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AI Slop Code Risk Monitor

PCL-Community/PCL-CE

SlopCodeMonitor badge for PCL-Community/PCL-CE Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for PCL-Community/PCL-CE, a C# project with 5,016 GitHub stars. SynthScan examined 163,702 lines of code across 1057 source files, recording 268 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.0K
Stars
C#
Language
163.7K
Lines of Code
1.1K
Files
268
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 8.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 260 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.4/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 10.7/100 · LOW

Which changes need focused human review? 268 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 8HIGH 6MEDIUM 0LOW 254

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 268 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 Block254 hits · 253 pts
SeverityFileLineSnippetContext
LOWcliff.toml41# render_always = trueCOMMENT
LOWPCL.Core/UI/Animation/Core/AnimationFrame.cs1using System;COMMENT
LOWPCL.Core/UI/Animation/Core/IAnimation.cs21 /// <summary>COMMENT
LOWPCL.Core/UI/Animation/Core/IAnimation.cs41 IAnimationFrame? ComputeNextFrame(IAnimatable target);COMMENT
LOWPCL.Core/UI/Animation/Core/AnimationStatus.cs1namespace PCL.Core.UI.Animation.Core;COMMENT
LOWPCL.Core/UI/Animation/Core/AnimationValueType.cs1namespace PCL.Core.UI.Animation.Core;COMMENT
LOW…ore/UI/Animation/UIAccessProvider/IUIAccessProvider.cs21COMMENT
LOWPCL.Core/UI/Animation/Easings/IEasing.cs21 /// </summary>COMMENT
LOWPCL.Core/UI/Animation/ValueProcessor/IValueProcessor.cs1namespace PCL.Core.UI.Animation.ValueProcessor;COMMENT
LOWPCL.Core/UI/Animation/ValueProcessor/IValueProcessor.cs21 T Add(T value1, T value2);COMMENT
LOWPCL.Core/UI/Animation/ValueProcessor/IValueProcessor.cs41 /// </summary>COMMENT
LOWPCL.Core/UI/Theme/CatColorResource.cs21 /// <summary>COMMENT
LOWPCL.Core/UI/Theme/LabColor.cs101 public static implicit operator LabColor(System.Windows.Media.Color color) => FromWpfColor(color);COMMENT
LOWPCL.Core/App/Metadata.cs41 /// 发行分支代号COMMENT
LOWPCL.Core/App/Config.cs1using PCL.Core.App.Configuration;COMMENT
LOWPCL.Core/App/Config.cs121 /// 更新分支。COMMENT
LOWPCL.Core/App/Config.cs141 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs161 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs181COMMENT
LOWPCL.Core/App/Config.cs201COMMENT
LOWPCL.Core/App/Config.cs221COMMENT
LOWPCL.Core/App/Config.cs241COMMENT
LOWPCL.Core/App/Config.cs261 [ConfigItem<ColorMode>("UiDarkMode", ColorMode.System)] public partial ColorMode ColorMode { get; set; }COMMENT
LOWPCL.Core/App/Config.cs281 [ConfigItem<int>("UiLauncherHue", 180, ConfigSource.Local)] public partial int WindowHue { get; set; }COMMENT
LOWPCL.Core/App/Config.cs301 [ConfigItem<int>("UiLauncherTheme", 0, ConfigSource.Local)] public partial int ThemeSelected { get; set; }COMMENT
LOWPCL.Core/App/Config.cs321 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs341 /// 高级材质。COMMENT
LOWPCL.Core/App/Config.cs361 /// 模糊方法。COMMENT
LOWPCL.Core/App/Config.cs381 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs401COMMENT
