AI Slop Code Risk Monitor

jhy/jsoup

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

jsoup: the Java HTML parser, built for HTML editing, cleaning, scraping, and XSS safety.

3.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jhy/jsoup, a Java project with 11,414 GitHub stars. SynthScan examined 71,173 lines of code across 259 source files, recording 238 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 3.0 (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.

3.0
Adjusted Signal
3.0
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
11.4K
Stars
Java
Language
71.2K
Lines of Code
259
Files
238
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 0.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1 finding(s).

Hallucinated Dependency & Supply Chain Risk 13.8/100 · LOW

Are imports declared and package/API names verified? 237 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 16.1/100 · LOW

Which changes need focused human review? 238 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 1HIGH 0MEDIUM 1LOW 236

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 238 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.

Fake / Example Data236 hits · 197 pts
SeverityFileLineSnippetContext
LOW⚡src/test/resources/htmltests/medium.html6 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed cursus ante dapibusCODE
LOW⚡src/test/resources/htmltests/medium.html6 <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed cursus ante dapibusCODE
LOW⚡src/test/resources/htmltests/medium.html7 <p>Sed dignissim lacinia nunc. Curabitur tortor. Pellentesque nibh. Aenean quam. In scelerisque sem at dolor. MaecenasCODE
LOW⚡src/test/resources/htmltests/medium.html7 <p>Sed dignissim lacinia nunc. Curabitur tortor. Pellentesque nibh. Aenean quam. In scelerisque sem at dolor. MaecenasCODE
LOW⚡src/test/resources/htmltests/medium.html11 <p>Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam imperdiet. MaeceCODE
LOW⚡src/test/resources/htmltests/medium.html11 <p>Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam imperdiet. MaeceCODE
LOW⚡src/test/resources/htmltests/medium.html16 <p>Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. Ut orci risus, accumsan porttCODE
LOW⚡src/test/resources/htmltests/medium.html16 <p>Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. Ut orci risus, accumsan porttCODE
LOW⚡src/test/resources/htmltests/large.html4<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed cursus ante dapibus dCODE
LOW⚡src/test/resources/htmltests/large.html4<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed cursus ante dapibus dCODE
LOW⚡src/test/resources/htmltests/large.html6<p>Sed dignissim lacinia nunc. Curabitur tortor. Pellentesque nibh. Aenean quam. In scelerisque sem at dolor. Maecenas mCODE
LOW⚡src/test/resources/htmltests/large.html6<p>Sed dignissim lacinia nunc. Curabitur tortor. Pellentesque nibh. Aenean quam. In scelerisque sem at dolor. Maecenas mCODE
LOW⚡src/test/resources/htmltests/large.html14<p>Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam imperdiet. MaecenaCODE
LOW⚡src/test/resources/htmltests/large.html14<p>Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam imperdiet. MaecenaCODE
LOW⚡src/test/resources/htmltests/large.html24<p>Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. Ut orci risus, accumsan porttitCODE
LOW⚡src/test/resources/htmltests/large.html24<p>Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. Ut orci risus, accumsan porttitCODE
LOW⚡src/test/resources/htmltests/large.html48<p>Nulla ut felis in purus aliquam imperdiet. Maecenas aliquet mollis lectus. Vivamus consectetuer risus et tortor. <i>VCODE
LOW⚡src/test/resources/htmltests/large.html48<p>Nulla ut felis in purus aliquam imperdiet. Maecenas aliquet mollis lectus. Vivamus consectetuer risus et tortor. <i>VCODE
LOW⚡src/test/resources/htmltests/large.html58<p>Ut orci risus, accumsan porttitor, cursus quis, aliquet eget, justo. Sed pretium blandit orci. Ut eu diam at pede susCODE
LOW⚡src/test/resources/htmltests/large.html58<p>Ut orci risus, accumsan porttitor, cursus quis, aliquet eget, justo. Sed pretium blandit orci. Ut eu diam at pede susCODE
LOW⚡src/test/resources/htmltests/large.html70<p><b>Morbi mi</b>. Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam iCODE
LOW⚡src/test/resources/htmltests/large.html70<p><b>Morbi mi</b>. Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam iCODE
LOW⚡src/test/resources/htmltests/large.html80<p>Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. Ut orci risus, accumsan porttitor, cursus quis,CODE
LOW⚡src/test/resources/htmltests/large.html80<p>Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. Ut orci risus, accumsan porttitor, cursus quis,CODE
LOW⚡src/test/resources/htmltests/large.html92<p>Aenean lectus elit, fermentum non, convallis id, sagittis at, neque. Nullam mauris orci, aliquet et, iaculis et, viveCODE
LOW⚡src/test/resources/htmltests/large.html92<p>Aenean lectus elit, fermentum non, convallis id, sagittis at, neque. Nullam mauris orci, aliquet et, iaculis et, viveCODE
LOW⚡src/test/resources/htmltests/large.html94<p>Mauris massa. Vestibulum lacinia arcu eget nulla. Class aptent taciti sociosqu ad litora torquent per conubia nostra,CODE
LOW⚡src/test/resources/htmltests/large.html94<p>Mauris massa. Vestibulum lacinia arcu eget nulla. Class aptent taciti sociosqu ad litora torquent per conubia nostra,CODE
LOW⚡src/test/resources/htmltests/large.html104<p>Vivamus consectetuer risus et tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. PraeCODE
