AI Slop Code Risk Monitor

jd-opensource/micro-app

SlopCodeMonitor badge for jd-opensource/micro-app Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A simple, efficient and powerful micro front-end framework. 一款简约、高效、功能强大的微前端框架

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jd-opensource/micro-app, a CSS project with 6,261 GitHub stars. SynthScan examined 167,345 lines of code across 647 source files, recording 116 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-13
Last Push
6.3K
Stars
CSS
Language
167.3K
Lines of Code
647
Files
116
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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 112 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 23 finding(s).

PR Review Velocity Impact 4.4/100 · LOW

Which changes need focused human review? 116 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 3HIGH 0MEDIUM 4LOW 109

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 116 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.

Over-Commented Block85 hits · 85 pts
SeverityFileLineSnippetContext
LOWdocs/0.x/zh-cn/README.md1## cn首页COMMENT
LOWdocs/zh-cn/README.md1## cn首页COMMENT
LOWdev/main-react16/config/proxy.js21 // '^': '',COMMENT
LOWdev/main-react16/src/global.jsx1import 'babel-polyfill'COMMENT
LOWdev/main-react16/src/global.jsx21 // iframe: true,COMMENT
LOWdev/main-react16/src/global.jsx41 // // level: 1,COMMENT
LOWdev/main-react16/src/global.jsx81 // 'disable-memory-router': true,COMMENT
LOWdev/main-react16/src/global.jsx201 // }COMMENT
LOW…n-react16/src/components/GlobalHeader/RightContent.jsx21COMMENT
LOWdev/main-react16/src/pages/vite2/vite2.js41 }COMMENT
LOWdev/main-react16/src/pages/react16/react16.js341 microApp.addDataListener(this.state.name, (data) => {COMMENT
LOWdev/main-react16/src/pages/react16/react16.js361 // this.releaseBeforeEach2 = microApp.router.beforeEach({COMMENT
LOWdev/children/vite4/src/main.js121// document.onclick = () => {COMMENT
LOWdev/children/vite4/src/main.js161}COMMENT
LOWdev/children/vite4/src/main.js181// document.head.appendChild(dynamicScript1)COMMENT
LOWdev/children/vite4/src/main.js201// document.head.appendChild(link1)COMMENT
LOWdev/children/vite4/src/main.js221// dynamicStyle2.textContent = '.test-insertAdjacentElement { color: red; }'COMMENT
LOWdev/children/vite4/src/main.js241 // dynamicStyle4.textContent = '.test-custom-element-inline-style { color: red; }'COMMENT
LOWdev/children/vite4/src/main.js261/* ---------------------- DOMParser --------------------- */COMMENT
LOWdev/children/vite4/src/main.js281// doc.getElementsByName('parser-name'),COMMENT
LOWdev/children/vite4/src/main.js301// const img2 = newImg.cloneNode(true)COMMENT
LOWdev/children/vite4/src/main.js321 // window.microApp.location.pathname = `${baseRoute}/element-plus?b=2`COMMENT
LOWdev/children/vite4/src/main.js361COMMENT
LOWdev/children/vite4/src/pages/element-plus.vue641COMMENT
LOWdev/children/vite4/src/pages/element-plus.vue661// const nodeKey = getTreeV2Key(key, ++id)COMMENT
LOWdev/children/vite2/src/main.js161// setTimeout(() => {COMMENT
LOWdev/children/vite2/src/main.js181COMMENT
LOWdev/children/vite2/src/main.js201COMMENT
LOWdev/children/vite2/src/main.js221// </div>COMMENT
LOWdev/children/vite2/src/main.js261 // window.microApp.location.href = '/micro-app/vite2/page2'COMMENT
LOWdev/children/vite2/src/main.js321 // req.send()COMMENT
LOWdev/children/vite2/src/pages/home.vue21const testHref = () => {COMMENT
LOWdev/children/vite2/src/pages/element-plus.vue641COMMENT
LOWdev/children/vite2/src/pages/element-plus.vue661// const nodeKey = getTreeV2Key(key, ++id)COMMENT
LOWdev/children/angular11/src/main.ts21// let app: void | NgModuleRef<AppModule>COMMENT
LOWdev/children/react16/config/webpackDevServer.config.js21 // https://github.com/webpack/webpack-dev-server/issues/887COMMENT
LOWdev/children/react16/config/webpackDevServer.config.js41 clientLogLevel: 'none',COMMENT
LOWdev/children/react16/config/webpackDevServer.config.js61 // for the WebpackDevServer client so it can learn when the files wereCOMMENT
LOWdev/children/react16/config/webpack.config.js181 // the line below with these two lines if you prefer the stock client:COMMENT
LOWdev/children/react16/config/webpack.config.js221 .replace(/\\/g, '/')COMMENT
LOWdev/children/react16/config/webpack.config.js321 // This allows you to set a fallback for where webpack should look for modules.COMMENT
LOWdev/children/react16/config/webpack.config.js601 isEnvProduction &&COMMENT
LOWdev/children/react16/config/webpack.config.js641 // If you require a missing module and then `npm install` it, you still haveCOMMENT
LOWdev/children/react16/config/env.js41});COMMENT
LOWdev/children/react16/src/index.js61window.microApp?.addGlobalDataListener(handleGlobalData);COMMENT
