AI Slop Code RIsk Monitor

kean/Nuke

Image loading system

4.3 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for kean/Nuke, a Swift project with 8,677 GitHub stars. SynthScan examined 93,852 lines of code across 379 source files, recording 383 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.3 (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.

4.3
Adjusted Signal
4.3
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
8.7K
Stars
Swift
Language
93.9K
Lines of Code
379
Files
383
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 17.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 367 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

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

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 19.3/100 · LOW

Which changes need focused human review? 383 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 0HIGH 0MEDIUM 10LOW 373

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 383 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 Block366 hits · 366 pts
SeverityFileLineSnippetContext
LOWDemo/App/DemoLaunchOptions.swift1// The MIT License (MIT)COMMENT
LOWDemo/App/DemoLaunchOptions.swift21 /// `-demoLab 0` leaves the Lab section out of the catalog, for aCOMMENT
LOWDemo/App/DemoScreen.swift1// The MIT License (MIT)COMMENT
LOWDemo/App/DemoMenu.swift1// The MIT License (MIT)COMMENT
LOWDemo/Formats/AnimatedImagesDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Formats/ProgressiveDecodingDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Formats/ImageFormatsDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Formats/VideoDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Integration/NukePixDecoder.swift1// The MIT License (MIT)COMMENT
LOWDemo/Integration/NukePixDecoder.swift21/// ```COMMENT
LOWDemo/Integration/CustomDecoderDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Lab/PriorityCoalescingDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Lab/PriorityCoalescingDemo.swift21/// slots and a loader that takes a couple of seconds per photo. The counterCOMMENT
LOWDemo/Lab/PriorityCoalescingDemo.swift441/// - A download joins the back of its line.COMMENT
LOWDemo/Performance/DecompressionDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Performance/DecompressionDemo.swift21/// `UIImage(data:)` doesn't decode a JPEG. It reads the header and leaves theCOMMENT
LOWDemo/Performance/PrefetchingDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Essentials/ImageProcessingDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Essentials/UIKitViewsDemo.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/DemoImageHeader.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/DemoAutoScroll.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/DemoUI.swift361 }COMMENT
LOWDemo/Helpers/DemoErrorText.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/PacedDataLoader.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/PacedDataLoader.swift21/// documentation of ``DataLoading`` and calls nothing after a cancel. TheCOMMENT
LOWDemo/Helpers/DemoImages.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/PhotoGridViewController.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/ThrottledDataLoader.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Fixtures/DemoFixtureRenderer.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Fixtures/DemoFixtureStore.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Fixtures/DemoFixture.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Fixtures/DemoFixture.swift21///COMMENT
LOWDemo/Helpers/Fixtures/DemoFixtureLoader.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Fixtures/DemoFixtureLoader.swift21/// **HTTP.** It answers the way a server that supports range requests does,COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Caches.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Caches.swift21 var imageCacheCount = 0COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Events.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Events.swift21 enum Kind: Sendable {COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Events.swift41 ///COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Decorators.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift21// The one thing it changes is where fixtures come from. A request for aCOMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift41// - Any decoder other than the ones Nuke ships, on a pipeline that doesn'tCOMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift161 registry.withLock { registry inCOMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift261 }COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift401COMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe.swift421 }COMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift21 var label = ""COMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift41 /// From `imageTaskCreated` to the `.finished` event, for the tasks thatCOMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift61 /// The tasks whose image was decoded from the disk cache (`DataCaching`):COMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift81 /// as `DataCachePolicy` decides.COMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift101 /// `DataLoader`, whose cancel the probe doesn't see, and which alwaysCOMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift121 /// With diagnostics off, only the decoders that ship with Nuke are timed:COMMENT
LOWDemo/Helpers/Probe/DemoPipelineDiagnostics.swift141 /// but for the ones of `.skipDataLoadingQueue` requests, which hold noCOMMENT
LOWDemo/Helpers/Probe/DemoPipelineProbe+Counters.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/HUD/DemoHUDView.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/HUD/DemoHUDView.swift81 // room the card is free to be dragged through – stays out ofCOMMENT
LOWDemo/Helpers/HUD/DemoFootprint.swift1// The MIT License (MIT)COMMENT
LOWDemo/Helpers/HUD/DemoHUDCharts.swift1// The MIT License (MIT)COMMENT
306 more matches not shown…
Decorative Section Separators10 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUM.scripts/ci.sh28# ── Job matrix ────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh64# ── Arguments ─────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh74# ── Colors ────────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh86# ── Helpers ───────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh193# ── Progress line ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh270# ── Results ───────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh392# ── Job runner ────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh526# ── List mode ─────────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh543# ── Job selection ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.scripts/ci.sh560# ── Run ───────────────────────────────────────────────────────────────────────COMMENT
Fake / Example Data6 hits · 6 pts
SeverityFileLineSnippetContext
LOWCHANGELOG.md976 .placeholder { Image("placeholder") }CODE
LOWDocumentation/Nuke.docc/Essentials/uikit.md40options.placeholder = UIImage(named: "placeholder")CODE
LOWDocumentation/Nuke.docc/Essentials/objective-c.md136 placeholder:[UIImage imageNamed:@"placeholder"]CODE
LOW…cumentation/NukeExtensions.docc/ImageViewExtensions.md42 placeholder: UIImage(named: "placeholder"),CODE
LOW…cumentation/NukeExtensions.docc/ImageViewExtensions.md55options.placeholder = UIImage(named: "placeholder")CODE
LOW…sts/DocumentationSnippets/Snippets/UIKitSnippets.swift45 options.placeholder = UIImage(named: "placeholder")CODE
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWSources/Nuke/Pipeline/ImagePipeline.swift110 /// Example usage:COMMENT