AI Slop Code Risk Monitor

web-infra-dev/rsbuild

SlopCodeMonitor badge for web-infra-dev/rsbuild Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Fast, extensible build tool for modern web development

0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for web-infra-dev/rsbuild, a TypeScript project with 3,413 GitHub stars. SynthScan examined 106,505 lines of code across 3048 source files, recording 21 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.2 (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.

0.2
Adjusted Signal
0.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
3.4K
Stars
TypeScript
Language
106.5K
Lines of Code
3.0K
Files
21
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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 1.0/100 · LOW

Which changes need focused human review? 21 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 0MEDIUM 0LOW 21

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 21 distinct pattern matches across 2 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 Identifiers20 hits · 20 pts
SeverityFileLineSnippetContext
LOWpackages/plugin-sass/src/helpers.ts33export function patchCompilerGlobalLocation(compiler: {CODE
LOWpackages/core/src/createContext.ts48export function getBrowserslistByEnvironment(CODE
LOWpackages/core/src/createContext.ts145export function updateContextByNormalizedConfig(CODE
LOWpackages/core/src/plugins/css.ts41export async function getLightningCSSLoaderOptions(CODE
LOWpackages/core/src/plugins/manifest.ts196function normalizeManifestObjectConfig(CODE
LOWpackages/core/src/plugins/splitChunks.ts86function resolveSingleVendorPreset(): Rspack.OptimizationSplitChunksOptions {CODE
LOWpackages/core/src/plugins/splitChunks.ts116export function getPackageNameFromModulePath(CODE
LOWpackages/core/src/plugins/splitChunks.ts201function makeLegacySplitChunksOptions(CODE
LOWpackages/core/src/server/devMiddlewares.ts196 middlewares.use(function hotUpdateJsonFallbackMiddleware(req, res, next) {CODE
LOWpackages/core/src/server/hostCheck.ts9export function createHostCheckMiddleware(CODE
LOWpackages/core/src/server/hmrFallback.ts11async function getLocalhostResolvedAddress(): Promise<string | undefined> {CODE
LOWpackages/core/src/server/middlewares.ts309 async function viewingServedFilesMiddleware(req, res, next) {CODE
LOWpackages/core/src/server/historyApiFallback.ts15export function historyApiFallbackMiddleware(CODE
LOWpackages/core/src/server/historyApiFallback.ts19 return function historyApiFallbackMiddleware(req, _res, next) {CODE
LOW…ckages/core/src/server/assets-middleware/middleware.ts63function getValueContentRangeHeader(CODE
LOW…ckages/core/src/server/assets-middleware/middleware.ts238function getOffsetAndLenFromRange(range: Range): [number, number] {CODE
LOW…rver/assets-middleware/setupMemoryFileSystemCleanup.ts6export function setupMemoryFileSystemCleanup(CODE
LOWpackages/core/src/client/hmr.ts204 function handleResolvedClientError({CODE
LOWpackages/plugin-react/src/index.ts88function assertReactCompilerVersion(): void {CODE
LOW…/cases/browser-logs/react-error/src/undefinedError.jsx3function ComponentWithUndefinedError() {CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWwebsite/theme/index.tsx41};COMMENT