AI Slop Code Risk Monitor

empjs/emp

Name: empjs/emp — 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).

EMP Micro FE Base on Rspack & module federation

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for empjs/emp, a TypeScript project with 2,397 GitHub stars. SynthScan examined 54,579 lines of code across 589 source files, recording 28 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

2026-10-01

Last Push

2.4K

Stars

TypeScript

Language

54.6K

Lines of Code

589

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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

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

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 28 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 2HIGH 0MEDIUM 0LOW 26

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 28 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.

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/cli/src/store/rspack/module.ts	190	this.store.chain.resolve.alias.set('@swc/helpers', path.dirname(require.resolve('@swc/helpers/package.json')))	CODE
CRITICAL	packages/cli/src/store/rspack/module.ts	198	this.store.chain.resolve.alias.set('core-js', this.coreJs.alias)	CODE

Over-Commented Block15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	packages/emp-share/src/adapter/vue.ts	81	// console.log('not implement')	COMMENT
LOW	packages/eslint-config-react/index.js	61	endOfLine: 'auto',	COMMENT
LOW	packages/plugin-vue3/src/index.ts	1	import type {GlobalStore} from '@empjs/cli'	COMMENT
LOW	packages/plugin-vue3/src/index.ts	81	store.chain.merge({	COMMENT
LOW	packages/cli/src/script/build.ts	81	chunks: false,	COMMENT
LOW	packages/cli/src/store/rspack/common.ts	201	// // 对所有类型的 chunk（同步/异步）都进行分包处理	COMMENT
LOW	packages/cli/src/store/rspack/common.ts	221	// // 默认分组：被多次引用的模块会被抽离复用	COMMENT
LOW	packages/cli/src/store/rspack/builtInPlugin.ts	21	name: undefined,	COMMENT
LOW	packages/plugin-vue2/src/index.ts	1	import type {GlobalStore} from '@empjs/cli'	COMMENT
LOW	packages/plugin-vue2/src/index.ts	61	store.chain.merge({	COMMENT
LOW	packages/plugin-vue2/src/index.ts	81	// styleLibraryDirectory: 'lib/style',	COMMENT
LOW	packages/emp-chain/README.md	181	// 返回Map中全部配置的一个对象, 其中键是这个对象属性，值是相应键的值，	COMMENT
LOW	apps/demo/emp.config.ts	21	// autoDevBase: true,	COMMENT
LOW	apps/demo/emp.config.ts	81	visitor: getCssLoader('rem'),	COMMENT
LOW	apps/mf-app/src/index.tsx	1	import('./bootstrap')	COMMENT

Hyper-Verbose Identifiers11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	packages/emp-share/rslib.config.ts	33	function writeDeclarationEntryShims() {	CODE
LOW	packages/cli/test/cli-create-help.test.ts	168	function createFailedCommandReport(targetDir: string) {	CODE
LOW	packages/cli/test/real/cli-auto-pages.test.ts	75	async function writeCustomAutoPagesFixture(root: string) {	CODE
LOW	packages/cli/src/agent-create/executor.ts	78	function skippedAfterSkippedInstall(name: string, command: string): CommandResult {	CODE
LOW	packages/cli/src/agent-create/planner.ts	50	export async function assignAvailableCreatePorts(plan: CreateProjectPlan): Promise<CreateProjectPlan> {	CODE
LOW	packages/cli/src/script/create.ts	27	export function applyCreateReportExitStatus(	CODE
LOW	packages/cli/src/script/create.ts	159	async function writeFailedCreateReportIfAbsent(	CODE
LOW	packages/cli/src/script/options.ts	55	export function registerUnsupportedCommand(program: Command, name: string, description: string) {	CODE
LOW	packages/lib-react-17/rslib.config.ts	6	function ensureRuntimeDeclarations() {	CODE
LOW	packages/lib-vue-2/rslib.config.ts	6	function ensureRuntimeDeclarations() {	CODE
LOW	apps/test/apps.acceptance.test.ts	95	function assertNoDefaultTailwindPostcssWarning(stderr: string) {	CODE