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AI Slop Code Risk Monitor

NickeManarin/ScreenToGif

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

🎬 ScreenToGif allows you to record a selected area of your screen, edit and save it as a gif or video.

3.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for NickeManarin/ScreenToGif, a C# project with 27,875 GitHub stars. SynthScan examined 94,067 lines of code across 661 source files, recording 297 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.3 (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.

3.3
Adjusted Signal
3.3
Raw Pattern Score
100%
Time Factor
2026-10-14
Last Push
27.9K
Stars
C#
Language
94.1K
Lines of Code
661
Files
297
Pattern Hits
2026-10-31
Scan Date
0.00
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 14.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 296 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 15.0/100 · LOW

Which changes need focused human review? 297 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 1HIGH 0MEDIUM 0LOW 296

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 297 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 Block294 hits · 294 pts
SeverityFileLineSnippetContext
LOWScreenToGif.Util/Arguments.cs21COMMENT
LOWScreenToGif.Util/Arguments.cs41COMMENT
LOWScreenToGif.Util/Arguments.cs61COMMENT
LOWScreenToGif.Util/UiElementsExtension.cs21 clone = XamlReader.Load(stream);COMMENT
LOWScreenToGif.Util/SimpleKeyGesture.cs41 public string DisplayString { get; }COMMENT
LOWScreenToGif.Util/SimpleKeyGesture.cs61 /// <param name="modifiers">The modifier keys associated with the gesture.</param>COMMENT
LOWScreenToGif.Util/SimpleKeyGesture.cs81 if (key == Key.LeftCtrl || key == Key.LeftShift || key == Key.LeftAlt || key == Key.LWin || key == Key.RightCtrlCOMMENT
LOWScreenToGif.Util/LocalizationHelper.cs161 /// if resource available is newer than assemblyCOMMENT
LOWScreenToGif.Util/LocalizationHelper.cs501COMMENT
LOWScreenToGif.Util/DebounceDispatcher.cs21 /// Wrap the logic you would normally use in your event code intoCOMMENT
LOWScreenToGif.Util/DebounceDispatcher.cs81 /// timeout period. Only the last event fired is handled - all others are ignored.COMMENT
LOWScreenToGif.Util/NetworkHelper.cs21 /// <param name="destinationAddress">COMMENT
LOWScreenToGif.Util/NetworkHelper.cs41 /// The use of this connection is unrestricted up to a specific data transfer limit.COMMENT
LOWScreenToGif.Util/Settings/UserSettings.cs801 /// <summary>COMMENT
LOWScreenToGif.Util/Settings/UserSettings.cs2481COMMENT
LOWScreenToGif.Util/Settings/UserSettings.cs2501 //{COMMENT
LOWScreenToGif.Util/Native/InputHook.cs21 #region Windows constants from Winuser.h in Microsoft SDK.COMMENT
LOWScreenToGif.Util/Native/InputHook.cs41 /// key is released. A nonsystem key is a key that is pressed when the ALT key is not pressed,COMMENT
LOWScreenToGif.Util/Native/InputHook.cs81COMMENT
LOWScreenToGif.Util/Native/InputHook.cs101 public event CustomMouseEventHandler OnMouseActivity;COMMENT
LOWScreenToGif.Util/Native/InputHook.cs161 Start();COMMENT
LOWScreenToGif.Util/Native/InputHook.cs261 /// </summary>COMMENT
LOWScreenToGif.Util/Native/InputHook.cs341 /// <param name="code">COMMENT
LOWScreenToGif.Util/Native/InputHook.cs541 //return CallNextHookEx(hMouseHook, nCode, wParam, lParam);COMMENT
LOWScreenToGif.Util/Native/InputHook.cs561 /// CallNextHookEx function without further processing and must return theCOMMENT
LOWScreenToGif.Util/Codification/PixelUtil.cs21 /// <summary>COMMENT
LOWScreenToGif.Util/Codification/PixelUtil.cs41 /// <summary>COMMENT
LOWScreenToGif.Util/Codification/PixelUtil.cs401 /// Set the color of the specified pixel coordinates by blending the color with a new color.COMMENT
LOWScreenToGif.Util/Codification/Apng/Apng.cs41 /// The total number of frames.COMMENT
LOWScreenToGif.Util/Codification/Apng/Apng.cs61COMMENT
LOWScreenToGif.Util/Codification/Apng/Chunks/FctlChunk.cs21 ///Height of the following frame.COMMENT
LOWScreenToGif.Util/Codification/Apng/Chunks/FctlChunk.cs41 ///Frame delay fraction denominator.COMMENT
LOWScreenToGif.Util/Codification/Apng/Chunks/ApngFrame.cs1namespace ScreenToGif.Util.Codification.Apng.Chunks;COMMENT
LOWScreenToGif.Util/Codification/Apng/Chunks/ApngFrame.cs21 internal uint Left { get; set; }COMMENT
LOWScreenToGif.Util/Codification/Apng/Chunks/ApngFrame.cs41 /// </summary>COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs201COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs241// private int CurrentIndex { get; set; }COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs261// ColorDepth = colorDepth;COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs281// Stream.WriteByte(0x00); //TerminatorCOMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs301// ClearCode = 1 << (InitialCodeSize);COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs321// Output(EndOfFileCode);COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs341// return (1 << codeSize) - 1;COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/LZWEncoder.cs361// #endregionCOMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/GifFile.cs21COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/GifFile.cs41 public ColorQuantizationTypes QuantizationType { get; set; } = ColorQuantizationTypes.Octree;COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/GifFile.cs61 /// </summary>COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/GifFile.cs81 /// </summary>COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/GifFile.cs341 //Write the packed fields.COMMENT
LOWScreenToGif.Util/Codification/Gif/Encoder/GifFile.cs561 }COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs1using Color = System.Windows.Media.Color;COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs21// You can read the full text of the GNU General Public License at:COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs41 /// Maximum possible neuron index within the neural network.COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs61COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs81 /// Fourth prime number near 500.COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs101COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs121COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs141 private const int GammaShift = 10; /* Gamma = 1024 */COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs161 #region Definitions for decreasing radius factorCOMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs181 /// <summary>COMMENT
LOW…dification/Gif/Encoder/Quantization/NeuralQuantizer.cs201 /// The greater this value, the larger alpha will be, and the more neighbouring neurons will be moved by during the COMMENT
234 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALScreenToGif/Webcam/DirectShow/WorkAround.cs53 var ooo = InternalWrapIUnknownWithComObject(ptrIf); //System.Runtime.Remoting.Services.EnterpriseServicesHelper.CODE
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…ToGif/Util/Converters/PresetToSubViewModelConverter.cs14// NOTE: This class is needed because by default ExportPanel uses the preset as a data context (which is actually a modeCOMMENT
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOWOther/Translator/TranslatorWindow.xaml.cs316 if (BaseDataGrid.Items.Count > 0 && !Dialog.Ask("Translator", "Do you really wish to close?", "Don't forget to eCODE