AI Slop Code Risk Monitor

vuejs/core

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

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for vuejs/core, a TypeScript project with 54,817 GitHub stars. SynthScan examined 183,271 lines of code across 637 source files, recording 92 pattern matches distributed across 5 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
54.8K
Stars
TypeScript
Language
183.3K
Lines of Code
637
Files
92
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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 69 finding(s).

PR Review Velocity Impact 2.5/100 · LOW

Which changes need focused human review? 92 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 92

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 92 distinct pattern matches across 5 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 Identifiers69 hits · 70 pts
SeverityFileLineSnippetContext
LOW…core/__tests__/transforms/transformExpressions.spec.ts17function parseWithExpressionTransform(CODE
LOW…core/__tests__/transforms/transformExpressions.spec.ts623 function compileWithBindingMetadata(CODE
LOW…ler-core/__tests__/transforms/transformElement.spec.ts44function parseWithElementTransform(CODE
LOWpackages/compiler-core/src/codegen.ts785function genExpressionAsPropertyKey(CODE
LOWpackages/compiler-core/src/validateExpression.ts28export function validateBrowserExpression(CODE
LOWpackages/compiler-core/src/ast.ts774export function createConditionalExpression(CODE
LOWpackages/compiler-core/src/ast.ts841export function createAssignmentExpression(CODE
LOWpackages/compiler-core/src/transform.ts488export function createStructuralDirectiveTransform(CODE
LOWpackages/compiler-core/src/babelUtils.ts163export function isInDestructureAssignment(CODE
LOWpackages/compiler-core/src/utils.ts252export function advancePositionWithMutation(CODE
LOW…kages/compiler-core/src/transforms/transformElement.ts954function stringifyDynamicPropNames(props: string[]): string {CODE
LOWpackages/compiler-core/src/transforms/cacheStatic.ts401function getConstantTypeOfHelperCall(CODE
LOWpackages/compiler-core/src/transforms/cacheStatic.ts421function getGeneratedPropsConstantType(CODE
LOWpackages/compiler-core/src/transforms/vIf.ts219function createCodegenNodeForBranch(CODE
LOWpackages/compiler-core/src/transforms/vIf.ts240function createChildrenCodegenNode(CODE
LOWpackages/runtime-dom/src/index.ts197function injectCompilerOptionsCheck(app: App) {CODE
LOWpackages/runtime-dom/src/modules/style.ts153function shouldPreserveTextareaResizeStyle(CODE
LOWpackages/compiler-sfc/src/parse.ts301function createDuplicateBlockError(CODE
LOWpackages/compiler-sfc/src/compileScript.ts282 function checkInvalidScopeReference(node: Node | undefined, method: string) {CODE
LOWpackages/compiler-sfc/src/template/templateUtils.ts24export function normalizeDecodedImportPath(source: string): string {CODE
LOWpackages/compiler-sfc/src/style/pluginScoped.ts372function canSplitDeepContainerPseudo(node: selectorParser.Pseudo): boolean {CODE
LOWpackages/compiler-sfc/src/style/pluginScoped.ts378function splitSelectorForNestedDeep(CODE
LOWpackages/compiler-sfc/src/style/cssVars.ts333export function genNormalScriptCssVarsCode(CODE
LOW…kages/compiler-sfc/src/script/analyzeScriptBindings.ts27function analyzeBindingsFromOptions(node: ObjectExpression): BindingMetadata {CODE
LOW…kages/compiler-sfc/src/script/analyzeScriptBindings.ts123export function getObjectOrArrayExpressionKeys(value: Node): string[] {CODE
LOW⚡packages/compiler-sfc/src/script/importUsageCheck.ts45export function resolveTemplateVModelIdentifiers(CODE
LOW⚡packages/compiler-sfc/src/script/importUsageCheck.ts52function resolveTemplateUsedIdentifiers(CODE
LOW⚡packages/compiler-sfc/src/script/importUsageCheck.ts59function resolveTemplateAnalysisResult(CODE
LOWpackages/compiler-sfc/src/script/utils.ts113export function createGetCanonicalFileName(CODE
LOWpackages/compiler-sfc/src/script/defineProps.ts211function resolveRuntimePropsFromType(CODE
LOWpackages/compiler-sfc/src/script/defineProps.ts332function genDestructuredDefaultValue(CODE
LOW…ages/compiler-sfc/src/script/definePropsDestructure.ts99export function transformDestructuredProps(CODE
LOW…ages/compiler-sfc/src/script/definePropsDestructure.ts207 function walkFunctionScopeVarDeclarations(CODE
LOWpackages/compiler-sfc/src/script/resolveType.ts154function recordResolvedElementDeps(CODE
LOWpackages/compiler-sfc/src/script/resolveType.ts789function innerResolveTypeReference(CODE
LOWpackages/reactivity/__tests__/reactiveArray.spec.ts120 function expectHaveBeenCalledTimes(rawTarget: any[], times: number) {CODE
LOWpackages/reactivity/src/collectionHandlers.ts270function createInstrumentationGetter(isReadonly: boolean, shallow: boolean) {CODE
