AI Slop Code RIsk Monitor

picoe/Eto

Cross platform GUI framework for desktop and mobile applications in .NET

6.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for picoe/Eto, a C# project with 3,974 GitHub stars. SynthScan examined 287,255 lines of code across 1652 source files, recording 1555 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 6.0 (Moderate 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.

6.0
Adjusted Signal
6.0
Raw Pattern Score
100%
Time Factor
2026-10-06
Last Push
4.0K
Stars
C#
Language
287.3K
Lines of Code
1.7K
Files
1.6K
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 23.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1538 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.7/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 25.8/100 · MEDIUM

Which changes need focused human review? 1555 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 13HIGH 6MEDIUM 6LOW 1530

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 1555 distinct pattern matches across 6 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 Block1515 hits · 1482 pts
SeverityFileLineSnippetContext
LOWtest/Eto.Test.UnitTests/NUnitTestFramework.cs21COMMENT
LOWtest/Eto.Test.Wpf/UnitTests/MenuIconDpiTests.cs21 ///COMMENT
LOW…t/Eto.Test.Wpf/UnitTests/DragDropLibDataObjectTests.cs1using NUnit.Framework;COMMENT
LOW…t/Eto.Test.Wpf/UnitTests/DragDropLibDataObjectTests.cs461 var data = (ComDataObject)dataObject;COMMENT
LOWtest/Eto.Test/UnitTests/TestBase.cs201 /// Unit test utilitiesCOMMENT
LOWtest/Eto.Test/UnitTests/TestBase.cs781 /// It never returns before the first poll, so a pending layout/paint pass always gets a chance toCOMMENT
LOWtest/Eto.Test/UnitTests/TestInput.cs1using NUnit.Framework;COMMENT
LOWtest/Eto.Test/UnitTests/TestInput.cs21 /// through the platform's real input routing rather than raising Eto's events directly.COMMENT
LOWtest/Eto.Test/UnitTests/TestInput.cs41 }COMMENT
LOW…Test/UnitTests/SingleFileDefaultTestAssemblyBuilder.cs41 /// <summary>COMMENT
LOW…Test/UnitTests/SingleFileDefaultTestAssemblyBuilder.cs61 public ITest Build(Assembly assembly, IDictionary<string, object> options)COMMENT
LOW…Test/UnitTests/SingleFileDefaultTestAssemblyBuilder.cs101COMMENT
LOW…Test/UnitTests/SingleFileDefaultTestAssemblyBuilder.cs121 // foreach (var parameter in testParametersDictionary)COMMENT
LOWtest/Eto.Test/UnitTests/Drawing/BaseBitmapDataTests.cs1using NUnit.Framework;COMMENT
LOWtest/Eto.Test/UnitTests/Drawing/BitmapTests.cs461 void GetSavedBitmap()COMMENT
LOWtest/Eto.Test/UnitTests/Forms/KeyEventTests.cs141 await TestInput.SendKeyUpAsync(form, Keys.Escape);COMMENT
LOW…est/UnitTests/Forms/Controls/AutoCompleteGhostTests.cs1using NUnit.Framework;COMMENT
LOW…est/UnitTests/Forms/Controls/AutoCompleteGhostTests.cs21 /// works.COMMENT
LOWtest/Eto.Test.Mac/UnitTests/NumericStepperTests.cs121 /// it rather than a hardcoded separator, since it differs per machine - and note the formatter needs anCOMMENT
LOWtest/Eto.Test.Gtk/TestInput.cs21 /// <summary>COMMENT
LOW…les/Wpf/EmbedEtoInWpf/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOW…ms/EmbedEtoInWinForms/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsamples/Tutorials/CSharp/Tutorial3/Main.cs41 // --------------------------------COMMENT
LOWsrc/Eto.Serialization.Xaml/XamlReader.cs21 /// Gets the namespaces to register with the Xaml reader so they don't need to be specified in every fileCOMMENT
LOWsrc/Eto.Serialization.Xaml/XamlReader.cs161 /// for the xaml definition in the same assembly.COMMENT
LOWsrc/Eto.Serialization.Xaml/XamlReader.cs181 /// for the xaml definition in the same assembly.COMMENT
LOWsrc/Eto.Serialization.Xaml/XamlReader.cs241 /// Loads the specified instance with a specified fully qualified xaml embedded resourceCOMMENT
LOWsrc/Eto.Serialization.Xaml/XamlReader.cs321 /// Loads the specified type from the specified text <paramref name="reader"/>.COMMENT