LOWPCL.Core/App/Config.cs481 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs501 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs521 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs541 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs561 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs581 /// </summary>COMMENT
LOWPCL.Core/App/Paths.cs41COMMENT
LOWPCL.Core/App/States.cs21COMMENT
LOWPCL.Core/App/States.cs41 /// </summary>COMMENT
LOWPCL.Core/App/States.cs61 /// <summary>COMMENT
LOWPCL.Core/App/States.cs81 /// <summary>COMMENT
LOWPCL.Core/App/States.cs101 /// <summary>COMMENT
LOWPCL.Core/App/States.cs121 /// <summary>COMMENT
LOWPCL.Core/App/States.cs141COMMENT
LOWPCL.Core/App/States.cs161COMMENT
LOWPCL.Core/App/States.cs201 /// 系统状态。COMMENT
LOWPCL.Core/App/States.cs221 /// 启动器打开次数。COMMENT
LOWPCL.Core/App/States.cs241COMMENT
LOWPCL.Core/App/States.cs261COMMENT
LOWPCL.Core/App/States.cs281 /// </summary>COMMENT
LOWPCL.Core/App/States.cs301 /// 公告缓存。COMMENT
LOWPCL.Core/App/Secrets.cs21 /// </summary>COMMENT
LOWPCL.Core/App/Basics.cs21 /// <summary>COMMENT
LOWPCL.Core/App/Basics.cs41COMMENT
LOWPCL.Core/App/Basics.cs61 /// <summary>COMMENT
LOWPCL.Core/App/Basics.cs81 /// <summary>COMMENT
LOWPCL.Core/App/Basics.cs121 }COMMENT
LOWPCL.Core/App/Configuration/IConfigScope.cs1using System.Collections.Generic;COMMENT
LOWPCL.Core/App/Configuration/IConfigScope.cs21 /// <returns>是否成功重置作用域，若成功则为 <c>true</c></returns>COMMENT
LOWPCL.Core/App/Configuration/ConfigService.cs41COMMENT
194 more matches not shown…
Hallucination Indicators8 hits · 80 pts
SeverityFileLineSnippetContext
CRITICALPCL.Core.Test/Encryption/ChaCha20Poly1305.cs19 var encryptedData = Core.Utils.Encryption.ChaCha20Poly1305Provider.Instance.Encrypt(randomData, randomKey);CODE
CRITICALPCL.Core.Test/Encryption/ChaCha20Poly1305.cs20 var decryptedData = Core.Utils.Encryption.ChaCha20Poly1305Provider.Instance.Decrypt(encryptedData, randomKey);CODE
CRITICALPCL.Core.Test/Encryption/AesGcmTest.cs19 var encryptedData = Core.Utils.Encryption.AesGcmProvider.Instance.Encrypt(randomData, randomKey);CODE
CRITICALPCL.Core.Test/Encryption/AesGcmTest.cs20 var decryptedData = Core.Utils.Encryption.AesGcmProvider.Instance.Decrypt(encryptedData, randomKey);CODE
CRITICALPCL.Core.Test/Encryption/ChaCha20.cs19 var encryptedData = Core.Utils.Encryption.ChaCha20SoftwareProvider.Instance.Encrypt(randomData, randomKey);CODE
CRITICALPCL.Core.Test/Encryption/ChaCha20.cs20 var decryptedData = Core.Utils.Encryption.ChaCha20SoftwareProvider.Instance.Decrypt(encryptedData, randomKey);CODE
CRITICAL…n Craft Launcher 2/Modules/Minecraft/Comp/Clipboard.cs32 System.Windows.Application.Current.Dispatcher.BeginInvoke(CODE
CRITICALPlain Craft Launcher 2/Modules/Base/Common/Runtime.cs285 System.Windows.Application.Current.Dispatcher.InvokeAsync(CODE
Synthetic Comment Markers6 hits · 45 pts
SeverityFileLineSnippetContext
HIGHPCL.Core/UI/Media/ImageConverter.cs18 // Partly generated by gpt-5 (20250813)COMMENT
HIGHPCL.Core/App/Configuration/ConfigMigration.cs58 // Partly generated by gpt-5 (20250904)COMMENT
HIGHPCL.Core/App/Configuration/Storage/YamlNodeEmitter.cs9// Partly generated by gpt-5 (20250903)COMMENT
HIGH….Core/App/Configuration/Storage/JsonToYamlConverter.cs14// Partly generated by gpt-5-mini (20250903)COMMENT
HIGHPCL.Core/App/Cli/CommandLine.cs139// Generated by gpt-5.3-codex (20260218)COMMENT
HIGHPCL.Core/Utils/Threading/AsyncManualResetEvent.cs7// Partly generated by gpt-5-mini (20250808)COMMENT