AI Slop Code Risk Monitor

hellzerg/optimizer

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

The finest Windows Optimizer

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for hellzerg/optimizer, a C# project with 18,230 GitHub stars. SynthScan examined 61,774 lines of code across 159 source files, recording 95 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 1.5 (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.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-11-12
Last Push
18.2K
Stars
C#
Language
61.8K
Lines of Code
159
Files
95
Pattern Hits
2026-11-12
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: 2026-11-12.

Cognitive Ownership Risk 7.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 95 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 8.2/100 · LOW

Which changes need focused human review? 95 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 0HIGH 2MEDIUM 0LOW 93

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 95 distinct pattern matches across 2 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 Block93 hits · 76 pts
SeverityFileLineSnippetContext
LOWOptimizer/OptimizeHelper.cs241 }COMMENT
LOWOptimizer/OptimizeHelper.cs501 //internal static void EnableTransparency()COMMENT
LOWOptimizer/OptimizeHelper.cs1421COMMENT
LOWOptimizer/OptimizeHelper.cs1441 // }COMMENT
LOWOptimizer/OptimizeHelper.cs1581 // Registry.SetValue(@"HKEY_CURRENT_USER\SOFTWARE\Policies\Microsoft\Windows\Explorer", "DisableNotificationCCOMMENT
LOWOptimizer/TelemetryHelper.cs1//using Newtonsoft.Json;COMMENT
LOWOptimizer/TelemetryHelper.cs21// {COMMENT
LOWOptimizer/TelemetryHelper.cs41// }COMMENT
LOWOptimizer/TelemetryHelper.cs61// telemetryEntry.TelemetryID = Options.CurrentOptions.TelemetryClientID;COMMENT
LOWOptimizer/TelemetryHelper.cs81// TelemetryClient.PostAsync(TelemetryClient.BaseAddress, bodyContent);COMMENT
LOWOptimizer/NetworkMonitor.cs1//using System.Collections;COMMENT
LOWOptimizer/NetworkMonitor.cs21// }COMMENT
LOWOptimizer/NetworkMonitor.cs41// {COMMENT
LOWOptimizer/NetworkMonitor.cs61// _monitoredAdapters.Add(adapter);COMMENT
LOWOptimizer/NetworkMonitor.cs81// public void StopMonitoring()COMMENT
LOWOptimizer/NetworkAdapter.cs1//using System.Diagnostics;COMMENT
LOWOptimizer/NetworkAdapter.cs21// {COMMENT
LOWOptimizer/NetworkAdapter.cs41// }COMMENT
LOWOptimizer/NetworkAdapter.cs61// }COMMENT
LOWOptimizer/Utilities.cs161COMMENT
LOWOptimizer/Utilities.cs521 serviceKey.GrantFullControlOnSubKey(subkeyName);COMMENT
LOWOptimizer/Utilities.cs541 // Registry.SetValue(@"HKEY_CLASSES_ROOT\Applications\photoviewer.dll\shell\open\DropTarget", "Clsid", PHOTO_COMMENT
LOWOptimizer/PingerHelper.cs181 // IPEndPoint endPoint = new IPEndPoint(ipAddress, port);COMMENT
LOWOptimizer/PingerHelper.cs201 // catchCOMMENT
LOWOptimizer/ErrorLogger.cs81 catch { }COMMENT
LOWOptimizer/Forms/MainForm.Designer.cs7021 this.imagesHw.Images.SetKeyName(8, "os.png");COMMENT
LOWOptimizer/Forms/MainForm.Designer.cs7061 this.DefineURLIconDialog.FileOk += new System.ComponentModel.CancelEventHandler(this.DefineURLIconDialog_FilCOMMENT
LOWOptimizer/Forms/MainForm.cs2141 // NetworkLiveMonitoring();COMMENT
LOWOptimizer/Forms/MainForm.cs2161 //}COMMENT
LOWOptimizer/Models/WorkEventArgs.cs1//using System;COMMENT
LOWOptimizer/Models/WorkEventArgs.cs21// }COMMENT
LOWOptimizer/Models/WorkEventArgs.cs41// return null;COMMENT
LOWOptimizer/Models/Options.cs21 public ThemeMode ThemeMode { get; set; }COMMENT
LOWOptimizer/Models/Options.cs61 /// Telemetry-related info, unique to each instanceCOMMENT
LOWOptimizer/Models/WorkEvent.cs1//using System;COMMENT
LOWOptimizer/Models/WorkEvent.cs21// }COMMENT
LOWOptimizer/Models/WorkEvent.cs41// public WorkEventArgs GetEventObject() {COMMENT
LOWOptimizer/Models/TelemetryData.cs1//using System;COMMENT
LOWOptimizer/Models/TelemetryData.cs21// public string ExperimentalBuild { get; set; }COMMENT
LOWOptimizer/Properties/AssemblyInfo.cs21COMMENT
LOWOptimizer/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWOptimizer/Properties/Resources.Designer.cs61 }COMMENT
LOWOptimizer/Properties/Resources.Designer.cs81 ///COMMENT
LOWOptimizer/Properties/Resources.Designer.cs101 /// "restartButton10": "إعادة التشغيل الآن",COMMENT
LOWOptimizer/Properties/Resources.Designer.cs121 /// "subTaskbar": "Лента за задачи",COMMENT
LOWOptimizer/Properties/Resources.Designer.cs161 /// Looks up a localized resource of type System.Drawing.Bitmap.COMMENT
LOWOptimizer/Properties/Resources.Designer.cs181 /// "restartButton10": "现在重启",COMMENT
LOWOptimizer/Properties/Resources.Designer.cs201 get {COMMENT
LOWOptimizer/Properties/Resources.Designer.cs241 COMMENT
LOWOptimizer/Properties/Resources.Designer.cs261 internal static string DE {COMMENT
LOWOptimizer/Properties/Resources.Designer.cs281 ///@="control desk [rest of string was truncated]";.COMMENT
LOWOptimizer/Properties/Resources.Designer.cs301 ///COMMENT
LOWOptimizer/Properties/Resources.Designer.cs321 ///"olksolution"=dword:00000001COMMENT
LOWOptimizer/Properties/Resources.Designer.cs341 ///schtasks /change /tn "\Microsoft\Office\OfficeTelemetryAgentFallBack2016" /disableCOMMENT
LOWOptimizer/Properties/Resources.Designer.cs401 COMMENT
LOWOptimizer/Properties/Resources.Designer.cs421 internal static string EL {COMMENT
LOWOptimizer/Properties/Resources.Designer.cs441 /// "trayUnlocker": "File Handles",COMMENT
LOWOptimizer/Properties/Resources.Designer.cs461 ///"projectsolution"=-COMMENT
LOWOptimizer/Properties/Resources.Designer.cs481 /// <summary>COMMENT
LOWOptimizer/Properties/Resources.Designer.cs521 COMMENT
33 more matches not shown…
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHOptimizer/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGHOptimizer/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT