AI Slop Code Risk Monitor

vuejs/language-tools

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

⚡ High-performance Vue language tooling based-on Volar.js

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for vuejs/language-tools, a TypeScript project with 6,743 GitHub stars. SynthScan examined 60,576 lines of code across 1053 source files, recording 49 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
6.7K
Stars
TypeScript
Language
60.6K
Lines of Code
1.1K
Files
49
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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 49 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 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 49 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 48

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 49 distinct pattern matches across 3 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 Identifiers44 hits · 44 pts
SeverityFileLineSnippetContext
LOWextensions/vscode/src/rangeFormatting.ts9export function restrictFormattingEditsToRange(CODE
LOWextensions/vscode/src/focusMode.ts92 function scheduleUpdateDecorations() {CODE
LOWpackages/language-service/index.ts35export function createVueLanguageServicePlugins(CODE
LOWpackages/language-service/lib/htmlFormatter.ts154function getTemplatingFormatOption(CODE
LOW…kages/language-service/lib/plugins/vue-extract-file.ts206 function generateNewScriptContents() {CODE
LOW…kages/language-service/lib/plugins/vue-extract-file.ts296export function createAddComponentToOptionEdit(CODE
LOWpackages/language-service/lib/plugins/vue-template.ts253 async function resolveAutoImportPlaceholder(CODE
LOWpackages/language-service/lib/plugins/vue-template.ts300 function resolveComponentItemKinds(htmlCompletion: CompletionList) {CODE
LOWpackages/language-service/lib/plugins/vue-template.ts984function extractDirectiveModifiers(directive: html.IAttributeData | undefined): Record<string, string> {CODE
LOWpackages/language-service/lib/plugins/css.ts115 function isWithinNavigationVirtualCode(CODE
LOW…anguage-service/lib/plugins/vue-autoinsert-dotvalue.ts154function isTopLevelArgOrArrayTopLevelItemItem(ts: typeof import('typescript'), node: ts.CallExpression, pos: number) {CODE
LOWpackages/language-service/lib/plugins/vue-inlayhints.ts215 function walkFunctionScopeVarDeclarations(scopeNode: ts.Node, isRoot = false) {CODE
LOWpackages/component-meta/lib/scriptSetup.ts4export function getDefaultsFromScriptSetup(CODE
LOWpackages/component-meta/lib/scriptSetup.ts28function collectPropDefaultsFromScriptSetup(CODE
LOWpackages/component-meta/lib/scriptSetup.ts76function findObjectLiteralExpression(CODE
LOWpackages/component-meta/lib/scriptSetup.ts114export function resolveDefaultOptionExpression(CODE
LOWpackages/language-core/tests/withDotValue.spec.ts16function generateTemplateAssertions(source: string) {CODE
LOWpackages/language-core/lib/compilerOptions.ts14export function createParsedCommandLineByJson(CODE
LOWpackages/language-core/lib/compilerOptions.ts256export function getDefaultCompilerOptions(CODE
LOWpackages/language-core/lib/parsers/scriptSetupRanges.ts354 function parseCallExpressionAssignment(node: ts.CallExpression, parent: ts.Node) {CODE
LOWpackages/language-core/lib/parsers/utils.ts92export function getClosestMultiLineCommentRange(CODE
LOWpackages/language-core/lib/parsers/scriptRanges.ts50export function parseOptionsFromExtression(CODE
LOWpackages/language-core/lib/template/utils.ts9export function createStructuralDirectiveTransform(CODE
LOWpackages/language-core/lib/utils/collectBindings.ts20export function collectBindingIdentifiers(CODE
LOWpackages/language-core/lib/codegen/inlayHints.ts13export function createVBindShorthandInlayHintInfo(CODE
LOWpackages/language-core/lib/codegen/template/context.ts68export function createTemplateCodegenContext() {CODE
LOWpackages/language-core/lib/codegen/template/vFor.ts135function collectDefaultInitializers(CODE
LOW…anguage-core/lib/codegen/template/bindingReferences.ts387function predeclareFunctionDeclarations(CODE
LOW…anguage-core/lib/codegen/template/bindingReferences.ts651function isBreakOrContinueStatement(CODE
LOWpackages/language-core/lib/codegen/script/context.ts7export function createScriptCodegenContext(options: ScriptCodegenOptions) {CODE
LOWpackages/language-core/lib/virtualCode/embeddedCodes.ts83 function useEmbeddedCodesForPlugin(plugin: VueLanguagePluginReturn) {CODE
LOWpackages/language-server/tests/completions.spec.ts1296async function requestCompletionItemToVueServer(CODE
LOWpackages/language-server/tests/completions.spec.ts1313async function requestCompletionListToVueServer(fileName: string, languageId: string, content: string) {CODE
LOWpackages/language-server/tests/completions.spec.ts1328async function requestCompletionItemToTsServer(CODE
LOWpackages/language-server/tests/completions.spec.ts1342async function requestCompletionListToTsServer(fileName: string, languageId: string, content: string) {CODE
LOWpackages/language-server/lib/server.ts189 function createProjectLanguageService(server: LanguageServer, tsconfig: string | undefined) {CODE
LOWpackages/typescript-plugin/lib/common.ts22export function preprocessLanguageService(CODE
LOWpackages/typescript-plugin/lib/common.ts122 function unwrapTemplateBindingQuickInfo(fileName: string, quickInfo: ts.QuickInfo, bindings: Set<string>) {CODE
LOWpackages/typescript-plugin/lib/common.ts414function getPrefixAndSuffixForShorthandRename(CODE
LOWpackages/typescript-plugin/lib/common.ts541 function getCompletionEntryDetails(CODE
LOWpackages/typescript-plugin/lib/common.ts564 function getDefinitionAndBoundSpan(CODE
LOWpackages/typescript-plugin/lib/common.ts765export function resolveCompletionEntryDetails(CODE
LOWpackages/typescript-plugin/lib/requests/utils.ts90function searchVariableDeclarationNode(CODE
LOWpackages/typescript-plugin/lib/requests/utils.ts112function searchDefaultImportIdentifier(CODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWpackages/language-core/lib/codegen/template/element.ts181 options,COMMENT
LOW.github/workflows/release.yml1# Publishes every public package to npm, and the VS Code extension for stableCOMMENT
LOW.github/workflows/release.yml21# The npm trusted publisher is bound to this filename, and a dispatch runs theCOMMENT
LOW.github/workflows/auto-alpha.yml1# Dispatches release.yml with `version` prerelease and `dist-tag` alpha on eachCOMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMpackages/language-service/data/language-blocks/en.json143 "value": "When a `<style>` tag has the `scoped` attribute, its CSS will apply to elements of the current comCODE