AI Slop Code RIsk Monitor

SixLabors/ImageSharp

A modern, cross-platform, 2D Graphics library for .NET

7.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for SixLabors/ImageSharp, a C# project with 8,037 GitHub stars. SynthScan examined 379,187 lines of code across 2210 source files, recording 2976 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 7.0 (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.

7.0
Adjusted Signal
7.0
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
8.0K
Stars
C#
Language
379.2K
Lines of Code
2.2K
Files
3.0K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 29.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 2975 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · 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 32.6/100 · MEDIUM

Which changes need focused human review? 2976 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 3LOW 2972

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 2976 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 Block2965 hits · 2619 pts
SeverityFileLineSnippetContext
LOWtests/ImageSharp.Tests/TestFile.cs21 /// The "Formats" directory, as lazy valueCOMMENT
LOWtests/ImageSharp.Tests/TestFile.cs41COMMENT
LOWtests/ImageSharp.Tests/TestFile.cs61COMMENT
LOWtests/ImageSharp.Tests/TestFile.cs81 public static TestFile Create(string file)COMMENT
LOWtests/ImageSharp.Tests/TestFile.cs101 public string GetFileNameWithoutExtension(object value)COMMENT
LOWtests/ImageSharp.Tests/TestFontUtilities.cs1// Copyright (c) Six Labors.COMMENT
LOWtests/ImageSharp.Tests/TestFontUtilities.cs21 /// <param name="file">COMMENT
LOW…/ImageSharp.Tests/ColorProfiles/Icc/TestIccProfiles.cs21 /// <summary>COMMENT
LOW…/ImageSharp.Tests/ColorProfiles/Icc/TestIccProfiles.cs41 /// <summary>COMMENT
LOW…mageSharp.Tests/Formats/Exr/ExrDecoderSecurityTests.cs21 /// EXR-1 — EXR DataWindow Integer Overflow Produces Negative Image Dimensions (DoS)COMMENT
LOW…mageSharp.Tests/Formats/Exr/ExrDecoderSecurityTests.cs41COMMENT
LOW…ageSharp.Tests/Formats/Png/ReferenceImplementations.cs1// Copyright (c) Six Labors.COMMENT
LOW…ageSharp.Tests/Formats/Png/ReferenceImplementations.cs181 /// Calculates the average value of two bytesCOMMENT
LOW…mageSharp.Tests/Formats/Jpg/JpegColorConverterTests.cs361 /// <summary>COMMENT
LOW…mageSharp.Tests/Formats/Jpg/JpegColorConverterTests.cs501COMMENT
LOW…tils/ReferenceImplementations.LLM_FloatingPoint_DCT.cs1// Copyright (c) Six Labors.COMMENT
LOW…mats/Jpg/Utils/ReferenceImplementations.AccurateDCT.cs1// Copyright (c) Six Labors.COMMENT
LOW…g/Utils/ReferenceImplementations.StandardIntegerDCT.cs1// Copyright (c) Six Labors.COMMENT
LOW…g/Utils/ReferenceImplementations.StandardIntegerDCT.cs21 /// https://github.com/mozilla/mozjpeg/blob/master/jfdctint.cCOMMENT
LOW…g/Utils/ReferenceImplementations.StandardIntegerDCT.cs221 private const int W3pw5 = W3 + W5;COMMENT
LOW…Allocators/UniformUnmanagedPoolMemoryAllocatorTests.cs281 UniformUnmanagedMemoryPoolMemoryAllocator allocator = new(512, 1024, 16 * 1024, 1024);COMMENT
LOW…Allocators/UniformUnmanagedPoolMemoryAllocatorTests.cs301 AllocateGroupAndForget(allocator, lengthInner);COMMENT
LOWtests/ImageSharp.Tests/Color/RgbaDouble.cs1// Copyright (c) Six Labors.COMMENT
LOWtests/ImageSharp.Tests/Color/RgbaDouble.cs21/// </remarks>COMMENT
LOWtests/ImageSharp.Tests/Color/RgbaDouble.cs61 this.B = b;COMMENT
LOW…ts/ImageSharp.Tests/TestUtilities/TestDataGenerator.cs1// Copyright (c) Six Labors.COMMENT
LOW…/ImageSharp.Tests/TestUtilities/TestImageExtensions.cs41COMMENT
LOW…/ImageSharp.Tests/TestUtilities/TestImageExtensions.cs181 provider,COMMENT
LOW…/ImageSharp.Tests/TestUtilities/TestImageExtensions.cs721COMMENT
LOW…/ImageSharp.Tests/TestUtilities/TestImageExtensions.cs861 /// <summary>COMMENT
LOWtests/ImageSharp.Tests/TestUtilities/TestEnvironment.cs121 internal static Architecture ProcessArchitecture => RuntimeInformation.ProcessArchitecture;COMMENT
LOW…ageSharp.Tests/TestUtilities/ImagingTestCaseUtility.cs21COMMENT
LOW…TestUtilities/ImageComparison/TolerantImageComparer.cs21 public TolerantImageComparer(float imageThreshold, int perPixelManhattanThreshold = 0)COMMENT
LOW…TestUtilities/ImageComparison/TolerantImageComparer.cs41 /// <cref>https://en.wikipedia.org/wiki/Taxicab_geometry</cref>COMMENT
LOW…ests/TestUtilities/FeatureTesting/FeatureTestRunner.cs21 /// <para>COMMENT
LOW…s/TestUtilities/Attributes/WithBlankImagesAttribute.cs1// Copyright (c) Six Labors.COMMENT
