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AI Slop Code Risk Monitor

DandelionSprout/adfilt

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

The place where I, DandelionSprout, store my web filter lists for countless topics, including my Nordic adblock list. As simple as that, really.

2.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for DandelionSprout/adfilt, a Adblock Filter List project with 2,300 GitHub stars. SynthScan examined 231,959 lines of code across 285 source files, recording 1202 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.9 (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.

2.9
Adjusted Signal
2.9
Raw Pattern Score
100%
Time Factor
2026-11-01
Last Push
2.3K
Stars
Adblock Filter List
Language
232.0K
Lines of Code
285
Files
1.2K
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 13.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1200 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 22.9/100 · LOW

Which changes need focused human review? 1202 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 0HIGH 0MEDIUM 1LOW 1201

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 1202 distinct pattern matches across 6 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 Block1197 hits · 662 pts
SeverityFileLineSnippetContext
LOWNorwegianList.txt2081##.full-width-vevlysingar:not(html,body,:empty)COMMENT
LOWNorwegianList.txt2221##div[data-adtext]:not(body,:empty)COMMENT
LOWNorwegianList.txt2281###top-ads-container:not(html,body,:empty)COMMENT
LOWNorwegianList.txt2301##.maelstrom-skyscraper:not(html,body,:empty)COMMENT
LOWNorwegianList.txt2321! farmatidNO (16/11/2021)COMMENT
LOWExtremelyCondensedList.txt21##.adunitCOMMENT
LOWSocialShareList.txt1[Adblock Plus 3.13]COMMENT
LOWSocialShareList.txt21###share-buttonsCOMMENT
LOWSocialShareList.txt41##.addtoany_share:not(html,body,:empty)COMMENT
LOWSocialShareList.txt61##.floating-share-bar:not(html,body,:empty)COMMENT
LOWSocialShareList.txt81##.sbtn_main:not(html,body,:empty)COMMENT
LOWSocialShareList.txt101##.share-telegram:not(html,body,:empty)COMMENT
LOWSocialShareList.txt121##.sharethis-wrapper:not(html,body,:empty)COMMENT
LOWSocialShareList.txt141##.social-share-sidebar-component:not(html,body,:empty)COMMENT
LOWSocialShareList.txt161##[app=addtoany]:not(html,body,:empty)COMMENT
LOWSocialShareList.txt181##a[data-tooltip^="Share on "]COMMENT
LOWSocialShareList.txt201##a[onclick^="window.open('http"][onclick*="facebook.com/sharer"]COMMENT
LOWSocialShareList.txt221##button[title^="Share this "]COMMENT
LOWSocialShareList.txt241##div[class*=socials-share]COMMENT
LOWSocialShareList.txt261##p[class^=del-artikel]COMMENT
LOWSocialShareList.txt421~tumblr.com##a[title="Share on Tumblr" i]COMMENT
LOWSocialShareList.txt441##a[href*="twitter.com/intent/tweet?"]COMMENT
LOWSocialShareList.txt461~whatsapp.com,~wa.me##a[href*="://wa.me/?text="]COMMENT
LOWSensitive lists/AntiAstrologyList.txt161anonyig.com##.horoscopes-menuCOMMENT
LOWSensitive lists/AntiAstrologyList.txt181##.home-article-horoscope:not(html,body,:empty)COMMENT
LOWSensitive lists/AntiAstrologyList.txt221##.horroscope:not(html,body,:empty)COMMENT
LOW…es/Adblock list template -Hosts and uBlock Origin-.txt1# In this guide, I'll give a shakedown on how to make a «hosts» file that is optimized for both «hosts»-file tools and uCOMMENT
LOW…es/Adblock list template -Hosts and uBlock Origin-.txt41# There is some debate on whether it's best to use 127.0.0.1 or 0.0.0.0 to shortcurcuit all connections to a domain. On COMMENT
LOWClearURLs for uBo/compile.py1# Original license:COMMENT
LOW…List alternate versions/NordicFiltersForMinerBlock.txt1# Title: 📔 Dandelion Sprouts nordiske filtre (for MinerBlock)COMMENT
LOW…ernate versions/AdditionalGenericEntriesForAdGuard.txt1! Generic entries that seem like they'd apply to the internet as a whole (Nordic sites included) that aren't in EasyListCOMMENT
LOW…ernate versions/AdditionalGenericEntriesForAdGuard.txt21###playerOverlay[style="position:absolute; z-index:3"]COMMENT
LOW…ernate versions/AdditionalGenericEntriesForAdGuard.txt41##.aff-item-list:not(html,body,:empty)COMMENT
LOW…ernate versions/AdditionalGenericEntriesForAdGuard.txt61##.hor_banner:not(html,body,:empty)COMMENT
LOW…ernate versions/AdditionalGenericEntriesForAdGuard.txt81##a[href*="/go.php?a_aid="]COMMENT
LOW…t alternate versions/NordicFiltersDomainsAllowlist.txt1# Title: 📔 Dandelion Sprouts nordiske filtre (Domenehviteliste)COMMENT
LOW…alList alternate versions/NordicFiltersAdGuardHome.txt1# Title: 📔 Dandelion Sprouts nordiske filtre (for AdGuard Home, AdGuard for Android/Windows/macOS sine DNS-filtreringerCOMMENT
LOW…rnate versions/DandelionSproutsNorskeFiltreDomains.txt1# Title: 📔 Dandelion Sprouts nordiske filtre (Domenelisteversjonen)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt2221##.grid > div[class=flow-banner]:not(body)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt2241##.maelstrom-topbanner:not(html,body,:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3481! https://github.com/brave/adblock-lists/issues/768 (Remove when Shield Standard Mode adds support for cosmetic filterinCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3501###placeAds:not(:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3521##.aff-content-col:not(html,body,:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3541##.glx-watermark-container:not(html,body,:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3561##a[dontfo=""][style$="position: absolute; z-index: 2147483647;"]COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3641! An equivalent file also exists for AdGuard softwares.COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3661###plban:not(:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3681##.aff-inner-col:not(:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3701##.header-menu-bottom-ads:not(:empty)COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt3721##a[dontfo=""][style$="position: absolute; z-index: 2147483647;"]COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5101##adsaga-bannerCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5121##aside.annonser-widgetCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5141##a[href*="/cvasino.se/"] imgCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5161##div.toppannonsCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5181##div#snow-container[style*="z-index: 999999"]COMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5201##div.ad-container-lgCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5221##div.content-center-adCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5241##div.l-footer__adtextCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5261##div.sch-datacontroller--footerCOMMENT
LOW…List alternate versions/NordicFiltersABP-Inclusion.txt5281##div[class$=popup-and-layer-ads]COMMENT
1137 more matches not shown…
Fake / Example Data1 hit · 2 pts
SeverityFileLineSnippetContext
LOWWiki/SyntaxMeaningsThatAreActuallyHumanReadable.md200* [Why I use "John Madden aeiou"](https://www.youtube.com/watch?v=Hv6RbEOlqRo) as my placeholder text for almost every pCOMMENT
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
MEDIUMClearURLs for uBo/compile.py153 print("Something went wrong. Error code WEIRDDOMAINPATTERN. Please see https://github.com/DandelionSprout/adfilt/coSTRING
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWClearURLs for uBo/compile.py251CODE
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…perimentalList alternate versions/XYZPrepareFilters.py3532 "# Platform notes: This list version is intended for tools that deal with so-called «hosts» system files, incCODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…perimentalList alternate versions/XYZPrepareFilters.py4691def is_supported_domainsallowlist(line) -> bool:CODE