AI Slop Code RIsk Monitor

xuxueli/xxl-job

A distributed task scheduling framework.(分布式任务调度平台XXL-JOB)

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for xuxueli/xxl-job, a Java project with 30,609 GitHub stars. SynthScan examined 52,835 lines of code across 273 source files, recording 158 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.9 (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.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
30.6K
Stars
Java
Language
52.8K
Lines of Code
273
Files
158
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 12.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 144 finding(s).

Hallucinated Dependency & Supply Chain Risk 10.1/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 21.6/100 · LOW

Which changes need focused human review? 158 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 11HIGH 0MEDIUM 0LOW 147

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 158 distinct pattern matches across 4 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 Block131 hits · 130 pts
SeverityFileLineSnippetContext
LOW…a/com/xxl/job/executor/controller/IndexController.java1//package com.xxl.job.executor.mvc.controller;COMMENT
LOW…va/com/xxl/job/core/handler/annotation/JobHandler.java1//package com.xxl.job.core.handler.annotation;COMMENT
LOW…va/com/xxl/job/core/handler/annotation/JobHandler.java21//COMMENT
LOW…ava/com/xxl/job/core/util/deprecated/ShardingUtil.java1//package com.xxl.job.core.util;COMMENT
LOW…ava/com/xxl/job/core/util/deprecated/ShardingUtil.java21// public int getIndex() {COMMENT
LOW…ava/com/xxl/job/core/util/deprecated/ShardingUtil.java41//COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java1//package com.xxl.job.core.util;COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java21// gson= new GsonBuilder().setDateFormat("yyyy-MM-dd HH:mm:ss").disableHtmlEscaping().create();COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java41// * <pre>COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java61// * @param classOfTCOMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java81// public Type getRawType() {COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java101// * json 转成 特定的 Type 的ObjectCOMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java121// * List<Demo> demoList = GsonTool.fromJsonList(json, Demo.class);COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java141// * @param keyClassCOMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java161// return gson.toJsonTree(src);COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java181// * @returnCOMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/GsonTool.java201//COMMENT
LOW…va/com/xxl/job/core/util/deprecated/ThrowableUtil.java1//package com.xxl.job.core.util;COMMENT
LOW…va/com/xxl/job/core/util/deprecated/ThrowableUtil.java21// return errorMsg;COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java1//package com.xxl.job.core.util;COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java21//COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java41// }COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java61// && IP_PATTERN.matcher(name).matches()COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java81// */COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java101// // 1、prefer filter NetworkInterfaceCOMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java121// }COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java141// InetAddress addressItem = toValidAddress(localAddress);COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java161// if (LOCAL_ADDRESS != null) {COMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java181// * @param portCOMMENT
LOW…main/java/com/xxl/job/core/util/deprecated/IpUtil.java201//COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java1//package com.xxl.job.core.util;COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java21// * delete recursivelyCOMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java41//COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java61// fos = new FileOutputStream(file);COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java81//COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java101// }COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java121// content += "\r\n";COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java141// }COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/FileUtil.java161// while ((line = reader.readLine())!=null) {COMMENT
LOW…om/xxl/job/core/util/deprecated/ExecutorBizClient.java1//package com.xxl.job.core.openapi.client;COMMENT
LOW…om/xxl/job/core/util/deprecated/ExecutorBizClient.java21//COMMENT
LOW…om/xxl/job/core/util/deprecated/ExecutorBizClient.java41// @OverrideCOMMENT
LOW…a/com/xxl/job/core/util/deprecated/AdminBizClient.java1//package com.xxl.job.core.openapi.client;COMMENT
LOW…a/com/xxl/job/core/util/deprecated/AdminBizClient.java21// this.addressUrl = addressUrl;COMMENT
