AI Slop Code Risk Monitor

AdguardTeam/AdguardFilters

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

AdGuard Content Blocking Filters

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for AdguardTeam/AdguardFilters, a Adblock Filter List project with 4,584 GitHub stars. SynthScan examined 225,831 lines of code across 216 source files, recording 230 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.6K
Stars
Adblock Filter List
Language
225.8K
Lines of Code
216
Files
230
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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 213 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 5.3/100 · LOW

Which changes need focused human review? 230 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 2HIGH 0MEDIUM 0LOW 228

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 230 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.

Over-Commented Block213 hits · 160 pts
SeverityFileLineSnippetContext
LOW.aglintrc.yaml21 - '$removeparam=_kx'COMMENT
LOW.aglintrc.yaml41 # https://github.com/AdguardTeam/AdguardFilters/issues/188783#issuecomment-2359649738COMMENT
LOW.aglintrc.yaml61 #COMMENT
LOW.aglintrc.yaml81 # /example.(com|org)\/ads/COMMENT
LOW.aglintrc.yaml161 - ^##a?\[href[^*]="(https?:\/\/)?lin\.ee\/?"\]\s$COMMENT
LOW.aglintrc.yaml201 # dropbox.comCOMMENT
LOWSocialFilter/sections/general_elemhide.txt61~twitter.com,~x.com##a[href^="https://twitter.com/home/?"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt81##[onclick^="window.open('https://twitter.com/intent/tweet"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt101##body[class*="adthrive-device-"] > .site-container .block-social-shareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt121##button[title="Delen op Facebook"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt141##.SocialShareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt161##.share-area > div.social-buttonsCOMMENT
LOWSocialFilter/sections/general_elemhide.txt181##.thb-social-footerCOMMENT
LOWSocialFilter/sections/general_elemhide.txt201~qq.com##a[href^="http://connect.qq.com/widget/shareqq/"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt221##amp-addthisCOMMENT
LOWSocialFilter/sections/general_elemhide.txt241##.mvp-post-soc-listCOMMENT
LOWSocialFilter/sections/general_elemhide.txt261~facebook.com##a[href^="https://www.facebook.com/sharer?"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt281~facebook.com##[title="Compartir en Facebook"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt301~vk.com##[onclick^="window.open('https://vk.com/share.php"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt321##.jw-submenu-sharingCOMMENT
LOWSocialFilter/sections/general_elemhide.txt341~hatena.ne.jp,~hatelabo.jp##a[href*="//b.hatena.ne.jp/entry/"]:not(.http-bookmark):not([data-track-component="bookmark_cCOMMENT
LOWSocialFilter/sections/general_elemhide.txt361##.hatena-bookmark-buttonCOMMENT
LOWSocialFilter/sections/general_elemhide.txt381##.ya-share2COMMENT
LOWSocialFilter/sections/general_elemhide.txt401~pinterest.com##a[href^="//pinterest.com/pin/create/"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt421###global-shareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt461~ok.ru##a[href^="https://ok.ru/dk?st.cmd=addShare"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt481###___plusone_1COMMENT
LOWSocialFilter/sections/general_elemhide.txt501###facebook_soc_buttonCOMMENT
LOWSocialFilter/sections/general_elemhide.txt521###newGigyaShareBottom-HolderCOMMENT
LOWSocialFilter/sections/general_elemhide.txt541###share-facebookCOMMENT
LOWSocialFilter/sections/general_elemhide.txt561###share_buttonsCOMMENT
LOWSocialFilter/sections/general_elemhide.txt581~swappa.com###social-buttonsCOMMENT
LOWSocialFilter/sections/general_elemhide.txt601###social_modulesCOMMENT
LOWSocialFilter/sections/general_elemhide.txt621###top_socialCOMMENT
LOWSocialFilter/sections/general_elemhide.txt641##.ShareContentCOMMENT
LOWSocialFilter/sections/general_elemhide.txt661##.apsc-facebook-iconCOMMENT
