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AI Slop Code Risk Monitor

CYQawa/YunX

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

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2.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for CYQawa/YunX, a Kotlin project with 6,170 GitHub stars. SynthScan examined 98,028 lines of code across 344 source files, recording 25 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.4 (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.

2.4
Adjusted Signal
2.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
6.2K
Stars
Kotlin
Language
98.0K
Lines of Code
344
Files
25
Pattern Hits
2026-10-31
Scan Date
0.06
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? 5 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.3/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 9.9/100 · LOW

Which changes need focused human review? 25 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 20HIGH 0MEDIUM 0LOW 5

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 25 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.

Hallucination Indicators20 hits · 235 pts
SeverityFileLineSnippetContext
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt85 com.yunx.app.data.network.XunleiDeviceFingerprint.init(this)CODE
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt88 com.yunx.app.data.network.Pan123DeviceId.install(this)CODE
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt91 com.yunx.app.data.network.video.HeadlessWebView.install(this)CODE
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt99 com.yunx.app.data.network.HttpClients.setProxy(host, port)CODE
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt105 com.yunx.app.util.DiagnosticLog.install(this)CODE
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt107 com.yunx.app.data.download.DownloadDebugLog.install(this)CODE
CRITICAL⚡app/src/main/kotlin/com/yunx/app/YunXApp.kt111 runCatching { com.yunx.app.util.LinkOpener.syncAll(this) }CODE
CRITICALapp/src/main/kotlin/com/yunx/app/YunXApp.kt123 com.yunx.app.data.network.HttpClients.evictIdleConnections()CODE
CRITICALapp/src/main/kotlin/com/yunx/app/YunXApp.kt133 runCatching { com.yunx.app.data.download.DownloadSaver.purgeOwnPendingFiles(ctx) }CODE
CRITICALapp/src/main/kotlin/com/yunx/app/YunXApp.kt148 val settingsRepo = com.yunx.app.data.prefs.SettingsRepository(ctx)CODE
CRITICAL…otlin/com/yunx/app/ui/viewmodel/QuarkCloudViewModel.kt328 val effectiveUrl = com.yunx.app.data.network.QuarkCdn.fastest(link.downloadUrl, cookie)CODE
CRITICAL…otlin/com/yunx/app/ui/viewmodel/QuarkCloudViewModel.kt377 val effectiveUrl = com.yunx.app.data.network.QuarkCdn.fastest(link.downloadUrl, cookie)CODE
CRITICAL…otlin/com/yunx/app/ui/viewmodel/QuarkCloudViewModel.kt422 url = com.yunx.app.data.network.QuarkCdn.fastest(link.downloadUrl, cookie),CODE
CRITICAL…otlin/com/yunx/app/ui/viewmodel/QuarkCloudViewModel.kt637 val effectiveUrl = com.yunx.app.data.network.QuarkCdn.fastest(link.downloadUrl, cookie)CODE
CRITICAL…c/main/kotlin/com/yunx/app/ui/screens/ResolveScreen.kt355 com.yunx.app.data.prefs.SettingsRepository(context)CODE
CRITICAL…/main/kotlin/com/yunx/app/ui/screens/BookmarkScreen.kt205 ?: if (com.yunx.app.data.network.GitHubLinkParser.parse(link) != null) "GITHUB" else ""CODE
CRITICAL…/main/kotlin/com/yunx/app/ui/screens/BookmarkScreen.kt242 com.yunx.app.ui.SnackbarController.show("链接已复制")CODE
CRITICAL…main/kotlin/com/yunx/app/ui/login/XunleiLoginScreen.kt238 onVerify(smsStep.reviewUrl, com.yunx.app.data.network.XunleiDeviceFingerprint.deviceSignCODE
CRITICAL…rc/main/kotlin/com/yunx/app/data/network/ILanzouApi.kt395 com.yunx.app.data.upload.UploadSigning.base64(value.toByteArray(Charsets.UTF_8), urlSafe = true)CODE
CRITICAL…lin/com/yunx/app/data/network/video/HeadlessWebView.kt112 DiagnosticLog.warn(DiagnosticLog.NETWORK, "headless_no_activity", "url=${com.yunx.app.util.LogRedactor.url(uCODE
Deep Nesting3 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/patch-gopeed-classes.py78CODE
LOWtools/patch-gopeed-classes.py117CODE
LOWtools/patch-gopeed-classes.py158CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…in/kotlin/com/yunx/app/data/network/ShareLinkParser.kt61 private val baiduShareIdRegex = Regex("""pan\.baidu\.com/s/(1[A-Za-z0-9_-]+)""", RegexOption.IGNORE_CASE)COMMENT
LOW…lin/com/yunx/app/data/network/video/HeadlessWebView.kt121 webView.settings.domStorageEnabled = trueCOMMENT