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AI Slop Code Risk Monitor

SPLWare/esProc

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

esProc SPL is a JVM-based programming language designed for structured data computation, serving as both a data analysis tool and an embedded computing engine.

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for SPLWare/esProc, a Java project with 4,681 GitHub stars. SynthScan examined 1,406,806 lines of code across 4069 source files, recording 174 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
4.7K
Stars
Java
Language
1.4M
Lines of Code
4.1K
Files
174
Pattern Hits
2026-10-31
Scan Date
0.01
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 0.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 142 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 32 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 1.7/100 · LOW

Which changes need focused human review? 174 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 32HIGH 0MEDIUM 6LOW 136

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 174 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 Indicators32 hits · 370 pts
SeverityFileLineSnippetContext
CRITICAL⚡ide/main/java/com/scudata/ide/spl/SPL.java93 if (com.scudata.ide.common.GM.isMacOS()) {CODE
CRITICAL⚡ide/main/java/com/scudata/ide/spl/SPL.java94 ImageIcon ii = com.scudata.ide.common.GM.getLogoImage(false);CODE
CRITICAL⚡ide/main/java/com/scudata/ide/spl/SPL.java96 com.scudata.ide.common.GM.setMacOSDockIcon(ii.getImage());CODE
CRITICAL…e/main/java/com/scudata/ide/spl/UnitServerConsole.java78 if (com.scudata.ide.common.GM.isMacOS()) {CODE
CRITICAL…e/main/java/com/scudata/ide/spl/UnitServerConsole.java81 com.scudata.ide.common.GM.setMacOSDockIcon(ii.getImage());CODE
CRITICALide/main/java/com/scudata/ide/spl/GMSpl.java120 new com.scudata.ide.spl.dialog.DialogOptions().setVisible(true);CODE
CRITICAL⚡…java/com/scudata/ide/spl/dialog/DialogProcSurport.java159 com.scudata.ide.common.GM.browse(textBBS.getText());CODE
CRITICAL⚡…java/com/scudata/ide/spl/dialog/DialogProcSurport.java168 com.scudata.ide.common.GM.browse(textDemo.getText());CODE
CRITICAL⚡…java/com/scudata/ide/spl/dialog/DialogProcSurport.java178 com.scudata.ide.common.GM.browse("tencent://message/?uin="CODE
CRITICALide/main/java/com/scudata/ide/spl/base/PanelEnv.java163 : com.scudata.ide.common.ConfigOptions.iParallelNum.toString());CODE
CRITICALide/main/java/com/scudata/ide/spl/base/PanelEnv.java174 // : com.scudata.ide.common.ConfigOptions.iLocalPort.toString());COMMENT
CRITICALide/main/java/com/scudata/ide/spl/base/PanelEnv.java176 : com.scudata.ide.common.ConfigOptions.iFetchCount.toString());CODE
CRITICALide/main/java/com/scudata/ide/vdb/VDB.java149 // com.scudata.ide.common.GM.setDialogDimensionListener(GM.getDDListener());COMMENT
CRITICALide/main/java/com/scudata/ide/vdb/VDBTree.java135 com.scudata.ide.vdb.VDB fr = com.scudata.ide.vdb.VDB.getInstance();CODE
CRITICALide/main/java/com/scudata/ide/vdb/VDBTree.java279 int option = JOptionPane.showConfirmDialog(com.scudata.ide.vdb.VDB.getInstance(),CODE
CRITICALide/main/java/com/scudata/ide/vdb/VDBTree.java326 int option = JOptionPane.showConfirmDialog(com.scudata.ide.vdb.VDB.getInstance(),CODE
CRITICALide/main/java/com/scudata/ide/vdb/VDBTree.java357 JOptionPane.showMessageDialog(com.scudata.ide.vdb.VDB.getInstance(), "根节点不能删除。");CODE
CRITICALide/main/java/com/scudata/ide/vdb/dialog/RQDialog.java24 protected JPanel panelEast = new JPanel(new com.scudata.ide.common.swing.VFlowLayout());CODE
CRITICALide/main/java/com/scudata/ide/common/GM.java1519 + com.scudata.ide.common.GM.getLineSeparator()CODE
CRITICALide/main/java/com/scudata/ide/common/GM.java3969 Object fromObj = com.scudata.dm.sql.SQLUtil.parse(sql, part);CODE