LOWSocialFilter/sections/general_elemhide.txt681##.b-socials__shareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt721~fontawesome.com##.fa-tumblr-squareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt741##.fblikeCOMMENT
LOWSocialFilter/sections/general_elemhide.txt761##.gs-shareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt781##.large_share_holderCOMMENT
LOWSocialFilter/sections/general_elemhide.txt801##.newGigyaShareCOMMENT
LOWSocialFilter/sections/general_elemhide.txt821##.post-share-boxCOMMENT
LOWSocialFilter/sections/general_elemhide.txt841##.share-article-verticalCOMMENT
LOWSocialFilter/sections/general_elemhide.txt861##.share-on-twitterCOMMENT
LOWSocialFilter/sections/general_elemhide.txt881##body .shareThisCOMMENT
LOWSocialFilter/sections/general_elemhide.txt901~hiztesti.com.tr,~nim.ru##.shareboxCOMMENT
LOWSocialFilter/sections/general_elemhide.txt921##.sharrre_widgetCOMMENT
LOWSocialFilter/sections/general_elemhide.txt941##.soc_tabsCOMMENT
LOWSocialFilter/sections/general_elemhide.txt961##.social-likes_single-wCOMMENT
LOWSocialFilter/sections/general_elemhide.txt981##.social-share-twitterCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1001##.social-widgets-inCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1021##.social_links_topCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1041~jiji.co.jp,~mcgodwin.com,~hellomagazine.com,~heise.de##.socialmediaCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1061##.st_plusone_hcountCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1081##.vce-share-barCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1201~theage.com.au##a[title="Share on Facebook"]COMMENT
LOWSocialFilter/sections/general_elemhide.txt1221~story.kakao.com###kakaostory-follow-buttonCOMMENT
LOWSocialFilter/sections/general_elemhide.txt1241##.sns_buttonCOMMENT
LOWMobileFilter/sections/general_elemhide.txt1!COMMENT
153 more matches not shown…
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALBaseFilter/sections/general_extensions.txt2878facebook.com,facebookwkhpilnemxj7asaniu7vnjjbiltxjqhye3mhbshg7kx5tfyd.onion#%#(()=>{const e="SPONSORED",t="SponsoredDataCODE
CRITICALChineseFilter/sections/specific.txt2270iqiyi.com#%#(()=>{let e=!1;window.qyMesh=window.qyMesh||{},window.qyMesh=new Proxy(window.qyMesh,{get:function(a,t,d){reCODE
Fake / Example Data15 hits · 15 pts
SeverityFileLineSnippetContext
LOWBaseFilter/sections/foreign.txt8333rentola.pl#?#.relative:has(> div[data-ezoic--main-target="placeholder"])CODE
LOWBaseFilter/sections/foreign.txt8909fanipogody.pl##div[id^="oa-360-"][data-dest="placeholder"]CODE
LOWBaseFilter/sections/foreign.txt10323businessinsider.com.pl##[class*="placeholder"][data-configuration*="slotName"][data-run-module$="Ad"]CODE
LOWBaseFilter/sections/foreign.txt11184profil.wp.pl##div[id^="placeholder"]CODE
LOWPolishFilter/sections/specific.txt1206rentola.pl#?#.relative:has(> div[data-ezoic--main-target="placeholder"])CODE
LOWPolishFilter/sections/specific.txt1774fanipogody.pl##div[id^="oa-360-"][data-dest="placeholder"]CODE
LOWPolishFilter/sections/specific.txt3159businessinsider.com.pl##[class*="placeholder"][data-configuration*="slotName"][data-run-module$="Ad"]CODE
LOWPolishFilter/sections/specific.txt4008profil.wp.pl##div[id^="placeholder"]CODE
LOWCyrillicFilters/RussianFilter/sections/specific.txt1470cursorinfo.co.il##div[data-dest="placeholder"]CODE
LOWAnnoyancesFilter/Other/sections/annoyances.txt357baidu.com#%#//scriptlet('remove-attr', 'placeholder', '.quickdelete-wrap > input')CODE
LOWTurkishFilter/sections/general_extensions.txt131eksisozluk.com#%#//scriptlet('remove-attr', 'placeholder', 'input[id="search-textbox"]')CODE
LOWTurkishFilter/sections/specific.txt612evvelcevap.com##div[data-dest="placeholder"]CODE
LOWFrenchFilter/sections/specific.txt422programme-television.org##div[class*="placeholder"]CODE
LOWChineseFilter/sections/specific.txt519hk01.com##div[class*="placeholder"]:has(> .lazyload-wrapper > .js-ad-slot)CODE
LOWSpanishFilter/sections/specific.txt2119bolanarede.pt,zona-militar.com##div[data-dest="placeholder"]CODE