AI Slop Code Risk Monitor

uBlockOrigin/uAssets

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

Filter lists for uBlock Origin & uBlock Origin Lite

3.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for uBlockOrigin/uAssets, a Adblock Filter List project with 6,100 GitHub stars. SynthScan examined 108,689 lines of code across 58 source files, recording 609 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 3.3 (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.

3.3
Adjusted Signal
3.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
6.1K
Stars
Adblock Filter List
Language
108.7K
Lines of Code
58
Files
609
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 14.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 608 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 24.9/100 · LOW

Which changes need focused human review? 609 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 2LOW 606

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 609 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.

Over-Commented Block605 hits · 342 pts
SeverityFileLineSnippetContext
LOWfilters/filters-2022.txt1081watchseries9.*##+js(aopr, mm)COMMENT
LOWfilters/filters-2021.txt3821#@##ads-bannerCOMMENT
LOWfilters/filters-2021.txt3861@@/js/prebid-ads.js$script,1pCOMMENT
LOWfilters/filters-general.txt1821xbox360torrent.com##+js(nowoif)COMMENT
LOWthirdparties/easylist/easylist-social.txt441###FacebookLikeBoxCOMMENT
LOWthirdparties/easylist/easylist-social.txt461###ShareThisCustomCOMMENT
LOWthirdparties/easylist/easylist-social.txt481###SocialToolTipFlyOutJsCOMMENT
LOWthirdparties/easylist/easylist-social.txt501###action-shareCOMMENT
LOWthirdparties/easylist/easylist-social.txt521###area-vertical-socialCOMMENT
LOWthirdparties/easylist/easylist-social.txt541###article-social-iconsCOMMENT
LOWthirdparties/easylist/easylist-social.txt561###articlesocialCOMMENT
LOWthirdparties/easylist/easylist-social.txt581###band_socialCOMMENT
LOWthirdparties/easylist/easylist-social.txt601###bloc_follow_usCOMMENT
LOWthirdparties/easylist/easylist-social.txt621###block-sociallinksCOMMENT
LOWthirdparties/easylist/easylist-social.txt641###bottom_social_shareCOMMENT
LOWthirdparties/easylist/easylist-social.txt661###bylineShareCOMMENT
LOWthirdparties/easylist/easylist-social.txt681###content-social-2COMMENT
LOWthirdparties/easylist/easylist-social.txt701###desktop-share-wrapperCOMMENT
LOWthirdparties/easylist/easylist-social.txt721###div_footer_social_iconCOMMENT
LOWthirdparties/easylist/easylist-social.txt741###esv-shareboxCOMMENT
LOWthirdparties/easylist/easylist-social.txt761###facebook-like-boxCOMMENT
LOWthirdparties/easylist/easylist-social.txt781###facebook-wdgtCOMMENT
LOWthirdparties/easylist/easylist-social.txt801###facebookRecommendCOMMENT
LOWthirdparties/easylist/easylist-social.txt821###facebook_linkCOMMENT
LOWthirdparties/easylist/easylist-social.txt841###facebooklikeCOMMENT
LOWthirdparties/easylist/easylist-social.txt861###fb-fanboxCOMMENT
LOWthirdparties/easylist/easylist-social.txt881###fbBoxContentCOMMENT
LOWthirdparties/easylist/easylist-social.txt901###fb_like_widgetCOMMENT
LOWthirdparties/easylist/easylist-social.txt921###fblikebot123COMMENT
LOWthirdparties/easylist/easylist-social.txt941###feeds-facebookCOMMENT
LOWthirdparties/easylist/easylist-social.txt961###floatingShareCOMMENT
LOWthirdparties/easylist/easylist-social.txt981###follow-social-itemsCOMMENT
LOWthirdparties/easylist/easylist-social.txt1001###followSlider2COMMENT
LOWthirdparties/easylist/easylist-social.txt1021###follow_pinterest_iconCOMMENT
LOWthirdparties/easylist/easylist-social.txt1041###footer-facebook-iconCOMMENT
LOWthirdparties/easylist/easylist-social.txt1061###footer-twitter-iconCOMMENT
LOWthirdparties/easylist/easylist-social.txt1081###footer_followCOMMENT
LOWthirdparties/easylist/easylist-social.txt1101###gkSocialCOMMENT
LOWthirdparties/easylist/easylist-social.txt1121###hdr-twitterCOMMENT
LOWthirdparties/easylist/easylist-social.txt1141###header-social-mediaCOMMENT
LOWthirdparties/easylist/easylist-social.txt1161###highlight-share__popupCOMMENT
LOWthirdparties/easylist/easylist-social.txt1181###iconSocialInstagramCOMMENT
LOWthirdparties/easylist/easylist-social.txt1201###ione-facebook-like-3COMMENT
LOWthirdparties/easylist/easylist-social.txt1221###js-dialog-social-overlayCOMMENT
LOWthirdparties/easylist/easylist-social.txt1241###leftColFBpluginCOMMENT
LOWthirdparties/easylist/easylist-social.txt1261###linkShareCOMMENT
LOWthirdparties/easylist/easylist-social.txt1281###main-article-socialCOMMENT
LOWthirdparties/easylist/easylist-social.txt1301###mediasocialfollowCOMMENT
LOWthirdparties/easylist/easylist-social.txt1321###menu-social-2COMMENT
LOWthirdparties/easylist/easylist-social.txt1341###menu_servizio_socialCOMMENT
LOWthirdparties/easylist/easylist-social.txt1361###mobileShareBottomCOMMENT
LOWthirdparties/easylist/easylist-social.txt1381###native-addthisCOMMENT
LOWthirdparties/easylist/easylist-social.txt1401###newsharebarCOMMENT
LOWthirdparties/easylist/easylist-social.txt1421###pageshareCOMMENT
LOWthirdparties/easylist/easylist-social.txt1441###popupFbLikeBoxCOMMENT
LOWthirdparties/easylist/easylist-social.txt1461###post_tweetCOMMENT
LOWthirdparties/easylist/easylist-social.txt1481###rightshareCOMMENT
LOWthirdparties/easylist/easylist-social.txt1501###section-footer-socialCOMMENT
LOWthirdparties/easylist/easylist-social.txt1521###share-button-fixedCOMMENT
LOWthirdparties/easylist/easylist-social.txt1541###share-module-topCOMMENT
545 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALfilters/filters-2021.txt1648iqiyi.com##+js(rpnt, script, function defaultTrace, `(()=>{let e=!1;window.qyMesh=window.qyMesh||{},window.qyMesh=new PrCODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMtools/make-diffpatch.sh91# Create a patch only if there was a previous versionCOMMENT
Modern AI Meta-Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMfilters/filters-2024.txt2306limiteddollqjc.shop##+js(aost, document.getElementById, /(?=^(?!.*(orchestrate|cloudflare)))/)CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtools/validate/validate.js101async function validateHostnameWithQuery(url) {CODE