LOW…o.Serialization.Xaml/Design/DesignInstanceExtension.cs1#if PORTABLECOMMENT
LOW…/Eto.Serialization.Xaml/Extensions/BindingExtension.cs21COMMENT
LOWsrc/Eto.Serialization.Json/JsonReader.cs121 return false;COMMENT
LOWsrc/Eto.Serialization.Json/JsonReader.cs141 {COMMENT
LOWsrc/Eto.Serialization.Json/JsonReader.cs161 }COMMENT
LOWsrc/Eto.Serialization.Json/JsonReader.cs201 {COMMENT
LOWsrc/Eto.Serialization.Json/JsonReader.cs241 /// <typeparam name="T">Type of object to load from the specified json</typeparam>COMMENT
LOWsrc/Eto.Android/KeyMap.cs101 keymap.Add(av.Keycode.U, Keys.U);COMMENT
LOWsrc/Eto.Android/Platform.cs101 //p.Add<ITreeView.IHandler>(() => new TreeViewHandler ());COMMENT
LOWsrc/Eto.WinUI/WinUIHelpers.cs1using Eto.WinUI.Forms;COMMENT
LOWsrc/Eto.WinUI/WinUIHelpers.cs61 /// Wraps the specified WPF <paramref name="window"/> in an Eto control so it can be used as a parent when showing diaCOMMENT
LOWsrc/Eto.WinUI/Platform.cs41 //p.Add<Fonts.IHandler>(() => new FontsHandler());COMMENT
LOWsrc/Eto.WinUI/Platform.cs61 //p.Add<TextBoxCell.IHandler>(() => new TextBoxCellHandler());COMMENT
LOWsrc/Eto.WinUI/Platform.cs121 //p.Add<RadioMenuItem.IHandler>(() => new RadioMenuItemHandler());COMMENT
LOWsrc/Eto.WinUI/Platform.cs141 p.Add<Application.IHandler>(() => new ApplicationHandler());COMMENT
LOWsrc/Eto.WinUI/Platform.cs161 //p.Add<Screen.IScreensHandler>(() => new ScreensHandler());COMMENT
LOWsrc/Eto.WinUI/Platform.cs181 //}COMMENT
LOWsrc/Eto.WinUI/Platform.cs201 // Debug.WriteLine("Warning: Could not create WebView2 handler. Add Microsoft.Web.WebView2 nuget package to your projCOMMENT
LOWsrc/Eto.WinUI/Forms/TableLayoutHandler.cs181 }COMMENT
LOWsrc/Eto.WinUI/Forms/TableLayoutHandler.cs201 // return;COMMENT
LOWsrc/Eto.WinUI/Forms/TableLayoutHandler.cs221 // {COMMENT
LOWsrc/Eto.WinUI/Forms/Controls/SplitterHandler.cs681COMMENT
LOWsrc/Eto.iOS/Platform.cs101 //p.Add<SeparatorMenuItem.IHandler>(() => new SeparatorMenuItemHandler ());COMMENT
LOWsrc/Eto.WinForms/Quantizer.cs21 /// <remarks>COMMENT
LOWsrc/Eto.WinForms/Quantizer.cs121 /// <summary>COMMENT
LOWsrc/Eto.WinForms/Quantizer.cs201 /// such as an Octree quantizer.COMMENT
LOWsrc/Eto.WinForms/Quantizer.cs221 /// <summary>COMMENT
LOWsrc/Eto.WinForms/Quantizer.cs241 public byte Blue;COMMENT
LOWsrc/Eto.WinForms/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsrc/Eto.WinForms/OctreeQuantizer.cs41 /// </summary>COMMENT
LOWsrc/Eto.WinForms/OctreeQuantizer.cs221 }COMMENT
LOWsrc/Eto.WinForms/OctreeQuantizer.cs241 /// </summary>COMMENT
1455 more matches not shown…
Hallucination Indicators13 hits · 155 pts
SeverityFileLineSnippetContext
CRITICALtest/Eto.Test.UnitTests/Program.cs197 ITestApplicationBuilder builder = await Microsoft.Testing.Platform.Builder.TestApplication.CreateBuilderAsync(args);CODE
CRITICALtest/Eto.Test.Wpf/UnitTests/SystemColorsTests.cs79 sw.Application.Current.Resources.MergedDictionaries.Add(_dictionary);CODE
CRITICALtest/Eto.Test.Wpf/UnitTests/SystemColorsTests.cs84 sw.Application.Current.Resources.MergedDictionaries.Remove(_dictionary);CODE
CRITICALtest/Eto.Test.Wpf/UnitTests/SystemColorsTests.cs177 sw.Application.Current.Resources.MergedDictionaries.Add(deferred);CODE
CRITICALtest/Eto.Test.Wpf/UnitTests/SystemColorsTests.cs191 sw.Application.Current.Resources.MergedDictionaries.Remove(deferred);CODE
CRITICALtest/Eto.Test/UnitTests/Forms/DesignDataContextTests.cs259 TestBase.Invoke(() => Assert.That(new Eto.Test.Sections.Serialization.Json.Test().Content, Is.Not.Null));CODE
CRITICALtest/Eto.Test/UnitTests/Forms/FileDialogTests.cs50 Assert.That(fd.FileName, Is.Null.Or.Empty.Or.EqualTo("Untitled"), "#1");CODE
CRITICALtest/Eto.Test/UnitTests/Forms/FileDialogTests.cs53 Assert.That(fd.FileName, Is.Null.Or.Empty.Or.EqualTo("Untitled"), "#2");CODE
CRITICALsrc/Eto.Mac/Forms/Controls/CheckBoxHandler.cs125 // see Eto.Test.Mac.UnitTests.CheckBoxTests.ButtonShouldNotBeClipped()COMMENT
CRITICALsrc/Eto.Mac/Forms/Controls/RadioButtonHandler.cs40 // see Eto.Test.Mac.UnitTests.RadioButtonTests.ButtonShouldNotBeClipped()COMMENT