CRITICALide/main/java/com/scudata/ide/common/GM.java3997 return com.scudata.dm.sql.SQLUtil.replace(sql, replace, part);CODE
CRITICALsrc/main/java/com/scudata/parallel/UnitWorker.java118 response = com.scudata.server.unit.JdbcManager.execute(req);CODE
CRITICALsrc/main/java/com/scudata/chart/Engine.java625 // org.apache.batik.dom.GenericDOMImplementation.getDOMImplementation();COMMENT
CRITICALsrc/main/java/com/scudata/dw/JoinCursor.java2358 node = new com.scudata.expression.mfn.sequence.Top();CODE
CRITICALsrc/main/java/com/scudata/dw/JoinCursor2.java1167 node = new com.scudata.expression.mfn.sequence.Top();CODE
CRITICALsrc/main/java/com/scudata/expression/mfn/Nodes.java40 com.scudata.expression.mfn.sequence.Nodes.getAllSubs((BaseRecord)src, fields, result);CODE
CRITICALsrc/main/java/com/scudata/expression/mfn/Nodes.java42 com.scudata.expression.mfn.sequence.Nodes.getAllSubs((Sequence)src, fields, result);CODE
CRITICAL…main/java/com/scudata/expression/mfn/xo/XlsImport.java27 com.scudata.expression.mfn.file.XlsImport.checkOptions(opt);CODE
CRITICAL…a/com/scudata/cellset/graph/draw/ExtGraphProperty.java513// com.scudata.ide.common.GM.sort(categories, false); // 按照每个分类的系列和排序,取前TopN个COMMENT
CRITICAL…rc/com/scudata/lib/salesforce/function/ImWsdlOpen.java34 m_parterConn = com.sforce.soap.partner.Connector.newConnection(username, password);CODE
CRITICAL…i/src/com/scudata/lib/hive/function/HiveDriverCli.java96 conf.set("fs.hdfs.impl",org.apache.hadoop.hdfs.DistributedFileSystem.class.getName());CODE
CRITICAL…scli/src/com/scudata/lib/hdfs/function/HdfsClient.java84 conf.set("fs.hdfs.impl",org.apache.hadoop.hdfs.DistributedFileSystem.class.getName());CODE
Over-Commented Block136 hits · 136 pts
SeverityFileLineSnippetContext
LOWide/main/java/com/scudata/ide/spl/GMSpl.java421 // public static boolean importTxt2Spl() {COMMENT
LOWide/main/java/com/scudata/ide/spl/GMSpl.java521 // String[] titles = ((SPL) GV.appFrame).getSheetTitles();COMMENT
LOWide/main/java/com/scudata/ide/spl/SheetSpl.java281 }COMMENT
LOWide/main/java/com/scudata/ide/spl/SheetSpl.java301 // if (f.exists() && !f.canWrite()) {COMMENT
LOW…main/java/com/scudata/ide/spl/etl/element/FCreate.java81 if(p){COMMENT
LOW…main/java/com/scudata/ide/spl/etl/element/FCreate.java101// String tmp;COMMENT
LOWide/main/java/com/scudata/ide/spl/dialog/DialogFTP.java241 m.invoke(ftpClient);COMMENT
LOW…ain/java/com/scudata/ide/spl/control/ContentPanel.java1301 c = Color.darkGray;COMMENT
LOWide/main/java/com/scudata/ide/spl/base/PanelEnv.java561 public void mouseClicked(MouseEvent e) {COMMENT
LOWide/main/java/com/scudata/ide/spl/base/JTableValue.java1841 // initDBTable(db);COMMENT
LOWide/main/java/com/scudata/ide/spl/base/JTableValue.java1861 //COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java441COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java461 // } else {COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java481 // }COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java501 // private void expandTree(VDBTreeNode pNode, List<String> expandList) {COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java541COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java561 // private static final byte REFRESH = (byte) 4;COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java601 public void setVDBTreeNode(VDBTreeNode node) {COMMENT
LOWide/main/java/com/scudata/ide/vdb/VDBTree.java621 // try {COMMENT
LOWide/main/java/com/scudata/ide/common/GM.java1581 // File f = newCOMMENT
LOWide/main/java/com/scudata/ide/common/GM.java2081 * COMMENT
LOWide/main/java/com/scudata/ide/common/GM.java2101 // ci = (Comparable) list.get(i);COMMENT
LOW…java/com/scudata/ide/common/swing/MonthlyCalendar.java641 mousePositionChanged(e);COMMENT
