AI Slop Code Risk Monitor

pure-admin/vue-pure-admin

Name: pure-admin/vue-pure-admin — Vue Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

全面ESM+Vue3+Vite+Element-Plus+TypeScript编写的一款后台管理系统（兼容移动端）

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for pure-admin/vue-pure-admin, a Vue project with 20,722 GitHub stars. SynthScan examined 106,903 lines of code across 539 source files, recording 32 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-12

Last Push

20.7K

Stars

Vue

Language

106.9K

Lines of Code

539

Files

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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 1.7/100 · LOW

Which changes need focused human review? 32 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 2LOW 30

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 32 distinct pattern matches across 7 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.

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	public/wasm/capture.worker.js	1	// include: shell.js	COMMENT
LOW	public/wasm/capture.worker.js	6421	if (Module["arguments"]) arguments_ = Module["arguments"];	COMMENT
LOW	public/wasm/capture.worker.js	6661	// a trap or not based on a hidden field within the object. So at the moment	COMMENT
LOW	public/wasm/capture.worker.js	6821	removeRunDependency("wasm-instantiate");	COMMENT
LOW	public/wasm/capture.worker.js	10361	// With CAN_ADDRESS_2GB or MEMORY64, pointers are already unsigned.	COMMENT
LOW	src/plugins/vxeTable.ts	1	import "vxe-table/lib/style.css";	COMMENT
LOW	src/plugins/vxeTable.ts	21	Icon,	COMMENT
LOW	src/plugins/vxeTable.ts	41	// Textarea,	COMMENT
LOW	src/plugins/vxeTable.ts	61	// }	COMMENT
LOW	src/plugins/vxeTable.ts	81	.use(Select)	COMMENT
LOW	src/components/ReSeamlessScroll/src/index.vue	461	)	COMMENT
LOW	src/views/able/video-frame/canvasRenderer.ts	181	// this.canvas.width = this.container.clientWidth;	COMMENT
LOW	src/views/monitor/logs/system/hook.tsx	21	const pagination = reactive<PaginationProps>({	COMMENT
LOW	src/views/table/high/drag/row/columns.tsx	21	dataList.value.splice(newIndex, 0, currentRow);	COMMENT

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	public/wasm/index.js	1	(function webpackUniversalModuleDefinition(root, factory) {	CODE
LOW	public/wasm/index.js	3622	getOwnPropertyDescriptors: function getOwnPropertyDescriptors(	CODE
LOW	public/wasm/index.js	4531	function GeneratorFunctionPrototype() {}	CODE
LOW	public/wasm/index.js	4584	function callInvokeWithMethodAndArg() {	CODE
LOW	public/wasm/capture.worker.js	4255	getOwnPropertyDescriptors: function getOwnPropertyDescriptors(	CODE
LOW	public/wasm/capture.worker.js	5428	function GeneratorFunctionPrototype() {}	CODE
LOW	public/wasm/capture.worker.js	5481	function callInvokeWithMethodAndArg() {	CODE
LOW	public/wasm/capture.worker.js	6828	function receiveInstantiationResult(result) {	CODE
LOW	src/components/ReVxeTableBar/src/bar.tsx	137	function handleCheckedColumnsChange(value: CheckboxValueType[]) {	CODE
LOW	src/components/RePureTableBar/src/bar.tsx	145	function handleCheckedColumnsChange(value: CheckboxValueType[]) {	CODE
LOW	src/components/RePureTableBar/src/bar.tsx	153	function handleCheckColumnListChange(	CODE
LOW	src/components/ReFlowChart/src/adpterForTurbo.ts	29	function convertNodeToTurboElement(node) {	CODE
LOW	src/components/ReFlowChart/src/adpterForTurbo.ts	48	function convertEdgeToTurboElement(edge) {	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.en-US.md	82	#### It is recommended to use `@pureadmin/cli` scaffolding	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/views/components/seamless-scroll.vue	110	href="https://github.com/pure-admin/vue-pure-admin/blob/main/src/views/components/seamless-scroll.vue"	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/wasm/capture.worker.js	8	// We need to check if Module already exists (e.g. case 3 above).	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	public/wasm/capture.worker.js	7865	function processData(byteArray) {	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/components/ReAnimateSelector/src/index.vue	82	:placeholder="placeholder"	CODE