Repository Analysis

PCL-Community/PCL-CE

PCL 社区版 由社区开发者维护与管理

3.0 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of PCL-Community/PCL-CE, a C# project with 4,053 GitHub stars. SynthScan v2.0 examined 142,313 lines of code across 805 source files, recording 283 pattern matches distributed across 5 syntactic categories. The overall adjusted score of 3.0 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

3.0
Adjusted Score
3.0
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.1K
Stars
C#
Language
142.3K
Lines of Code
805
Files
283
Pattern Hits
2026-07-14
Scan Date
0.02
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 10HIGH 7MEDIUM 0LOW 266

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 283 distinct pattern matches across 5 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block256 hits · 254 pts
SeverityFileLineSnippetContext
LOWcliff.toml41postprocessors = [COMMENT
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.cs21 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs121 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs141 /// 中继方式。COMMENT
LOWPCL.Core/App/Config.cs161 /// 传输协议优先策略。COMMENT
LOWPCL.Core/App/Config.cs181 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs201 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs221 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs241 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs261COMMENT
LOWPCL.Core/App/Config.cs281COMMENT
LOWPCL.Core/App/Config.cs301 }COMMENT
LOWPCL.Core/App/Config.cs321 [ConfigItem<int>("UiBackgroundCarousel", 1000, ConfigSource.Local)] public partial int WallpaperCarousel { gCOMMENT
LOWPCL.Core/App/Config.cs341 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs361 /// </summary>COMMENT
LOWPCL.Core/App/Config.cs381 /// 自定义 URL。COMMENT
LOWPCL.Core/App/Config.cs401 /// <summary>COMMENT
LOWPCL.Core/App/Config.cs481 [ConfigItem<int>("LaunchRamCustom", 15, ConfigSource.Local)] public partial int CustomMemorySize { get; set; }COMMENT
LOWPCL.Core/App/Config.cs501 [ConfigItem<string>("LaunchAdvanceGame", "", ConfigSource.Local)] public partial string GameArgs { get; set; }COMMENT
LOWPCL.Core/App/Config.cs521 [ConfigItem<bool>("LaunchAdvanceDisableLF", false, ConfigSource.Local)] public partial bool DisableLF { get; setCOMMENT
LOWPCL.Core/App/Config.cs541 [ConfigItem<bool>("LaunchAdvanceDisableCrashAnalysis", false, ConfigSource.Local)] public partial bool DisableCrCOMMENT
LOWPCL.Core/App/Config.cs561 [ConfigItem<string>("LaunchArgumentJavaSelect", "")] public partial string SelectedJava { get; set; }COMMENT
LOWPCL.Core/App/Config.cs581 [ConfigItem<int>("LaunchArgumentWindowWidth", 854, ConfigSource.Local)] public partial int GameWindowWidth { getCOMMENT
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
196 more matches not shown…
Hallucination Indicators10 hits · 100 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
CRITICALPlain Craft Launcher 2/Modules/Minecraft/ModComp.cs645 System.Windows.Application.Current.Dispatcher.BeginInvoke(new Func<Task>(async () =>CODE
CRITICALPlain Craft Launcher 2/Modules/Base/ModBase.cs2645 return System.Windows.Application.Current.Dispatcher.Invoke(action);CODE
CRITICALPlain Craft Launcher 2/Modules/Base/ModBase.cs2660 System.Windows.Application.Current.Dispatcher.Invoke(action);CODE
CRITICALPlain Craft Launcher 2/Modules/Base/ModBase.cs2674 System.Windows.Application.Current.Dispatcher.InvokeAsync(action,CODE
Synthetic Comment Markers7 hits · 52 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
HIGHPlain Craft Launcher 2/Modules/Minecraft/ModStyle.cs15 // Partly generated by claude-sonnet-4-20250514COMMENT
Verbosity Indicators5 hits · 11 pts
SeverityFileLineSnippetContext
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs736 // Step 2: XBL TokenCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs744 // Step 3: XSTS / Minecraft loginCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs752 // Step 4: Final access tokenCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs760 // Step 5: Additional setupCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs765 // Step 6: Profile infoCOMMENT
Structural Annotation Overuse5 hits · 11 pts
SeverityFileLineSnippetContext
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs736 // Step 2: XBL TokenCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs744 // Step 3: XSTS / Minecraft loginCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs752 // Step 4: Final access tokenCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs760 // Step 5: Additional setupCOMMENT
LOWPlain Craft Launcher 2/Modules/Minecraft/ModLaunch.cs765 // Step 6: Profile infoCOMMENT