LOW⚡src/test/resources/htmltests/large.html104<p>Vivamus consectetuer risus et tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. PraeCODE
LOW⚡src/test/resources/htmltests/large.html114<p><b>Morbi in dui quis est pulvinar ullamcorper</b>. Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, CODE
LOW⚡src/test/resources/htmltests/large.html114<p><b>Morbi in dui quis est pulvinar ullamcorper</b>. Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, CODE
LOW⚡src/test/resources/htmltests/large.html126<p>Sed pretium blandit orci. Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, convallis id, sagitCODE
LOW⚡src/test/resources/htmltests/large.html126<p>Sed pretium blandit orci. Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, convallis id, sagitCODE
LOW⚡src/test/resources/htmltests/large.html130<p>Proin ut ligula vel nunc egestas porttitor. <b>Class aptent taciti sociosqu ad litora torquent per conubia nostra, peCODE
LOW⚡src/test/resources/htmltests/large.html130<p>Proin ut ligula vel nunc egestas porttitor. <b>Class aptent taciti sociosqu ad litora torquent per conubia nostra, peCODE
LOW⚡src/test/resources/htmltests/large.html136<p>Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. <i>Praesent blandit dolor</i>. CODE
LOW⚡src/test/resources/htmltests/large.html136<p>Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede. <i>Praesent blandit dolor</i>. CODE
LOW⚡src/test/resources/htmltests/large.html148<p><b>Cras metus</b>. Sed pretium blandit orci. Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, CODE
LOW⚡src/test/resources/htmltests/large.html148<p><b>Cras metus</b>. Sed pretium blandit orci. Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, CODE
LOW⚡src/test/resources/htmltests/large.html158<p>Proin sodales libero eget ante. Nulla quam. Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultriciCODE
LOW⚡src/test/resources/htmltests/large.html158<p>Proin sodales libero eget ante. Nulla quam. Aenean laoreet. Vestibulum nisi lectus, commodo ac, facilisis ac, ultriciCODE
LOW⚡src/test/resources/htmltests/large.html160<p>Praesent libero. Sed cursus ante dapibus diam. Sed nisi. Nulla quis sem at nibh elementum imperdiet. <b>Nulla ut feliCODE
LOW⚡src/test/resources/htmltests/large.html160<p>Praesent libero. Sed cursus ante dapibus diam. Sed nisi. Nulla quis sem at nibh elementum imperdiet. <b>Nulla ut feliCODE
LOW⚡src/test/resources/htmltests/large.html170<p>Aenean lectus elit, fermentum non, convallis id, sagittis at, neque. Nullam mauris orci, aliquet et, iaculis et, viveCODE
LOW⚡src/test/resources/htmltests/large.html170<p>Aenean lectus elit, fermentum non, convallis id, sagittis at, neque. Nullam mauris orci, aliquet et, iaculis et, viveCODE
LOW⚡src/test/resources/htmltests/large.html182<p>Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam imperdiet. MaecenaCODE
LOW⚡src/test/resources/htmltests/large.html182<p>Nullam mauris orci, aliquet et, iaculis et, viverra vitae, ligula. Nulla ut felis in purus aliquam imperdiet. MaecenaCODE
LOW⚡src/test/resources/htmltests/large.html184<p><b>Praesent libero</b>. Mauris massa. Vestibulum lacinia arcu eget nulla. Class aptent taciti sociosqu ad litora torqCODE
LOW⚡src/test/resources/htmltests/large.html184<p><b>Praesent libero</b>. Mauris massa. Vestibulum lacinia arcu eget nulla. Class aptent taciti sociosqu ad litora torqCODE
LOW⚡src/test/resources/htmltests/large.html192<p>Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, convallis id, sagittis at, neque. Nullam maurCODE
LOW⚡src/test/resources/htmltests/large.html192<p>Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, convallis id, sagittis at, neque. Nullam maurCODE
LOW⚡src/test/resources/htmltests/large.html204<p>Vivamus consectetuer risus et tortor. <b>Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede</b>. LoCODE
LOW⚡src/test/resources/htmltests/large.html204<p>Vivamus consectetuer risus et tortor. <b>Vestibulum nisi lectus, commodo ac, facilisis ac, ultricies eu, pede</b>. LoCODE
LOW⚡src/test/resources/htmltests/large.html214<p>Sed pretium blandit orci. Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, convallis id, sagitCODE
LOW⚡src/test/resources/htmltests/large.html214<p>Sed pretium blandit orci. Ut eu diam at pede suscipit sodales. Aenean lectus elit, fermentum non, convallis id, sagitCODE
LOW⚡src/test/resources/htmltests/large.html238<p>Vivamus consectetuer risus et tortor. <i>Curabitur sit amet mauris</i>. Lorem ipsum dolor sit amet, consectetur adipiCODE
LOW⚡src/test/resources/htmltests/large.html238<p>Vivamus consectetuer risus et tortor. <i>Curabitur sit amet mauris</i>. Lorem ipsum dolor sit amet, consectetur adipiCODE
LOW⚡src/test/resources/htmltests/large.html248<p><b>Integer lacinia sollicitudin massa</b>. Ut orci risus, accumsan porttitor, cursus quis, aliquet eget, justo. Sed pCODE
LOW⚡src/test/resources/htmltests/large.html248<p><b>Integer lacinia sollicitudin massa</b>. Ut orci risus, accumsan porttitor, cursus quis, aliquet eget, justo. Sed pCODE
176 more matches not shown…
Hallucination Indicators1 hit · 15 pts
SeverityFileLineSnippetContext
CRITICALsrc/test/java/org/jsoup/integration/ProxyTest.java149 // https://github.com/jhy/jsoup/pull/2403 - Ubuntu Azul 25 throws `Cannot invoke "jdk.internal.net.http.ExchCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…/java11/org/jsoup/integration/HttpClientConnectIT.java37 // noop; can't interrupt the client via the calling thread; probably not required as timeouts are robustCOMMENT