AI Slop Code Risk Monitor

Moli-X/Resources

SlopCodeMonitor badge for Moli-X/Resources Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

基于QuantumultX,Loon,Surge的配置重写,脚本,插件

2.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Moli-X/Resources, a JavaScript project with 3,439 GitHub stars. SynthScan examined 26,745 lines of code across 182 source files, recording 41 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 2.5 (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.

2.5
Adjusted Signal
2.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
3.4K
Stars
JavaScript
Language
26.7K
Lines of Code
182
Files
41
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 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.7/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 11.8/100 · LOW

Which changes need focused human review? 41 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 4LOW 35

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 41 distinct pattern matches across 4 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 Block29 hits · 29 pts
SeverityFileLineSnippetContext
LOWLoon/Spotify/Test/Spotify_proto.js81 // ab testCOMMENT
LOWScript/Amap.js181 "contributor", // 地点贡献COMMENT
LOWScript/Amap.js261 "sameIndustryRecommendModule",COMMENT
LOWScript/Parser.js3101 return chars.join('');COMMENT
LOWScript/Rename/Rename.js1// 感谢 @bluman ( @qwerzl ) 大佬爆肝代码!COMMENT
LOWScript/Rename/Rename.js21COMMENT
LOWScript/Rename/Demo.js41 // 'SKS': 'SKS',COMMENT
LOWSub-Store/Script/Rename.js1// 感谢 @bluman ( @qwerzl ) 大佬爆肝代码!COMMENT
LOWSub-Store/Script/Rename.js21COMMENT
LOW.github/workflows/Fork.yml281COMMENT
LOW.github/workflows/Fork.yml361 # [SevenCat_remove_ads]="https://git.repcz.link/kelee.one/Tool/Loon/Lpx/SevenCat_remove_ads.lpx"COMMENT
LOW.github/workflows/Fork.yml381 # [XiaoHeiHe_remove_ads]="https://git.repcz.link/kelee.one/Tool/Loon/Lpx/XiaoHeiHe_remove_ads.lpx"COMMENT
LOW.github/workflows/Fork.yml401 # [GuideRank_remove_ads]="https://git.repcz.link/kelee.one/Tool/Loon/Lpx/GuideRank_remove_ads.lpx"COMMENT
LOW.github/workflows/Fork.yml421 # [KuaiDi100_remove_ads]="https://git.repcz.link/kelee.one/Tool/Loon/Lpx/KuaiDi100_remove_ads.lpx"COMMENT
LOW.github/workflows/Fork.yml441 # [UnionPay_remove_ads_with_ssl_unpinning]="https://git.repcz.link/kelee.one/Tool/Loon/Lpx/UnionPay_remove_aCOMMENT
LOW.github/workflows/Fork.yml461 # [Block_HTTPDNS]="https://git.repcz.link/kelee.one/Tool/Loon/Lpx/Block_HTTPDNS.lpx"COMMENT
LOW.github/workflows/Fork.yml521 if [ "$file" ] ; thenCOMMENT
LOW.github/workflows/Fork.yml541 # 如果有多个作者,只替换最后一个作者的 [] 或者加到末尾COMMENT
LOW.github/workflows/Fork.yml561 # sed -i -e '/^USER-AGENT/d' "$file"COMMENT
LOW.github/workflows/Fork.yml581COMMENT
LOW.github/workflows/Fork.yml601 # fiCOMMENT
LOW.github/workflows/Fork.yml621 # elseCOMMENT
LOW.github/workflows/Fork.yml641 # sed -i -e '/^AND/d' "$file"COMMENT
LOW.github/workflows/Fork.yml661 # # 遍历Resources-repo/Egern/Rules目录下的所有.yaml文件COMMENT
LOW.github/workflows/Fork.yml681 # fiCOMMENT
LOW.github/workflows/Fork.yml701 # line_count=$(grep -c '^ - ' "$file")COMMENT
LOW.github/workflows/Fork.yml721 # curl -L -o Resources-repo/GeoIP/CN_Country.mmdb "https://github.com/Hackl0us/GeoIP2-CN/raw/release/Country.mmdCOMMENT
LOW.github/workflows/Fork.yml741 # echo '<a href="https://t.me/GodMoliibot"><img src="https://raw.githubusercontent.com/Moli-X/Resources/main/IcoCOMMENT
LOWClash/Rules/Global.yaml1# NAME: GlobalCOMMENT
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALLoon/Spotify/Test/Translate_response.js5class l{constructor(){this.name="Lodash",this.version="1.0.0",console.log(`\n${this.name} v${this.version}\n`)}get(l={},CODE
CRITICALQuantumultX/Rewrite/Script/weibo_json.js18const mainConfig={isDebug:!1,author:"ddgksf2013",removeHomeVip:!0,removeHomeCreatorTask:!0,removeRelate:!0,removeGood:!0CODE
Decorative Section Separators4 hits · 11 pts
SeverityFileLineSnippetContext
MEDIUMScript/IPAPI.js3其他:#======================================CODE
MEDIUMScript/IPAPI.js8#======================================COMMENT
MEDIUMClash/MihomoParty.yaml1#==========================================COMMENT
MEDIUMClash/MihomoParty.yaml8#==========================================COMMENT
Fake / Example Data6 hits · 6 pts
SeverityFileLineSnippetContext
LOWRewrite/Box.json56 "placeholder": "github 用户名",CODE
LOWRewrite/Box.json64 "placeholder": "github personal access tokens",CODE
LOWScript/SubOne.js2!function(){var createModuleFactory=function(t){var e;return function(r){return e||t(e={exports:{},parent:r},e.exports),CODE
LOWScript/Bilibili/TPBilibili.js8const biliJson = {"nested":{"bilibili":{"nested":{"ad":{"nested":{"v1":{"options":{"java_package":"com.smile.bilibili.moCODE
LOWSub-Store/sub-store-1.min.js18!function(){var createModuleFactory=function(t){var e;return function(r){return e||t(e={exports:{},parent:r},e.exports),CODE
LOWSub-Store/cron-sync-artifacts.min.js16!function(){var createModuleFactory=function(t){var e;return function(r){return e||t(e={exports:{},parent:r},e.exports),CODE