AI Slop Code Risk Monitor

vuejs/vitepress

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

Vite & Vue powered static site generator.

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for vuejs/vitepress, a TypeScript project with 18,448 GitHub stars. SynthScan examined 106,223 lines of code across 653 source files, recording 89 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3
Adjusted Signal
1.3
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
18.4K
Stars
TypeScript
Language
106.2K
Lines of Code
653
Files
89
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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 18 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.3/100 · LOW

Are imports declared and package/API names verified? 71 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

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

PR Review Velocity Impact 4.9/100 · LOW

Which changes need focused human review? 89 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 2HIGH 0MEDIUM 0LOW 87

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 89 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 Data69 hits · 96 pts
SeverityFileLineSnippetContext
LOWtypes/docsearch.d.ts9 | 'placeholder'CODE
LOW⚡template/index.md19 details: Lorem ipsum dolor sit amet, consectetur adipiscing elitCODE
LOW⚡template/index.md19 details: Lorem ipsum dolor sit amet, consectetur adipiscing elitCODE
LOW⚡template/index.md21 details: Lorem ipsum dolor sit amet, consectetur adipiscing elitCODE
LOW⚡template/index.md21 details: Lorem ipsum dolor sit amet, consectetur adipiscing elitCODE
LOW⚡template/index.md23 details: Lorem ipsum dolor sit amet, consectetur adipiscing elitCODE
LOW⚡template/index.md23 details: Lorem ipsum dolor sit amet, consectetur adipiscing elitCODE
LOWdocs/ja/reference/default-theme-team-page.md253 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/ru/reference/default-theme-team-page.md250 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/ru/reference/default-theme-home-page.md28 tagline: Lorem ipsum...CODE
LOW⚡docs/ru/reference/default-theme-home-page.md120 details: Lorem ipsum...CODE
LOW⚡docs/ru/reference/default-theme-home-page.md124 details: Lorem ipsum...CODE
LOW⚡docs/ru/reference/default-theme-home-page.md129 details: Lorem ipsum...CODE
LOWdocs/pt/reference/default-theme-team-page.md254 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/pt/reference/default-theme-home-page.md28 tagline: Lorem ipsum...CODE
LOW⚡docs/pt/reference/default-theme-home-page.md117 details: Lorem ipsum...CODE
LOW⚡docs/pt/reference/default-theme-home-page.md121 details: Lorem ipsum...CODE
LOW⚡docs/pt/reference/default-theme-home-page.md126 details: Lorem ipsum...CODE
LOWdocs/zh/reference/default-theme-team-page.md253 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/zh/reference/default-theme-home-page.md28 tagline: Lorem ipsum...CODE
LOW⚡docs/zh/reference/default-theme-home-page.md117 details: Lorem ipsum...CODE
LOW⚡docs/zh/reference/default-theme-home-page.md121 details: Lorem ipsum...CODE
LOW⚡docs/zh/reference/default-theme-home-page.md126 details: Lorem ipsum...CODE
LOWdocs/ko/reference/default-theme-team-page.md254 <template #lead>Lorem ipsum...</template>CODE
LOW⚡docs/ko/reference/default-theme-home-page.md117 details: Lorem ipsum...CODE
LOW⚡docs/ko/reference/default-theme-home-page.md121 details: Lorem ipsum...CODE
LOW⚡docs/ko/reference/default-theme-home-page.md126 details: Lorem ipsum...CODE
LOWdocs/es/reference/default-theme-team-page.md254 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/es/reference/default-theme-home-page.md28 tagline: Lorem ipsum...CODE
LOW⚡docs/es/reference/default-theme-home-page.md117 details: Lorem ipsum...CODE
LOW⚡docs/es/reference/default-theme-home-page.md121 details: Lorem ipsum...CODE
LOW⚡docs/es/reference/default-theme-home-page.md126 details: Lorem ipsum...CODE
LOWdocs/en/reference/default-theme-team-page.md254 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/en/reference/default-theme-home-page.md28 tagline: Lorem ipsum...CODE
LOW⚡docs/en/reference/default-theme-home-page.md117 details: Lorem ipsum...CODE
LOW⚡docs/en/reference/default-theme-home-page.md121 details: Lorem ipsum...CODE
LOW⚡docs/en/reference/default-theme-home-page.md126 details: Lorem ipsum...CODE
LOWdocs/fa/reference/default-theme-team-page.md251 <template #lead>Lorem ipsum...</template>CODE
LOWdocs/fa/reference/default-theme-home-page.md28 tagline: Lorem ipsum...CODE
