AI Slop Code Risk Monitor

soybeanjs/soybean-admin

Name: soybeanjs/soybean-admin — TypeScript 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).

A clean, elegant, beautiful and powerful admin template, based on Vue3, Vite7, TypeScript, Pinia, NaiveUI and UnoCSS. 一个清新优雅、高颜值且功能强大的后台管理模板，基于最新的前端技术栈，包括 Vue3, Vite8, TypeScript, Pinia, NaiveUI 和 UnoCSS。

1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for soybeanjs/soybean-admin, a TypeScript project with 15,210 GitHub stars. SynthScan examined 35,155 lines of code across 276 source files, recording 46 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

15.2K

Stars

TypeScript

Language

35.2K

Lines of Code

276

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 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 41 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 7.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 7.9/100 · LOW

Which changes need focused human review? 46 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 6LOW 40

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 46 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 Identifiers38 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	packages/materials/src/libs/admin-layout/shared.ts	14	function createLayoutCssVarsByCssVarsProps(props: LayoutCssVarsProps) {	CODE
LOW	packages/color/src/shared/colord.ts	65	export function transformColorWithOpacity(color: AnyColor, alpha: number, bgColor = '#ffffff') {	CODE
LOW	packages/color/src/palette/recommend.ts	16	export function getRecommendedColorPalette(color: string) {	CODE
LOW	packages/color/src/palette/recommend.ts	44	export function getRecommendedPaletteColorByNumber(color: string, number: ColorPaletteNumber) {	CODE
LOW	packages/color/src/palette/recommend.ts	57	export function getRecommendedColorPaletteFamily(color: string) {	CODE
LOW	packages/color/src/palette/recommend.ts	114	function getNearestColorPaletteFamily(color: string, families: ColorPaletteFamily[]) {	CODE
LOW	packages/color/src/palette/antd.ts	27	export function getAntDPaletteColorByIndex(color: AnyColor, index: ColorIndex): string {	CODE
LOW	packages/axios/src/shared.ts	64	export async function transformArrayBufferToJson(response: AxiosResponse) {	CODE
LOW	src/plugins/app.ts	13	export function setupAppVersionNotification() {	CODE
LOW	src/layouts/base-layout/index.vue	84	function getSiderAndCollapsedWidth(isCollapsed: boolean) {	CODE
LOW	…eme-drawer/modules/appearance/modules/theme-schema.vue	28	function handleColourWeaknessChange(value: boolean) {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	36	function setActiveFirstLevelMenuKey(key: string) {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	40	function getActiveFirstLevelMenuKey() {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	56	function handleSelectFirstLevelMenu(key: RouteKey) {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	70	function setActiveSecondLevelMenuKey(key: string) {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	74	function getActiveSecondLevelMenuKey() {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	99	function handleSelectSecondLevelMenu(key: RouteKey) {	CODE
LOW	src/layouts/modules/global-menu/context/index.ts	135	function activeDeepestLevelMenuKey() {	CODE
LOW	src/layouts/modules/global-tab/index.vue	86	function getContextMenuDisabledKeys(tabId: string) {	CODE
LOW	src/hooks/common/router.ts	39	function routerPushByKeyWithMetaQuery(key: RouteKey) {	CODE
LOW	src/store/modules/app/index.ts	72	function updateDocumentTitleByLocale() {	CODE
LOW	src/store/modules/route/shared.ts	118	export function getGlobalMenusByAuthRoutes(routes: ElegantConstRoute[]) {	CODE
LOW	src/store/modules/route/shared.ts	141	export function updateLocaleOfGlobalMenus(menus: App.Global.Menu[]) {	CODE
LOW	src/store/modules/route/shared.ts	225	function recursiveGetIsRouteExistByRouteName(route: ElegantConstRoute, routeName: RouteKey) {	CODE
LOW	src/store/modules/route/shared.ts	245	export function getSelectedMenuKeyPathByKey(selectedKey: string, menus: App.Global.Menu[]) {	CODE
LOW	src/store/modules/route/shared.ts	304	function transformMenuToBreadcrumb(menu: App.Global.Menu) {	CODE
LOW	src/store/modules/route/shared.ts	366	export function transformMenuToSearchMenus(menus: App.Global.Menu[], treeMap: App.Global.Menu[] = []) {	CODE
LOW	src/store/modules/route/index.ts	92	function updateGlobalMenusByLocale() {	CODE
LOW	src/store/modules/route/index.ts	234	function handleConstantAndAuthRoutes() {	CODE
LOW	src/store/modules/route/index.ts	276	function handleUpdateRootRouteRedirect(redirectKey: LastLevelRouteKey) {	CODE
LOW	src/store/modules/route/index.ts	321	async function onRouteSwitchWhenLoggedIn() {	CODE
LOW	src/store/modules/route/index.ts	325	async function onRouteSwitchWhenNotLoggedIn() {	CODE
LOW	src/store/modules/theme/shared.ts	191	export function toggleAuxiliaryColorModes(grayscaleMode = false, colourWeakness = false) {	CODE
LOW	src/store/modules/theme/index.ts	183	function setWatermarkEnableUserName(enable: boolean) {	CODE
LOW	src/router/elegant/transform.ts	16	export function transformElegantRoutesToVueRoutes(	CODE
LOW	src/router/elegant/transform.ts	30	function transformElegantRouteToVueRoute(	CODE
LOW	src/router/elegant/transform.ts	76	function getSingleLevelRouteComponent(component: string) {	CODE
LOW	src/router/guard/route.ts	162	function getRouteQueryOfLoginRoute(to: RouteLocationNormalized, routeHome: RouteKey) {	CODE

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/pr-agent.yml	24	# ── 一处切换端点 / 模型 ─────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/pr-agent.yml	70	# ── 模型接入（OpenAI 兼容协议，换模型只改这三行）──────────	COMMENT
MEDIUM	.github/workflows/pr-agent.yml	83	# ── 端点 ────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/pr-agent.yml	88	# ── 行为 ────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/pr-agent.yml	99	# ── 评审聚焦 ─────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.en_US.md	190	- [PanisAdmin](https://github.com/paynezhuang/panis-admin): Adopting SpringBoot 3, SaToken, MySQL and other frameworks t	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/hooks/src/use-table.ts	93	async function getData() {	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/pr-agent.yml	21	cancel-in-progress: ${{ github.event_name == 'pull_request' }}	COMMENT