AI Slop Code Risk Monitor

linearmouse/linearmouse

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

The mouse and trackpad utility for Mac.

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for linearmouse/linearmouse, a Swift project with 7,095 GitHub stars. SynthScan examined 87,393 lines of code across 422 source files, recording 35 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-10-26
Last Push
7.1K
Stars
Swift
Language
87.4K
Lines of Code
422
Files
35
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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 34 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · 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 2.3/100 · LOW

Which changes need focused human review? 35 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 1MEDIUM 0LOW 34

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 35 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 Block34 hits · 34 pts
SeverityFileLineSnippetContext
LOW…earMouse/UI/PointerSettings/PointerSettingsState.swift1// MIT LicenseCOMMENT
LOW…rMouse/EventTransformer/GestureButtonTransformer.swift241 guard magnitude >= threshold else {COMMENT
LOW…rMouse/EventTransformer/GestureButtonTransformer.swift261// log: Self.log,COMMENT
LOWLinearMouse/Model/Configuration/Scheme/Scheme.swift1// MIT LicenseCOMMENT
LOW…se/Device/LogitechSettings/LogitechDeviceSession.swift121COMMENT
LOW…evice/InputReportHandlers/ElecomTrackballHandler.swift1// MIT LicenseCOMMENT
LOWModules/KeyKit/Sources/KeyKitC/KeyKitC.m1//COMMENT
LOWModules/KeyKit/Sources/KeyKitC/include/KeyKitC.h1//COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSTile.h1//COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSSurface.h1//COMMENT
LOW…es/KeyKit/Sources/KeyKitC/CGSInternal/CGSTransitions.h21 *COMMENT
LOW…ules/KeyKit/Sources/KeyKitC/CGSInternal/CGSWorkspace.h21 *COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSHotKeys.h21 *COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSMisc.h21 *COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSWindow.h301CG_EXTERN CGError CGSCopyWindowClipShape(CGSConnectionID cid, CGWindowID wid, CGSRegionRef *outRegion);COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSWindow.h421///COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSWindow.h541/// with 32-bit clients by requiring 2 32-bit options tags to be specified. The first entry in theCOMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSCursor.h41 CGSCursorMove = 5,COMMENT
LOW…dules/KeyKit/Sources/KeyKitC/CGSInternal/CGSInternal.h21 *COMMENT
LOW…dules/KeyKit/Sources/KeyKitC/CGSInternal/CGSInternal.h41#include "CGSCursor.h"COMMENT
LOW…dules/KeyKit/Sources/KeyKitC/CGSInternal/CGSCIFilter.h41///COMMENT
LOW…les/KeyKit/Sources/KeyKitC/CGSInternal/CGSConnection.h21 *COMMENT
LOW…les/KeyKit/Sources/KeyKitC/CGSInternal/CGSConnection.h61COMMENT
LOW…les/KeyKit/Sources/KeyKitC/CGSInternal/CGSConnection.h81COMMENT
LOW…les/KeyKit/Sources/KeyKitC/CGSInternal/CGSConnection.h121typedef void (*CGSConnectionDeathNotificationProc)(CGSConnectionID cid);COMMENT
LOW…les/KeyKit/Sources/KeyKitC/CGSInternal/CGSConnection.h141/// Because the Universal Owner owns every window under this connection, it can manipulate themCOMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSSession.h21 *COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSSession.h41COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSDevice.h1//COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSSpace.h1//COMMENT
LOWModules/KeyKit/Sources/KeyKitC/CGSInternal/CGSEvent.h1//COMMENT
LOWModules/DockKit/Sources/DockKitC/DockKitC.m1//COMMENT
LOW…kKit/Sources/DockKitC/include/ApplicationServicesSPI.h1//COMMENT
LOWModules/PointerKit/Sources/PointerKitC/PointerKitC.m1//COMMENT
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHDocumentation/translate-xcstrings.md22export OPENROUTER_API_KEY="your-api-key"CODE