AI Slop Code Risk Monitor

vercel/satori

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

Enlightened library to convert HTML and CSS to SVG

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for vercel/satori, a TypeScript project with 14,149 GitHub stars. SynthScan examined 76,451 lines of code across 233 source files, recording 42 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6
Adjusted Signal
0.6
Raw Pattern Score
100%
Time Factor
2026-10-23
Last Push
14.1K
Stars
TypeScript
Language
76.5K
Lines of Code
233
Files
42
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 1.5/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 42 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 1LOW 41

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 42 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.

Fake / Example Data21 hits · 21 pts
SeverityFileLineSnippetContext
LOWtest/dynamic-size.test.tsx13 Lorem Ipsum is simply dummy text of the printing and typesettingCODE
LOWtest/dynamic-size.test.tsx24 Lorem Ipsum is simply dummy text of the printing and typesettingCODE
LOWtest/line-clamp.test.tsx30 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx30 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx42 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx42 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx54 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx54 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx66 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx66 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx97 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx97 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx128 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/line-clamp.test.tsx128 lorem ipsum dolor sit amet, consectetur adipiscing elit, sed doCODE
LOWtest/float.test.tsx14 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aCODE
LOWtest/float.test.tsx14 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aCODE
LOWtest/fidelity/cases/nextjs-footer/snapshot.json1{"url":"https://nextjs.org/","selector":"footer","capturedAt":"2026-10-15T08:02:20.143Z","width":1280,"height":552,"rootCODE
LOWsrc/handler/stylesheet.ts130 Record<'' | 'before' | 'after' | 'placeholder', MatchedRule[]>CODE
LOWsrc/handler/stylesheet.ts273 node.matched.placeholder = matchRules(node, rules, sizes, 'placeholder')CODE
LOWsrc/handler/stylesheet.ts701 props[PLACEHOLDER_PROP] = cascade(node, context, 'placeholder')CODE
LOWsrc/handler/stylesheet.ts904 pseudo?: 'before' | 'after' | 'placeholder'CODE
Hyper-Verbose Identifiers12 hits · 12 pts
SeverityFileLineSnippetContext
LOWplayground/pages/api/font.ts17function encodeFontInfoAsArrayBuffer(code: string, fontData: ArrayBuffer) {CODE
LOWsrc/fixed-position.ts79export function sizeStaticPositionPlaceholders(CODE
LOWsrc/utils.ts33export function hasDangerouslySetInnerHTMLProp(props: any) {CODE
LOWsrc/utils.ts538export function asPointAutoPercentageLength(CODE
LOWsrc/utils.ts573export function splitByBreakOpportunities(CODE
LOWsrc/handler/expand.ts1545function convertCurrentColorToActualValue(CODE
LOWsrc/handler/stylesheet.ts1686function collectSupportsDeclarations(text: string, declarations: Set<string>) {CODE
LOWsrc/handler/stylesheet.ts1702async function checkSupportsDeclarations(CODE
LOWsrc/handler/preprocess.ts157function translateSVGNodeToSVGString(CODE
LOWsrc/handler/url-safety.ts260export async function assertSafeServerFetchTarget(CODE
LOWsrc/text/index.ts52function shouldSkipWhenFindingMissingFont(word: string): boolean {CODE
LOWsrc/builder/gradient/utils.ts77export function extractInterpolationMethod(CODE
Over-Commented Block8 hits · 8 pts
SeverityFileLineSnippetContext
LOWcrates/layout/src/lib.rs81/// Frees a buffer allocated by `alloc_bytes`.COMMENT
LOWcrates/layout/src/css.rs1//! Parses the stylesheets of `<style>` elements with `cssparser`, into JSONCOMMENT
LOWcrates/layout/src/css.rs21//! separator of `counter()` is `null`, `["quote",keyword]` and `["url",url]`.COMMENT
LOWsrc/language.ts1// This function guesses the human language (writing system) of the givenCOMMENT
LOWsrc/satori.ts161 // Use a null-prototype object so that text matching Object.prototype propertyCOMMENT
LOWsrc/text/index.ts321 // can be closely adjacent to the last non-space character.COMMENT
LOWsrc/text/index.ts521 // Check if the last line has a single word or is very shortCOMMENT
LOWsrc/jsx/intrinsic-elements.ts1201 disableRemotePlayback?: boolean | undefinedCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/layout.ts482 // Absolutely positioned and fixed elements are laid out in their containingCOMMENT