LOW…Utilities/Attributes/WithTestPatternImagesAttribute.cs1// Copyright (c) Six Labors.COMMENT
LOW…Utilities/Attributes/WithSolidFilledImagesAttribute.cs1// Copyright (c) Six Labors.COMMENT
LOW…Utilities/Attributes/WithSolidFilledImagesAttribute.cs61 {COMMENT
LOW…Utilities/Attributes/WithSolidFilledImagesAttribute.cs141COMMENT
LOW…sts/TestUtilities/Attributes/ImageDataAttributeBase.cs161 /// <param name="testMethod">The test method</param>COMMENT
LOW…ts/PixelFormats/FloatingPointPixelPreservationTests.cs161 /// </summary>COMMENT
LOW…ts/PixelFormats/FloatingPointPixelPreservationTests.cs481 /// <summary>COMMENT
LOW…PixelFormats/PixelBlenders/PorterDuffFunctionsTests.cs501 /// which assigns <c>Z</c> from <c>X</c> and can hide channel-specific regressions.COMMENT
LOWtests/ImageSharp.Benchmarks/Config.HwIntrinsics.cs21 // * EnableSSE3COMMENT
LOW…sts/ImageSharp.Benchmarks/Bulk/ShuffleFloat4Channel.cs21COMMENT
LOW…sts/ImageSharp.Benchmarks/Bulk/ShuffleFloat4Channel.cs41// Runtime=.NET Core 3.1COMMENT
LOW…sts/ImageSharp.Benchmarks/Bulk/ShuffleFloat4Channel.cs61// | Shuffle4Channel | 1. No HwIntrinsics | DOTNET_EnableHWIntrinsic=0,DOTNET_FeatureSIMD=0 | 2048 | 980.134 ns | 3.740COMMENT
LOW…sts/ImageSharp.Benchmarks/Bulk/ShuffleFloat4Channel.cs81// | Shuffle4Channel | 2. SSE | DOTNET_EnableAVX=0 | 128 | 11.564 ns | 0.02COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ToVector4_Bgra32.cs21 }COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ToVector4_Bgra32.cs61 // | PixelOperations_Base | 64 | 58.05 ns | 3.204 ns | 4.795 ns | 1.01 | 0.11 | 932 B | COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ShuffleByte4Channel.cs21COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ShuffleByte4Channel.cs41// Runtime=.NET Core 3.1COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ShuffleByte4Channel.cs61// | Shuffle4Channel | 1. No HwIntrinsics | DOTNET_EnableHWIntrinsic=0,DOTNET_FeatureSIMD=0 | 2048 | 315.29 ns | 5.206 COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ShuffleByte4Channel.cs81// | Shuffle4Channel | 2. SSE | DOTNET_EnableAVX=0 | 128 | 11.39 ns | 0.045COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ToVector4_Rgb24.cs21 }COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ToVector4_Rgb24.cs41// | | | | | | | | | COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/ToVector4_Rgb24.cs61// | PixelOperations_Specialized | Job-OPAORC | .NET Core 2.1 | 2048 | 1,985.5 ns | 4,714.23 ns | 258.40 ns | 0.36 | COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/Shuffle3Channel.cs21COMMENT
LOWtests/ImageSharp.Benchmarks/Bulk/Shuffle3Channel.cs41// Runtime=.NET Core 3.1COMMENT
2905 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALtests/ImageSharp.Tests/Formats/Tiff/TiffDecoderTests.cs462 image.Frames.RootFrame.Metadata.IccProfile.ToByteArray(),CODE
AI Slop Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUM…TestUtilities/ImageComparison/TolerantImageComparer.cs67 // TODO: Comparing through Rgba64 may not robust enough because of the existence of super high precision pixel tCOMMENT
MEDIUM…ts/TestUtilities/ImageComparison/ExactImageComparer.cs25 // TODO: Comparing through Rgba64 may not be robust enough because of the existence of super high precision pixeCOMMENT
MEDIUMsrc/ImageSharp/Metadata/Profiles/ICC/IccProfile.SRGB.cs276 // Downsample a few points to a robust fingerprintCOMMENT
Verbosity Indicators3 hits · 7 pts
SeverityFileLineSnippetContext
LOW⚡…geSharp/Formats/Jpeg/Components/Block8x8F.Vector128.cs59 // Step 1: Widen short -> intCOMMENT
LOW⚡…geSharp/Formats/Jpeg/Components/Block8x8F.Vector128.cs63 // Step 2: Convert int -> floatCOMMENT
LOW⚡…geSharp/Formats/Jpeg/Components/Block8x8F.Vector128.cs67 // Step 3: Store to destination (this is 16 lanes -> two Vector128<float> blocks)COMMENT
Structural Annotation Overuse3 hits · 7 pts
SeverityFileLineSnippetContext
LOW⚡…geSharp/Formats/Jpeg/Components/Block8x8F.Vector128.cs59 // Step 1: Widen short -> intCOMMENT
LOW⚡…geSharp/Formats/Jpeg/Components/Block8x8F.Vector128.cs63 // Step 2: Convert int -> floatCOMMENT
LOW⚡…geSharp/Formats/Jpeg/Components/Block8x8F.Vector128.cs67 // Step 3: Store to destination (this is 16 lanes -> two Vector128<float> blocks)COMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtests/ImageSharp.Tests/Formats/Jpg/pdfjs/jpg.js1166 getData: function getData(width, height, forceRGBoutput) {CODE