LOW…es/runtime-core/__tests__/components/KeepAlive.spec.ts447 async function assertNameMatchWithFlagExclude(props: KeepAliveProps) {CODE
LOW…ntime-core/__tests__/components/BaseTransition.spec.ts400 async function testToggleOnOffBeforeFinish({CODE
LOW…ntime-core/__tests__/components/BaseTransition.spec.ts587 async function testToggleBranchesBeforeFinish(CODE
LOWpackages/runtime-core/src/hydrationStrategies.ts36function elementIsVisibleInViewport(el: Element) {CODE
LOWpackages/runtime-core/src/errorHandling.ts83export function callWithAsyncErrorHandling(CODE
LOWpackages/runtime-core/src/component.ts1198export function getComponentPublicInstance(CODE
LOWpackages/runtime-core/src/componentRenderContext.ts22export function setCurrentRenderingInstance(CODE
LOWpackages/runtime-core/src/devtools.ts129function createDevtoolsComponentHook(CODE
LOWpackages/runtime-core/src/devtools.ts154function createDevtoolsPerformanceHook(CODE
LOWpackages/runtime-core/src/componentPublicInstance.ts713export function exposePropsOnRenderContext(CODE
LOWpackages/runtime-core/src/componentPublicInstance.ts733export function exposeSetupStateOnRenderContext(CODE
LOWpackages/runtime-core/src/renderer.ts2649function locateNonHydratedAsyncRoot(CODE
LOWpackages/runtime-core/src/renderer.ts2669function resolveAsyncComponentPlaceholder(anchorVnode: VNode) {CODE
LOWpackages/runtime-core/src/compat/componentFunctional.ts22export function convertLegacyFunctionalComponent(CODE
LOWpackages/runtime-core/src/compat/componentAsync.ts26export function convertLegacyAsyncComponent(CODE
LOWpackages/runtime-core/src/compat/renderFn.ts304export function defineLegacyVNodeProperties(vnode: VNode): void {CODE
LOWpackages/runtime-core/src/compat/globalConfig.ts39export function installLegacyConfigWarnings(config: AppConfig): void {CODE
LOWpackages/runtime-core/src/compat/globalConfig.ts65export function installLegacyOptionMergeStrats(config: AppConfig): void {CODE
LOWpackages/runtime-core/src/compat/renderHelpers.ts65export function legacyBindObjectListeners(props: any, listeners: any): Data {CODE
LOWpackages/runtime-core/src/compat/global.ts332export function installAppCompatProperties(CODE
LOWpackages/runtime-core/src/compat/global.ts390function applySingletonAppMutations(app: App) {CODE
LOWpackages/runtime-core/src/compat/instance.ts65export function installCompatInstanceProperties(CODE
LOWpackages/runtime-core/src/components/Suspense.ts892function normalizeSuspenseChildren(vnode: VNode): void {CODE
9 more matches not shown…
Over-Commented Block19 hits · 19 pts
SeverityFileLineSnippetContext
LOWpackages-private/dts-test/h.test-d.ts141 h(Foo, { bar: 1, foo: 'ok' })COMMENT
LOWpackages-private/dts-test/h.test-d.ts161// // @ts-expect-error should fail on missing required propCOMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts2561 } = {COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts2621 ],COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts2741 // type: ErrorCodes.INCORRECTLY_OPENED_COMMENT,COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts2761 // ]COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts2781 // {COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3001 // INCORRECTLY_CLOSED_COMMENT: [COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3021 // },COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3041 // {COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3061 // loc: { offset: 11, line: 1, column: 12 }COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3081 // {COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3121 {COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3141 // code: '<template><div id="foo"\r\nclass="bar"></div></template>',COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3161 // },COMMENT
LOWpackages/compiler-core/__tests__/parse.spec.ts3181 // {COMMENT
LOWpackages/compiler-core/src/transforms/vOn.ts101 // unnecessary to cache inside v-onceCOMMENT
LOWpackages/runtime-dom/src/jsx.ts1// Note: this file is auto concatenated to the end of the bundled d.ts duringCOMMENT
LOWpackages/runtime-dom/src/modules/events.ts101 // inner click event triggers patch, event handlerCOMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWpackages/shared/__tests__/looseEqual.spec.ts16 const text = 'Lorem ipsum'CODE
LOW…s/runtime-core/__tests__/rendererOptimizedMode.spec.ts830 render(h('div', { id: 'placeholder' }), root)CODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWpackages/runtime-core/src/vnode.ts584 // #2078 make sure to merge refs during the clone instead of overwriting itCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWpackages/runtime-core/src/renderer.ts748 // #1689 For inside suspense + suspense resolved case, just call itCOMMENT