AI Slop Code Risk Monitor

STranslate/STranslate

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

A ready-to-go translation ocr tool developed with WPF/WPF 开发的一款即用即走的翻译、OCR工具

3.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for STranslate/STranslate, a C# project with 8,462 GitHub stars. SynthScan examined 59,478 lines of code across 592 source files, recording 117 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.0 (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.

3.0
Adjusted Signal
3.0
Raw Pattern Score
100%
Time Factor
2026-09-24
Last Push
8.5K
Stars
C#
Language
59.5K
Lines of Code
592
Files
117
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 9.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 111 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.9/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 13.4/100 · LOW

Which changes need focused human review? 117 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 6HIGH 0MEDIUM 0LOW 111

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 117 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 Block107 hits · 107 pts
SeverityFileLineSnippetContext
LOW…ranslate.Plugin.Translate.MicrosoftBuiltIn/Settings.cs1namespace STranslate.Plugin.Translate.MicrosoftBuiltIn;COMMENT
LOW…/STranslate.Plugin.Translate.GoogleBuiltIn/Settings.cs1namespace STranslate.Plugin.Translate.GoogleBuiltIn;COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs21 /// 超时时间COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs41 /// <summary>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs61COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs81 /// <param name="cancellationToken"></param>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs101 Task<byte[]> GetAsBytesAsync(string url, CancellationToken cancellationToken = default);COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs121 /// Get请求返回流COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs141 /// Post请求COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs161 // Form 请求COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs181 /// <returns></returns>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs201 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs241 /// <param name="cancellationToken"></param>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs261 /// <param name="cancellationToken"></param>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs281 /// <param name="content"></param>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs301 /// <param name="serviceName"></param>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs321 string url,COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs341 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/IHttpService.cs361 /// 获取当前IP地址COMMENT
LOWsrc/STranslate.Plugin/AudioData.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/AudioData.cs21 Wav,COMMENT
LOWsrc/STranslate.Plugin/AudioData.cs41 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/ISnackbar.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/ISnackbar.cs21 Action? actionCallback = null);COMMENT
LOWsrc/STranslate.Plugin/ISnackbar.cs41 /// <param name="durationMs"></param>COMMENT
LOWsrc/STranslate.Plugin/ISnackbar.cs61 COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs21 ChineseTraditional,COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs41 Korean,COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs61 German,COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs81 PortugueseBrazil,COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs101 Malay,COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs121 MongolianTraditional,COMMENT
LOWsrc/STranslate.Plugin/LangEnum.cs141 Persian,COMMENT
LOWsrc/STranslate.Plugin/IOcrPlugin.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/IOcrPlugin.cs21 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/IOcrPlugin.cs61 }COMMENT
LOWsrc/STranslate.Plugin/IOcrPlugin.cs81 /// <summary>COMMENT
LOWsrc/STranslate.Plugin/IOcrPlugin.cs141 /// <summary>COMMENT
LOWsrc/STranslate.Plugin/IOcrPlugin.cs161COMMENT
LOWsrc/STranslate.Plugin/Service.cs161COMMENT
LOWsrc/STranslate.Plugin/ImageQuality.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/INotification.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/IAudioPlayer.cs1namespace STranslate.Plugin;COMMENT
LOWsrc/STranslate.Plugin/IAudioPlayer.cs21 /// <returns></returns>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs21 /// <returns></returns>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs41}COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs61 /// <summary>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs81 /// <param name="request"></param>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs181 /// <returns></returns>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs201COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs241COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs341 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs361 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs381 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs401 /// </summary>COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs421 Error,COMMENT
LOWsrc/STranslate.Plugin/ITranslatePlugin.cs441 /// <summary>COMMENT
LOWsrc/STranslate.Plugin/PluginMetaData.cs21 public partial string Name { get; set; } = string.Empty;COMMENT
LOWsrc/STranslate.Plugin/PluginMetaData.cs41 /// </summary>COMMENT
47 more matches not shown…
Hallucination Indicators6 hits · 60 pts
SeverityFileLineSnippetContext
CRITICAL…anslate.Plugin.Translate.Youdao/TranslationResponse.cs18 var parsedData = System.Text.Json.Nodes.JsonNode.Parse(response);CODE
CRITICALsrc/Tests/STranslate.Tests/TopEdgeAutoHideTests.cs48 iNKORE.UI.WPF.Modern.ThemeManager.SetRequestedTheme(window, theme);CODE
CRITICALsrc/Tests/STranslate.Tests/TopEdgeAutoHideTests.cs58 strip.Resources.MergedDictionaries.Add(new iNKORE.UI.WPF.Modern.Controls.XamlControlsResources());CODE
CRITICALsrc/Tests/STranslate.Tests/TopEdgeAutoHideTests.cs77 Assert.Equal(iNKORE.UI.WPF.Modern.ThemeManager.GetActualTheme(window),CODE
CRITICALsrc/Tests/STranslate.Tests/TopEdgeAutoHideTests.cs78 iNKORE.UI.WPF.Modern.ThemeManager.GetActualTheme(strip));CODE
CRITICALsrc/STranslate/App.xaml.cs407 var parsedData = System.Text.Json.Nodes.JsonNode.Parse(jsonContent);CODE
Verbosity Indicators2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡src/Plugins/STranslate.Plugin.Vocabulary.Eudict/Main.cs87 // Step 1: 添加单词到生词本COMMENT
LOW⚡src/Plugins/STranslate.Plugin.Vocabulary.Eudict/Main.cs93 // Step 2: 添加笔记COMMENT
Structural Annotation Overuse2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡src/Plugins/STranslate.Plugin.Vocabulary.Eudict/Main.cs87 // Step 1: 添加单词到生词本COMMENT
LOW⚡src/Plugins/STranslate.Plugin.Vocabulary.Eudict/Main.cs93 // Step 2: 添加笔记COMMENT