LOW…va/com/scudata/ide/common/dialog/DialogDataSource.java541 }COMMENT
LOW…ain/java/com/scudata/ide/custom/IResourceTreeBase.java1//package com.scudata.ide.custom;COMMENT
LOW…ain/java/com/scudata/ide/custom/IResourceTreeBase.java21// * COMMENT
LOWdoc/Tutorial/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/Tutorial/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/Tutorial/resource/url.js21 //-->COMMENT
LOWdoc/Performance_Optimization/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/Performance_Optimization/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/Performance_Optimization/resource/url.js21 //-->COMMENT
LOWdoc/User_reference/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/User_reference/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/User_reference/resource/url.js21 //-->COMMENT
LOWdoc/SPL_Programming/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/SPL_Programming/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/SPL_Programming/resource/url.js21 //-->COMMENT
LOWdoc/Function_Reference/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/Function_Reference/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/Function_Reference/resource/url.js21 //-->COMMENT
LOWdoc/Code_reference/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/Code_reference/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/Code_reference/resource/url.js21 //-->COMMENT
LOWdoc/External_library_guide/images/template.css1body { margin: 0px; padding: 0px; font: Arial, Helvetica, sans-serif; font-size:12px; line-height:18px; color:#5c5c5COMMENT
LOWdoc/External_library_guide/resource/MzTreeView10.js661//��������Ĭ������COMMENT
LOWdoc/External_library_guide/resource/url.js21 //-->COMMENT
LOWsrc/main/java/com/scudata/app/config/ConfigUtil.java421 }COMMENT
LOWsrc/main/java/com/scudata/util/FloatingDecimal.java1161 }COMMENT
LOWsrc/main/java/com/scudata/util/FloatingDecimal.java1401 if (expOverflow || (expVal > expLimit)) {COMMENT
LOWsrc/main/java/com/scudata/util/FloatingDecimal.java1741 // of exact powers of 2COMMENT
LOWsrc/main/java/com/scudata/excel/SheetXls.java361 // Sequence seq = new Sequence();COMMENT
LOWsrc/main/java/com/scudata/excel/SheetXls.java401 // startRow++;COMMENT
LOWsrc/main/java/com/scudata/excel/SheetXls.java421 * @nCOMMENT
LOWsrc/main/java/com/scudata/server/odbc/OdbcWorker.java221// 设置sqlfirst属性用的cmd=1012(若改成其它也行)COMMENT
LOWsrc/main/java/com/scudata/common/PwdUtils.java61 // char c = (char) (((pwd.charAt(4 * i) - 'a') & 0xf) << 12);COMMENT
LOWsrc/main/java/com/scudata/common/GifEncoder.java1package com.scudata.common;COMMENT
LOWsrc/main/java/com/scudata/common/GifEncoder.java21// FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIALCOMMENT
LOWsrc/main/java/com/scudata/common/GifEncoder.java421 int free_ent = 0; // first unused entryCOMMENT
LOWsrc/main/java/com/scudata/common/GifImageEncoder.java1package com.scudata.common;COMMENT
76 more matches not shown…
Slop Phrases6 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMdoc/Performance_Optimization/topics/18.html175as good as that of using index. As mentioned earlier, direct binary search hasCODE
MEDIUMdoc/Performance_Optimization/topics/7.html22 <p class=MsoNormal><span lang=EN-US>As mentioned earlier, we cannot directlyCODE
MEDIUMdoc/Performance_Optimization/topics/36.html413integer as mentioned earlier, it is also possible to obtain a high performance withCODE
MEDIUMdoc/SPL_Programming/topics/23.html1303margin-left:0cm'><span lang=EN-US>It��s the same rule for #, and you can try toCODE
MEDIUMdoc/SPL_Programming/topics/55.html27margin-left:0cm'><span lang=EN-US>As mentioned earlier, for a cursor, we can'tCODE
MEDIUMdoc/SPL_Programming/topics/43.html1376margin-left:0cm'><span lang=EN-US>As mentioned earlier, there are five commonCODE