LOWdev/children/react16/src/index.js141// console.log(`子应用${window.__MICRO_APP_NAME__}内部的window.addEventListener绑定`)COMMENT
LOWdev/children/react16/src/index.js161// document.addEventListener('click', function () {COMMENT
LOWdev/children/react16/src/index.js181COMMENT
LOWdev/children/react16/src/index.js201// document.body.appendChild(dynamicScript2)COMMENT
LOWdev/children/react16/src/index.js241// -- 测试 Document.prototype.createElementNS -- 开始COMMENT
LOWdev/children/react16/src/index.js261COMMENT
LOWdev/children/react16/src/index.js281// doc.getElementsByClassName('parser-class'),COMMENT
LOWdev/children/react16/src/index.js321COMMENT
LOWdev/children/react16/src/index.js401}COMMENT
LOWdev/children/react16/src/index.js421COMMENT
LOWdev/children/react16/src/index.js441 // console.log(`${window.__MICRO_APP_NAME__} location.href`, location.href, window.rawWindow.location.href)COMMENT
LOWdev/children/react16/src/index.js461COMMENT
LOWdev/children/react16/src/index.js501// console.log('createDocumentFragment: ', Document.prototype.createDocumentFragment.call(document))COMMENT
LOWdev/children/react16/src/index.js521// console.log(`document.querySelector('body'): `, document.querySelector('body'))COMMENT
LOWdev/children/react16/src/index.js541COMMENT
25 more matches not shown…
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALdocs/0.x/static/docsify.min.js1!function(){function c(i){var o=Object.create(null);return function(e){var n=f(e)?e:JSON.stringify(e);return o[n]||(o[n]CODE
CRITICALdocs/static/docsify.min.js1!function(){function c(i){var o=Object.create(null);return function(e){var n=f(e)?e:JSON.stringify(e);return o[n]||(o[n]CODE
CRITICALdev/children/vue2/public/layui/layui.js3},e)}}),pe.each({appendTo:"append",prependTo:"prepend",insertBefore:"before",insertAfter:"after",replaceAll:"replaceWithCODE
Hyper-Verbose Identifiers23 hits · 23 pts
SeverityFileLineSnippetContext
LOWdev/children/react16/src/setImmediate.js80 function installNextTickImplementation() {CODE
LOWdev/children/react16/src/setImmediate.js102 function installPostMessageImplementation() {CODE
LOWdev/children/react16/src/setImmediate.js127 function installMessageChannelImplementation() {CODE
LOWdev/children/react16/src/setImmediate.js139 function installReadyStateChangeImplementation() {CODE
LOWdev/children/react16/src/setImmediate.js155 function installSetTimeoutImplementation() {CODE
LOWsrc/source/patch.ts846export function releasePatchElementAndDocument(): void {CODE
LOWsrc/libs/utils.ts487export function throttleDeferForSetAppName(appName: string): void {CODE
LOWsrc/libs/utils.ts506export function throttleDeferForIframeAppName(appName: string): void {CODE
LOWsrc/libs/utils.ts559export function isInvalidQuerySelectorKey(key: string): boolean {CODE
LOWsrc/libs/nest_app.ts16function releaseUnmountOfNestedApp (): void {CODE
LOWsrc/sandbox/request.ts47export function createMicroXMLHttpRequest (url: string, target?: XMLHttpRequest): any {CODE
LOWsrc/sandbox/router/api.ts245 function commonHandlerForAttachToURL (appName: string): void {CODE
LOWsrc/sandbox/router/location.ts162 function handleForPathNameAndSearch (targetPath: string, key: keyof Location): void {CODE
LOWsrc/sandbox/router/location.ts326export function autoTriggerNavigationGuard (appName: string, microLocation: MicroLocation): void {CODE
LOWsrc/sandbox/router/core.ts253export function getNoHashMicroPathFromURL (appName: string, baseUrl: string): string {CODE
LOWsrc/sandbox/router/index.ts90export function updateBrowserURLWithLocation (CODE
LOWsrc/sandbox/router/event.ts99export function updateMicroLocationWithEvent (CODE
LOWsrc/sandbox/router/event.ts134export function dispatchPopStateEventToMicroApp (CODE
LOWsrc/sandbox/router/event.ts174export function dispatchHashChangeEventToMicroApp (CODE
LOWsrc/sandbox/router/event.ts200function dispatchNativePopStateEvent (onlyForBrowser: boolean): void {CODE
LOWsrc/sandbox/router/event.ts210function dispatchNativeHashChangeEvent (oldHref: string): void {CODE
LOWsrc/interact/index.ts316export function rebuildDataCenterSnapshot (microAppEventCenter: EventCenterForMicroApp): void {CODE
LOWsrc/interact/lifecycles_event.ts78export function dispatchCustomEventToMicroApp (CODE
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMdev/children/angular11/README.md9## Code scaffoldingCOMMENT
MEDIUMdev/children/angular14/README.md9## Code scaffoldingCOMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMdev/children/react16/config/webpack.config.js760 // Turn off performance processing because we utilizeCOMMENT
MEDIUMdev/children/react17/config/webpack.config.js745 // Turn off performance processing because we utilizeCOMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWdev/children/vue2/public/layui/layui.js4return this.map(function(){for(var e=this.offsetParent;e&&!pe.nodeName(e,"html")&&"static"===pe.css(e,"position");)e=e.oCODE