CRITICAL⚡src/Eto.Gtk/Forms/MouseHandler.cs31 Gdk.Display.Default.DefaultSeat.Pointer.Warp(Gdk.Screen.Default, (int)position.X, (int)position.Y);CODE
CRITICAL⚡src/Eto.Gtk/Forms/MouseHandler.cs36 Gdk.Display.Default.DeviceManager.ClientPointer.Warp(Gdk.Screen.Default, (int)position.X, (int)position.Y);CODE
CRITICAL⚡src/Eto.Gtk/Forms/MouseHandler.cs40 Gdk.Display.Default.DeviceManager.ClientPointer.Warp(gdkScreen, (int)position.X, (int)position.Y);CODE
Synthetic Comment Markers6 hits · 45 pts
SeverityFileLineSnippetContext
HIGH…ples/Wpf/EmbedEtoInWpf/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…les/Wpf/EmbedEtoInWpf/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…rms/EmbedEtoInWinForms/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ms/EmbedEtoInWinForms/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Eto.WinForms/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Eto.Wpf/Properties/FontDialogResources.Designer.cs3// This code was generated by a tool.COMMENT
AI Slop Vocabulary6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMsrc/Eto.Wpf/CustomControls/DragDropLib.cs591 /// that utilize the clipboard and/or drag and drop.</para>COMMENT
MEDIUMsrc/Eto/Style.cs180 /// To use this, you would have to add a reference to one of the Eto.*.dll's so that you can utilizeCOMMENT
MEDIUMsrc/Eto/DefaultStyleProvider.cs38 /// It requires you to add a reference to one of the Eto.*.dll's so that you can utilizeCOMMENT
MEDIUMsrc/Eto/Forms/Binding/ObjectBinding.cs11/// so that you can utilize the <see cref="DirectBinding{T}.DataValueChanged"/> method.COMMENT
MEDIUMsrc/Eto/Forms/Binding/ObjectBinding.cs52/// so that you can utilize the <see cref="DirectBinding{T}.DataValueChanged"/> method.COMMENT
MEDIUMsrc/Eto/Forms/Controls/TabControl.cs8/// It is advised to utilize different methods (e.g. a DocumentControl, listbox or combo box) to switch between many secCOMMENT
Hyper-Verbose Identifiers11 hits · 11 pts
SeverityFileLineSnippetContext
LOWsrc/Eto.iOS/Drawing/BitmapHandler.cs9 public class BitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.iOS/Drawing/IndexedBitmapHandler.cs6 public class IndexedBitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.WinForms/Drawing/BitmapHandler.cs34 public class BitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.WinForms/Drawing/IndexedBitmapHandler.cs6 public class IndexedBitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Wpf/Drawing/BitmapHandler.cs10 public class BitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Mac/Drawing/BitmapHandler.cs10 public class BitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Mac/Drawing/IndexedBitmapHandler.cs7 public class IndexedBitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Gtk/Drawing/BitmapHandler.cs10 public class BitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Gtk/Drawing/BitmapHandler.cs33 public class SurfaceBitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Gtk/Drawing/BitmapHandler.cs76 public class SurfaceRgbBitmapDataHandler : BaseBitmapDataCODE
LOWsrc/Eto.Gtk/Drawing/IndexedBitmapHandler.cs6 public class IndexedBitmapDataHandler : BaseBitmapDataCODE
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…st/Eto.Test/UnitTests/Forms/Layout/StackLayoutTests.cs21 Text = "Neque porro quisquam est qui dolorem ipsum quia dolor sit amet, consectetur, adipisci velit...",CODE
LOW…st/Eto.Test/UnitTests/Forms/Layout/StackLayoutTests.cs21 Text = "Neque porro quisquam est qui dolorem ipsum quia dolor sit amet, consectetur, adipisci velit...",CODE
LOW…t/Eto.Test/UnitTests/Forms/Controls/ScrollableTests.cs225 CreateAndAddDescriptionRow(container, "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras suscipit malesCODE
LOW…t/Eto.Test/UnitTests/Forms/Controls/ScrollableTests.cs225 CreateAndAddDescriptionRow(container, "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras suscipit malesCODE