/src/lib/monaco.ts	497	export function getOrCreateModel(path: string, defaultValue = '', defaultLanguage?: string) {	CODE
LOW	sites/twind.run/src/lib/monaco.ts	541	export function loadModelTypeDeclarations(	CODE
LOW	sites/twind.run/src/lib/monaco.ts	553	export function loadModuleTypeDeclarations(moduleName: string, manifest: Manifest): void {	CODE
LOW	sites/twind.run/src/lib/monaco.ts	559	async function fetchModuleTypeDeclarations(moduleName: string, manifest: Manifest): Promise<void> {	CODE
LOW	packages/core/src/observe.ts	62	function handleClassAttributeChange(target: Element): void {	CODE
LOW	packages/core/src/internal/precedence.ts	288	export function declarationPropertyPrecedence(property: string): number {	CODE
LOW	packages/intellisense/src/internal/create-context.ts	33	export function createIntellisenseContext(	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/with-remix_react-v18/app/entry.server.tsx	13	export default function handleRequest(	CODE
LOW	examples/with-remix/app/entry.server.tsx	11	export default function handleRequest(	CODE