AI Slop Code Risk Monitor

gz-yami/mall4j

Name: gz-yami/mall4j — JavaScript 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).

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2.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for gz-yami/mall4j, a JavaScript project with 5,312 GitHub stars. SynthScan examined 101,691 lines of code across 866 source files, recording 29 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 2.1 (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.

2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

5.3K

Stars

JavaScript

Language

101.7K

Lines of Code

866

Files

Pattern Hits

2026-10-31

Scan Date

0.02

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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 12 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.1/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 7.1/100 · LOW

Which changes need focused human review? 29 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 13HIGH 0MEDIUM 2LOW 14

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 29 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.

Hallucination Indicators13 hits · 190 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	db/yami_shop.sql	4699	(831,'admin','删除菜单','com.yami.shop.sys.controller.SysMenuController.delete()','168',8,'127.0.0.1','2019-06-26 14:04:22')	CODE
CRITICAL⚡	db/yami_shop.sql	4700	(832,'admin','删除菜单','com.yami.shop.sys.controller.SysMenuController.delete()','229',1,'127.0.0.1','2019-06-26 14:31:31')	CODE
CRITICAL⚡	db/yami_shop.sql	4701	(833,'admin','删除菜单','com.yami.shop.sys.controller.SysMenuController.delete()','231',6,'127.0.0.1','2019-06-26 14:31:37')	CODE
CRITICAL⚡	db/yami_shop.sql	4702	(834,'admin','删除菜单','com.yami.shop.sys.controller.SysMenuController.delete()','232',8,'127.0.0.1','2019-06-26 14:31:38')	CODE
CRITICAL⚡	db/yami_shop.sql	4703	(835,'admin','删除菜单','com.yami.shop.sys.controller.SysMenuController.delete()','233',25,'127.0.0.1','2019-06-26 14:31:42'	CODE
CRITICAL⚡	db/yami_shop.sql	4704	(836,'admin','删除菜单','com.yami.shop.sys.controller.SysMenuController.delete()','229',6,'127.0.0.1','2019-06-26 14:31:46')	CODE
CRITICAL⚡	db/yami_shop.sql	4705	(837,'admin','删除分类','com.yami.shop.admin.controller.CategoryController.delete()','92',536,'127.0.0.1','2019-07-01 11:14:	CODE
CRITICAL⚡	db/yami_shop.sql	4706	(838,'admin','保存角色','com.yami.shop.sys.controller.SysRoleController.save()','{\"roleId\":1,\"roleName\":\"管理员\",\"remark	CODE
CRITICAL⚡	db/yami_shop.sql	4707	(839,'admin','保存配置','com.yami.shop.sys.controller.SysConfigController.save()','{\"id\":1,\"paramKey\":\"测试\",\"paramValu	CODE
CRITICAL⚡	db/yami_shop.sql	4708	(840,'admin','删除配置','com.yami.shop.sys.controller.SysConfigController.delete()','[1]',18,'127.0.0.1','2019-07-03 08:58:2	CODE
CRITICAL⚡	db/yami_shop.sql	4709	(841,'admin','新增公告管理','com.yami.shop.admin.controller.NoticeController.save()','{\"id\":4,\"shopId\":1,\"title\":\"测试\",	CODE
CRITICAL⚡	db/yami_shop.sql	4710	(842,'admin','删除公告管理','com.yami.shop.admin.controller.NoticeController.removeById()','4',37,'127.0.0.1','2019-07-03 20:0	CODE
CRITICAL	…va/com/yami/shop/api/listener/SubmitOrderListener.java	190	com.yami.shop.bean.model.Order order = new com.yami.shop.bean.model.Order();	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…main/java/com/yami/shop/admin/config/XxlJobConfig.java	41	private String logPath;	COMMENT
LOW	…main/java/com/yami/shop/admin/config/XxlJobConfig.java	61	// xxlJobSpringExecutor.setPort(port + 1000);	COMMENT
LOW	front-end/mall4m/app.js	1	//app.js	COMMENT
LOW	…lic/static/js/tinymce/js/tinymce/jquery.tinymce.min.js	21	// Load TinyMCE on demand, if we need to	COMMENT
LOW	…lic/static/js/tinymce/js/tinymce/jquery.tinymce.min.js	41	m.each(o.plugins.split(","),function(e,t){t&&(n("plugins/"+t+"/plugin"+r+".js"),n("plugins/"+t+"/langs/"+i+".js"))})},en	COMMENT
LOW	…lic/static/js/tinymce/js/tinymce/jquery.tinymce.min.js	61	// need to have the full editors array used in the onInit calls	COMMENT
LOW	…mce/js/tinymce/plugins/emoticons/js/emojiimages.min.js	1	// Source: npm package: emojilib	COMMENT
LOW	…/com/yami/shop/api/controller/PayNoticeController.java	21	@Hidden	COMMENT
LOW	…/com/yami/shop/api/controller/PayNoticeController.java	41	//	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…l4v/public/static/js/tinymce/js/tinymce/tinymce.min.js	9	!function(){"use strict";function r(e){if(null===e)return"null";if(void 0===e)return"undefined";var t=typeof e;return"ob	CODE
MEDIUM⚡	…l4v/public/static/js/tinymce/js/tinymce/tinymce.min.js	9	!function(){"use strict";function r(e){if(null===e)return"null";if(void 0===e)return"undefined";var t=typeof e;return"ob	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	front-end/mall4uni/src/pages/index/index.vue	13	<text class="placeholder">	CODE
LOW⚡	…l4v/public/static/js/tinymce/js/tinymce/tinymce.min.js	9	!function(){"use strict";function r(e){if(null===e)return"null";if(void 0===e)return"undefined";var t=typeof e;return"ob	CODE
LOW	…tatic/js/tinymce/js/tinymce/themes/silver/theme.min.js	9	!function(){"use strict";function t(o){return function(t){return e=typeof(n=t),(null===n?"null":"object"==e&&(Array.prot	CODE
LOW	…tatic/js/tinymce/js/tinymce/themes/mobile/theme.min.js	9	!function(){"use strict";var y=function(){return(y=Object.assign\|\|function(n){for(var e,t=1,o=arguments.length;t<o;t++)f	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	front-end/mall4m/miniprogram_npm/crypto-js/index.js	4737	function generateKeystreamAndEncrypt(words, offset, blockSize, cipher) {	CODE