AI Slop Code Risk Monitor

thinkgem/jeesite

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

👍Java 低代码, 轻量级, Spring Boot, MyBatis, Flowable, TypeScript, Vue, Antdv, 包括核心模块如:组织机构、角色用户、权限授权、数据权限、内容管理、工作流、Spring Cloud 微服务等。

0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for thinkgem/jeesite, a Vue project with 8,045 GitHub stars. SynthScan examined 92,854 lines of code across 797 source files, recording 64 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
8.0K
Stars
Vue
Language
92.9K
Lines of Code
797
Files
64
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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 64 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 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 64 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 62

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 64 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.

Over-Commented Block37 hits · 37 pts
SeverityFileLineSnippetContext
LOWpackages/core/design/public.less41 scrollbar-color: rgb(144 147 153 / 30%) transparent;COMMENT
LOWpackages/core/design/var/color.less21// mainColor: @mainColor;COMMENT
LOWpackages/core/utils/propTypes.ts21// propTypes.extend([COMMENT
LOWpackages/core/utils/http/axios/index.ts301}COMMENT
LOWpackages/core/utils/factory/createAsyncComponent.tsx1import {COMMENT
LOWpackages/core/components/index.ts1// export * from './Button';COMMENT
LOW…es/core/components/CodeEditor/src/codemirror/typing.ts161 // const { xml } = await import('@codemirror/lang-xml');COMMENT
LOW…es/core/components/CodeEditor/src/codemirror/typing.ts181 // const { python } = await import('@codemirror/lang-python');COMMENT
LOW…es/core/components/CodeEditor/src/codemirror/typing.ts201 // const { vue } = await import('@codemirror/lang-vue');COMMENT
LOWpackages/core/components/Table/src/BasicTable.vue681 // &-title {COMMENT
LOWpackages/core/components/Table/src/types/column.ts1// import { VNodeChild } from 'vue';COMMENT
LOWpackages/core/components/Table/src/types/column.ts21// confirm?: () => void;COMMENT
LOWpackages/core/components/Table/src/types/column.ts41// * @default falseCOMMENT
LOWpackages/core/components/Table/src/types/column.ts61// */COMMENT
LOWpackages/core/components/Table/src/types/column.ts81//COMMENT
LOWpackages/core/components/Table/src/types/column.ts101//COMMENT
LOWpackages/core/components/Table/src/types/column.ts121//COMMENT
LOWpackages/core/components/Table/src/types/column.ts141// * Order of sorted values: 'ascend' 'descend' falseCOMMENT
LOWpackages/core/components/Table/src/types/column.ts161// * @type string | numberCOMMENT
LOWpackages/core/components/Table/src/types/column.ts181// onFilter?: (value: any, record: T) => boolean;COMMENT
LOWpackages/core/components/Table/src/hooks/useColumns.ts321 updateColumnsRef();COMMENT
LOW…ages/core/components/Table/src/hooks/usePagination.tsx1import type { PaginationProps } from '../types/pagination';COMMENT
LOWpackages/core/components/Menu/src/types.ts1// import { ComputedRef } from 'vue';COMMENT
LOWpackages/core/components/Modal/src/BasicModal.vue401 // top: 150px !important;COMMENT
LOW…/core/components/Modal/src/hooks/useModalFullScreen.ts21COMMENT
LOWpackages/core/views/sys/secAdmin/form.vue61 // component: 'TreeSelect',COMMENT
LOWpackages/core/router/guard/index.ts141// return true;COMMENT
LOWpackages/test/views/test/testData/list.vue221 key: 'a.test_input',COMMENT
LOWpackages/test/views/test/testData/formRoute.vue281 componentProps: {COMMENT
LOWpackages/vite/plugins/monacoEditor.ts21// This file contains code derived from an MIT-licensed project.COMMENT
LOWpackages/vite/theme/index.ts41 // case '.ant-radio-button-wrapper-checked:not(.ant-radio-button-wrapper-disabled):hover':COMMENT
