AI Slop Code Risk Monitor

vueuse/vueuse

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

Collection of essential Vue Composition Utilities for Vue 3

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for vueuse/vueuse, a TypeScript project with 22,399 GitHub stars. SynthScan examined 144,007 lines of code across 1553 source files, recording 45 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
22.4K
Stars
TypeScript
Language
144.0K
Lines of Code
1.6K
Files
45
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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 28 finding(s).

PR Review Velocity Impact 1.7/100 · LOW

Which changes need focused human review? 45 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 1MEDIUM 0LOW 44

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 45 distinct pattern matches across 6 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 Identifiers28 hits · 28 pts
SeverityFileLineSnippetContext
LOW…/__snapshots__/tsnapi/@vueuse/core/index.snapshot.d.ts1979export declare function usePreferredReducedMotion(_?: ConfigurableWindow): import("vue").ComputedRef<ReducedMotionType>;CODE
LOW…/__snapshots__/tsnapi/@vueuse/core/index.snapshot.d.ts1980export declare function usePreferredReducedTransparency(_?: ConfigurableWindow): import("vue").ComputedRef<ReducedTranspCODE
LOW…st/__snapshots__/tsnapi/@vueuse/core/index.snapshot.js120export function usePreferredReducedMotion(_) {}CODE
LOW…st/__snapshots__/tsnapi/@vueuse/core/index.snapshot.js121export function usePreferredReducedTransparency(_) {}CODE
LOW…/__snapshots__/tsnapi/@vueuse/shared/index.snapshot.js9export function createDisposableDirective(_) {}CODE
LOWpackages/core/onLongPress/index.test.ts56 async function notTriggerCallbackOnChildLongPress(isRef: boolean) {CODE
LOWpackages/core/onLongPress/index.test.ts67 async function workOnceAndPreventModifiers(isRef: boolean) {CODE
LOWpackages/core/onLongPress/index.test.ts120 async function triggerCallbackWithThreshold(isRef: boolean) {CODE
LOWpackages/core/onLongPress/index.test.ts193 async function notTriggerCallbackOnPointerCancel(isRef: boolean) {CODE
LOWpackages/core/onLongPress/index.md124function onLongPressCallbackComponent(e: PointerEvent) {CODE
LOWpackages/core/onLongPress/index.md158function onLongPressCallbackDirective(e: PointerEvent) {CODE
LOWpackages/core/usePreferredReducedMotion/index.ts15export function usePreferredReducedMotion(options?: ConfigurableWindow) {CODE
LOWpackages/core/useBluetooth/index.browser.test.ts6function createMockBluetoothDevice(id: string) {CODE
LOWpackages/core/useBluetooth/index.ts101 async function connectToBluetoothGATTServer() {CODE
LOWpackages/core/usePreferredReducedTransparency/index.ts15export function usePreferredReducedTransparency(options?: ConfigurableWindow) {CODE
LOWpackages/core/useElementVisibility/index.md116function onElementVisibilityWithControls(state) {CODE
LOWpackages/.vitepress/twoslash.ts9export function generateGlobalDeclsFromModule(moduleName: string, exports: string[] = [], exportTypes: string[] = []) {CODE
LOWpackages/.vitepress/plugins/markdownTransform.ts308function replaceToDefaultTwoslashMeta(meta: string) {CODE
LOWpackages/shared/createInjectionState/index.md36export function useCounterStoreWithDefaultValue() {CODE
LOW…es/shared/createInjectionState/demo/useCounterStore.ts23export function useCounterStoreWithDefaultValue() {CODE
LOWpackages/skills/build.ts63async function prepareFunctionReferences(outDir: string, referenceDir = SKILL_REFERENCE_DIR): Promise<Record<string, FunCODE
LOWpackages/skills/build.ts121function resolveFunctionInvocation(name: string, category: string): FunctionInvocation {CODE
LOWskills/vueuse-functions/references/onLongPress.md124function onLongPressCallbackComponent(e: PointerEvent) {CODE
LOWskills/vueuse-functions/references/onLongPress.md158function onLongPressCallbackDirective(e: PointerEvent) {CODE
LOW…euse-functions/references/usePreferredReducedMotion.md39export declare function usePreferredReducedMotion(CODE
LOW…unctions/references/usePreferredReducedTransparency.md39export declare function usePreferredReducedTransparency(CODE
LOW…ls/vueuse-functions/references/useElementVisibility.md116function onElementVisibilityWithControls(state) {CODE
LOW…ls/vueuse-functions/references/createInjectionState.md36export function useCounterStoreWithDefaultValue() {CODE
Fake / Example Data8 hits · 10 pts
SeverityFileLineSnippetContext
LOWpackages/integrations/useFuse/index.md37 'John Doe',CODE
LOWpackages/integrations/useFuse/index.md38 'Jane Doe',CODE
LOWpackages/integrations/useFuse/index.md50 * { "item": "John Doe", "index": 1 }COMMENT
LOWpackages/integrations/useFuse/index.md52 * { "item": "Jane Doe", "index": 2 }COMMENT
LOWskills/vueuse-functions/references/useFuse.md37 'John Doe',CODE
LOWskills/vueuse-functions/references/useFuse.md38 'Jane Doe',CODE
LOWskills/vueuse-functions/references/useFuse.md50 * { "item": "John Doe", "index": 1 }COMMENT
LOWskills/vueuse-functions/references/useFuse.md52 * { "item": "Jane Doe", "index": 2 }COMMENT
Over-Commented Block6 hits · 6 pts
SeverityFileLineSnippetContext
LOW…/tsnapi/@vueuse/integrations/useSortable.snapshot.d.ts21// #endregionCOMMENT
LOW…pshots__/tsnapi/@vueuse/integrations/index.snapshot.js21// #endregionCOMMENT
LOW…ueuse/integrations/useSortable/component.snapshot.d.ts21// #endregionCOMMENT
LOWpackages/math/useTrunc/index.test.ts1import { describe, expect, it } from 'vitest'COMMENT
LOWpackages/integrations/useChangeCase/index.md21COMMENT
LOWskills/vueuse-functions/references/useChangeCase.md21COMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH.github/PULL_REQUEST_TEMPLATE.md12> **Note**: If this PR is deemed to be primarily generated by AI tools, it may be closed.CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWpackages/shared/createEventHook/index.ts9// so we need to check if T is any firstCOMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/firebase/useFirestore/index.test.ts16function getData(docRef: any) {CODE