LOW⚡docs/fa/reference/default-theme-home-page.md115 details: Lorem ipsum...CODE
LOW⚡docs/fa/reference/default-theme-home-page.md119 details: Lorem ipsum...CODE
LOW⚡docs/fa/reference/default-theme-home-page.md124 details: Lorem ipsum...CODE
LOW⚡__tests__/e2e/home.md1# Lorem IpsumCOMMENT
LOW⚡__tests__/e2e/home.md3Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliCODE
LOW⚡__tests__/e2e/home.md3Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliCODE
LOW⚡__tests__/e2e/home.md5## What is Lorem Ipsum?COMMENT
LOW⚡__tests__/e2e/home.md7Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard CODE
LOW⚡__tests__/e2e/home.md11Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literatureCODE
LOW⚡__tests__/e2e/home.md11Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literatureCODE
LOW⚡__tests__/e2e/home.md13The standard chunk of Lorem Ipsum used since the 1500s is reproduced below for those interested. Sections 1.10.32 and 1.CODE
LOW⚡__tests__/e2e/home.md17It is a long established fact that a reader will be distracted by the readable content of a page when looking at its layCODE
LOW⚡__tests__/e2e/home.md21There are many variations of passages of Lorem Ipsum available, but the majority have suffered alteration in some form, CODE
LOW__tests__/e2e/home.test.ts17 expect(h1Contents).toEqual(['Lorem Ipsum \u200b'])CODE
LOW__tests__/e2e/home.test.ts19 'What is Lorem Ipsum? \u200b',CODE
LOW__tests__/e2e/team-and-sponsors/data.ts11 desc: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.',CODE
LOW__tests__/e2e/team-and-sponsors/data.ts11 desc: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.',CODE
LOW⚡__tests__/e2e/team-and-sponsors/parts/home-body.md24 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmodCODE
LOW⚡__tests__/e2e/team-and-sponsors/parts/home-body.md24 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmodCODE
LOW⚡__tests__/e2e/team-and-sponsors/parts/home-body.md31 <template #lead>Lorem ipsum dolor sit amet.</template>CODE
LOW⚡__tests__/e2e/team-and-sponsors/parts/home-body.md31 <template #lead>Lorem ipsum dolor sit amet.</template>CODE
9 more matches not shown…
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICAL__tests__/unit/node/utils/fnSerialize.test.ts54 expect(revived.search.options.miniSearch.options.tokenize('a b')).toEqual([CODE
CRITICAL__tests__/unit/node/utils/fnSerialize.test.ts59 revived.search.options.miniSearch.searchOptions.boostDocument('index.md')CODE
Over-Commented Block11 hits · 11 pts
SeverityFileLineSnippetContext
LOWdocs/ru/reference/default-theme-home-page.md141 // Описание фичиCOMMENT
LOWdocs/pt/reference/default-theme-home-page.md141 // Link quando clicado no componente de funcionalidade.COMMENT
LOWdocs/zh/reference/default-theme-home-page.md141 // 点击 feature 组件时的链接,可以是内部链接,也可以是外部链接。COMMENT
LOWdocs/ko/reference/default-theme-home-page.md141 // feature 컴포넌트 클릭 시 링크.COMMENT
LOWdocs/es/reference/default-theme-home-page.md141 // Enlace al hacer clic en el componente de funcionalidadCOMMENT
LOWdocs/en/reference/default-theme-home-page.md141 // Link when clicked on feature component. The link canCOMMENT
LOW__tests__/e2e/local-search/excluded.md1# Local search config excludedCOMMENT
LOWscripts/subsetFonts.py61# -apple-system: WebKit expands it into the system font plus CoreText's wholeCOMMENT
LOWscripts/subsetFonts.py101# macOS 26 / iOS 26 ship two copies of PingFang: the full one is an on-demandCOMMENT
LOWscripts/subsetFonts.py261# The `cjkExclusions` key of the json lists characters that have both aCOMMENT
LOWsrc/node/utils/leanChunk.ts1// Page chunks are emitted twice: the full chunk, and a "lean" one for theCOMMENT
Hyper-Verbose Identifiers7 hits · 6 pts
SeverityFileLineSnippetContext
LOWscripts/subsetFonts.py213def map_text_presentation_selector(font: TTFont) -> None:STRING
LOWsrc/node/markdownToVue.ts104export async function createMarkdownToVueRenderFn(CODE
LOWsrc/node/markdown/plugins/highlight.ts27function transformerDisableShellSymbolSelect(): ShikiTransformer {CODE
LOW…node/markdown/plugins/eagerFrontmatterInterpolation.ts73export function findStaleEagerInterpolations(CODE
LOW…node/markdown/plugins/eagerFrontmatterInterpolation.ts84function eagerFrontmatterInterpolation(state: StateCore): void {CODE
LOWsrc/node/markdown/plugins/containers.ts163function createCodeGroupOpenRender(md: MarkdownItAsync): RenderRule {CODE
LOWsrc/client/theme-default/support/docsearch.ts242export function resolveOptionsForLanguage(CODE