LOWpackages/vite/theme/index.ts61 // //对vite:theme插件特殊配置COMMENT
LOWpackages/vite/theme/index.ts81 // filter: (id) => (isBuild ? !id.endsWith('antd.less') : true),COMMENT
LOWpackages/vite/theme/client/colorUtils.ts61// return tinycolor(color).isDark();COMMENT
LOWpackages/vite/theme/src/antdDarkThemePlugin.ts201 const cssOutputPath = path.resolve(root, outDir, assetsDir, cssOutputName);COMMENT
LOWpackages/vite/theme/src/antdDarkThemePlugin.ts221 // );COMMENT
LOWpackages/vite/theme/src/index.ts161 extCssString += css;COMMENT
Hyper-Verbose Identifiers25 hits · 25 pts
SeverityFileLineSnippetContext
LOWREADME.md465 async function setTestDataChildTableData(_res: Recordable) {CODE
LOWREADME.md497 function handleTestDataChildRowClick(record: Recordable) {CODE
LOWREADME.md511 function handleTestDataChildDelete(record: Recordable) {CODE
LOW…es/core/components/Transition/src/CreateTransition.tsx41export function createJavascriptTransition(name: string, functions: Recordable, mode: Mode = 'in-out') {CODE
LOW…ents/SimpleMenu/src/components/useSimpleMenuContext.ts12export function createSimpleRootMenuContext(context: SimpleRootMenuContextProps) {CODE
LOWpackages/core/components/Table/src/BasicTable.vue419 function handleShowSearchFormToggle() {CODE
LOW…tor/src/plugin-upload-attachment/module/menu/helper.ts12function getUploadAttachmentMenuConfig(editor: IDomEditor): IUploadConfigForAttachment {CODE
LOW…tor/src/plugin-upload-attachment/module/menu/config.ts25export function genUploadAttachmentMenuConfig(): IUploadConfigForAttachment {CODE
LOWpackages/core/hooks/web/useI18n.ts129function deepCloneWithTranslatable(obj: any): any {CODE
LOWpackages/core/logics/error-handle/index.ts116function registerPromiseErrorHandler() {CODE
LOWpackages/core/logics/error-handle/index.ts138function registerResourceErrorHandler() {CODE
LOWpackages/core/views/sys/corpAdmin/form.vue195 function handleUserRoleSelectionChange({ keys }) {CODE
LOWpackages/core/store/modules/multipleTab.ts341export function useMultipleTabWithOutStore() {CODE
LOWpackages/core/store/modules/permission.ts218export function usePermissionStoreWithOut() {CODE
LOWpackages/core/router/helper/menuHelper.ts90export function configureDynamicParamsMenu(menu: Menu, params: RouteParams) {CODE
LOWpackages/test/views/test/testData/formRoute.vue362 function setTestDataChildTableData(_res: Recordable) {CODE
LOWpackages/test/views/test/testData/formRoute.vue494 function handleTestDataChildRowClick(record: Recordable) {CODE
LOWpackages/test/views/test/testData/formRoute.vue506 function handleTestDataChildDelete(record: Recordable) {CODE
LOWpackages/test/views/test/testData/formTabs.vue309 function setTestDataChildTableData(_res: Recordable) {CODE
LOWpackages/test/views/test/testData/formTabs.vue441 function handleTestDataChildRowClick(record: Recordable) {CODE
LOWpackages/test/views/test/testData/formTabs.vue453 function handleTestDataChildDelete(record: Recordable) {CODE
LOWpackages/test/views/test/testData/formModal.vue303 function setTestDataChildTableData(_res: Recordable) {CODE
LOWpackages/test/views/test/testData/formModal.vue435 function handleTestDataChildRowClick(record: Recordable) {CODE
LOWpackages/test/views/test/testData/formModal.vue447 function handleTestDataChildDelete(record: Recordable) {CODE
LOWpackages/vite/plugins/monacoEditor.ts197function monacoEditorPluginJeeSite(options?: IMonacoEditorOpts): PluginOption {CODE
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMpackages/core/router/helper/menuHelper.ts18 // This allows you to leverage the component nesting without having to use a nested URL.COMMENT
MEDIUMpackages/core/router/helper/menuHelper.ts70 // This allows you to leverage the component nesting without having to use a nested URL.COMMENT