LOW…a/com/xxl/job/core/util/deprecated/AdminBizClient.java41// return XxlJobRemotingUtil.postBody(addressUrl+"api/callback", accessToken, timeout, handleCallbackRequestList,COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java1//package com.xxl.job.core.util;COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java21// // ---------------------- format parse ----------------------COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java41// }COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java61// * format date. like "yyyy-MM-dd HH:mm:ss"COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java81// }COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java101// public static Date parseDateTime(String dateString) {COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java121// }COMMENT
LOW…in/java/com/xxl/job/core/util/deprecated/DateUtil.java141//COMMENT
LOW…ain/java/com/xxl/job/core/util/deprecated/ReturnT.java1//package com.xxl.job.core.openapi.model;COMMENT
LOW…ain/java/com/xxl/job/core/util/deprecated/ReturnT.java21//COMMENT
LOW…ain/java/com/xxl/job/core/util/deprecated/ReturnT.java41// public String getMsg() {COMMENT
LOW…ain/java/com/xxl/job/core/util/deprecated/ReturnT.java61// ", msg='" + msg + '\'' +COMMENT
LOW…ain/java/com/xxl/job/core/util/deprecated/ReturnT.java81// public static <T> ReturnT<T> of(int code, String msg, T data) {COMMENT
LOW…ain/java/com/xxl/job/core/util/deprecated/ReturnT.java101// }COMMENT
LOW…com/xxl/job/core/util/deprecated/JdkSerializeTool.java1//package com.xxl.job.core.util;COMMENT
71 more matches not shown…
Hallucination Indicators11 hits · 110 pts
SeverityFileLineSnippetContext
CRITICAL…/resources/static/plugins/codemirror/lib/codemirror.js8787 return this.cm.display.wrapper.ownerDocument.getSelection()CODE
CRITICAL…/static/adminlte/bower_components/jquery/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js55{},g=a.split(/\s+/g);a=CKEDITOR.tools.style.parse._findColor(a);a.length&&(e.color=a[0]);CKEDITOR.tools.array.forEach(g,CODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js356this.$.scrollTop;this.$.focus();this.$.scrollTop=b}else this.$.focus();else this.$.setActive()}catch(c){if(!CKEDITOR.envCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js521'"':"")+"\x3e"+d.call(this,b,c)+"\x3c/span\x3e"}]},CKEDITOR.dialog._.uiElementBuilders.hbox.build(b,e,a));return a.join(CODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js539focus:function(){var a=this.selectParentTab();setTimeout(function(){var b=a.getInputElement();b&&b.$.focus()},0)},selectCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js540getValue:function(){var a=CKEDITOR.ui.dialog.uiElement.prototype.getValue.call(this);if(this.bidi&&a){var b=this.getDireCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js580this._.tabBarMode&&(this._.tabBarMode=!1,this._.currentFocusIndex=-1,k(1)),a.data.preventDefault())},this);A=[];B=CKEDITCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js590c.focus();setTimeout(function(){c.focusManager.unlock();CKEDITOR.env.iOS&&c.window.focus()},0)}delete this._.parentDialoCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js968(delete d.scaytDict,a.config.scayt_uiTabs[2]=0,CKEDITOR.plugins.scayt.alarmCompatibilityMessage());return d}});a.contextCODE
CRITICAL…/static/adminlte/bower_components/ckeditor/ckeditor.js1165b.focusManager.focus(c)}function D(){CKEDITOR.env.gecko&&this.editor.unlockSelection();CKEDITOR.env.webkit||(this.editorCODE
Hyper-Verbose Identifiers13 hits · 14 pts
SeverityFileLineSnippetContext
LOW…tatic/plugins/codemirror/mode/powershell/powershell.js284 function tokenHereStringInterpolation(stream, state) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js761 function conflictingCollapsedRange(doc, lineNo$$1, from, to, marker) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js1872 function defaultSpecialCharPlaceholder(ch) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js2433 function updateExternalMeasurement(cm, line) {CODE
LOW⚡…/resources/static/plugins/codemirror/lib/codemirror.js2609 function maybeUpdateRectForZooming(measure, rect) {CODE
LOW⚡…/resources/static/plugins/codemirror/lib/codemirror.js2619 function clearLineMeasurementCacheFor(lineView) {CODE
LOW⚡…/resources/static/plugins/codemirror/lib/codemirror.js2628 function clearLineMeasurementCache(cm) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js3342 function maybeUpdateLineNumberWidth(cm) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js4843 function selectionEventCanBeMerged(doc, origin, prev, sel) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js5044 function setSelectionReplaceHistory(doc, sel, options) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js5361 function makeChangeSingleDocInEditor(cm, change, spans) {CODE
LOW…/resources/static/plugins/codemirror/lib/codemirror.js5721 function adjustScrollWhenAboveVisible(cm, line, diff) {CODE
LOW…sources/static/plugins/fullscreen/jquery.fullscreen.js143 function installFullScreenHandlers()CODE
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOW…wer_components/ckeditor/plugins/image/dialogs/image.js35D+'"\x3e\x3cimg id\x3d"'+C+'" alt\x3d"" /\x3e\x3c/a\x3e'+(d.config.image_previewText||"Lorem ipsum dolor sit amet, conseCODE
LOW…wer_components/ckeditor/plugins/image/dialogs/image.js35D+'"\x3e\x3cimg id\x3d"'+C+'" alt\x3d"" /\x3e\x3c/a\x3e'+(d.config.image_previewText||"Lorem ipsum dolor sit amet, conseCODE
LOW…tatic/adminlte/bower_components/select2/select2.min.js2!function(n){"function"==typeof define&&define.amd?define(["jquery"],n):"object"==typeof module&&module.exports?module.eCODE