AI Slop Code RIsk Monitor

kyleneideck/BackgroundMusic

Background Music, a macOS audio utility: automatically pause your music, set individual apps' volumes and record system audio.

8.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for kyleneideck/BackgroundMusic, a C++ project with 19,331 GitHub stars. SynthScan examined 53,098 lines of code across 257 source files, recording 395 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 8.7 (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.

8.7
Adjusted Signal
8.7
Raw Pattern Score
100%
Time Factor
2026-06-10
Last Push
19.3K
Stars
C++
Language
53.1K
Lines of Code
257
Files
395
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 34.7/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 391 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 34.9/100 · MEDIUM

Which changes need focused human review? 395 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 5MEDIUM 18LOW 372

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 395 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 Block369 hits · 369 pts
SeverityFileLineSnippetContext
LOWuninstall.sh1#!/bin/bashCOMMENT
LOWbuild_and_install.sh1#!/bin/bashCOMMENT
LOWbuild_and_install.sh21#COMMENT
LOWbuild_and_install.sh821COMMENT
LOWpackage.sh1#!/bin/bashCOMMENT
LOWpackage.sh21#COMMENT
LOWpackage.sh81COMMENT
LOWBGMDriver/BGMDriver/BGM_PlugInInterface.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_PlugInInterface.cpp21// Copyright (C) 2013 Apple Inc. All Rights Reserved.COMMENT
LOWBGMDriver/BGMDriver/BGM_NullDevice.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_NullDevice.cpp21//COMMENT
LOWBGMDriver/BGMDriver/BGM_NullDevice.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_NullDevice.h21//COMMENT
LOWBGMDriver/BGMDriver/BGM_XPCHelper.m1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_XPCHelper.m21// Copyright © 2020 Aleksey YurkevichCOMMENT
LOWBGMDriver/BGMDriver/BGM_AbstractDevice.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_AbstractDevice.cpp261 CAException(kAudioHardwareBadPropertySizeError),COMMENT
LOWBGMDriver/BGMDriver/BGM_AudibleState.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_AudibleState.cpp21// Copyright © 2016 Josh JunonCOMMENT
LOWBGMDriver/BGMDriver/BGM_AudibleState.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_AudibleState.h21//COMMENT
LOWBGMDriver/BGMDriver/BGM_Control.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_Stream.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_Stream.cpp21//COMMENT
LOWBGMDriver/BGMDriver/BGM_VolumeControl.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_PlugIn.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_PlugIn.cpp21// Copyright (C) 2013 Apple Inc. All Rights Reserved.COMMENT
LOWBGMDriver/BGMDriver/BGM_Object.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_Object.h21// Copyright (C) 2013 Apple Inc. All Rights Reserved.COMMENT
LOWBGMDriver/BGMDriver/BGM_Object.h41// TODO: Update the large comment below to reflect what was removed from SA_Object.h? It hasn'tCOMMENT
LOWBGMDriver/BGMDriver/BGM_Object.h61// its base class is kAudioBooleanControlClassID.COMMENT
LOWBGMDriver/BGMDriver/BGM_Object.h81// object. This also means taking care to handle the Deactivation of owned objects. For example, anCOMMENT
LOWBGMDriver/BGMDriver/BGM_Object.h101// This class also defines methods to implement the portion of theCOMMENT
LOWBGMDriver/BGMDriver/BGM_MuteControl.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_MuteControl.h21//COMMENT
LOWBGMDriver/BGMDriver/BGM_Device.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_Device.cpp21// Copyright © 2017 Andrew TonnerCOMMENT
LOWBGMDriver/BGMDriver/BGM_Device.cpp41#include "CAException.h"COMMENT
LOWBGMDriver/BGMDriver/BGM_Device.cpp661 outDataSize = sizeof(UInt32);COMMENT
LOWBGMDriver/BGMDriver/BGM_XPCHelper.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_XPCHelper.h21//COMMENT
LOWBGMDriver/BGMDriver/BGM_AbstractDevice.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_TaskQueue.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_TaskQueue.cpp21//COMMENT
LOWBGMDriver/BGMDriver/BGM_Object.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_Object.cpp21// Copyright (C) 2013 Apple Inc. All Rights Reserved.COMMENT
LOWBGMDriver/BGMDriver/BGM_Stream.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_Stream.h21// An input or output audio stream. Each stream belongs to a device (see BGM_AbstractDevice), whichCOMMENT
LOWBGMDriver/BGMDriver/BGM_MuteControl.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_MuteControl.cpp21//COMMENT
LOWBGMDriver/BGMDriver/BGM_TaskQueue.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_TaskQueue.h21//COMMENT
LOWBGMDriver/BGMDriver/BGM_TaskQueue.h141 CAPThread mRealTimeThread;COMMENT
LOWBGMDriver/BGMDriver/BGM_TaskQueue.h161 semaphore_t mRealTimeThreadSyncTaskCompletedSemaphore;COMMENT
LOWBGMDriver/BGMDriver/BGM_Control.h1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_VolumeControl.cpp1// This file is part of Background Music.COMMENT
LOWBGMDriver/BGMDriver/BGM_VolumeControl.cpp21// Copyright (C) 2013 Apple Inc. All Rights Reserved.COMMENT
LOWBGMDriver/BGMDriver/BGM_VolumeControl.cpp381 // Apply the amount of gain/loss for the current volume to the audio signal by multiplyingCOMMENT
LOWBGMDriver/BGMDriver/BGM_VolumeControl.cpp421 // device (more specifically, a linear mapping of it onto [0,1]) or macOS's volume slidersCOMMENT
LOWBGMDriver/BGMDriver/BGM_PlugIn.h1// This file is part of Background Music.COMMENT
309 more matches not shown…
Self-Referential Comments14 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUMuninstall.sh4# This file is part of Background Music.COMMENT
MEDIUMbuild_and_install.sh4# This file is part of Background Music.COMMENT
MEDIUMpackage.sh4# This file is part of Background Music.COMMENT
MEDIUMBGMDriver/BGMDriver/quick_install.sh4# This file is part of Background Music.COMMENT
MEDIUMBGMApp/BGMApp/_uninstall-non-interactive.sh4# This file is part of Background Music.COMMENT
MEDIUMBGMApp/BGMAppTests/UITests/skip-ui-tests.py3# This file is part of Background Music.COMMENT
MEDIUMBGMApp/BGMXPCHelper/post_install.sh4# This file is part of Background Music.COMMENT
MEDIUMBGMApp/BGMXPCHelper/post_install.sh98# Create an unprivileged user for BGMXPCHelper to run as.COMMENT
MEDIUMBGMApp/BGMXPCHelper/post_install.sh120 # Create the group.COMMENT
MEDIUMBGMApp/BGMXPCHelper/post_install.sh125 # Create the user.COMMENT
MEDIUMBGMApp/BGMXPCHelper/safe_install_dir.sh4# This file is part of Background Music.COMMENT
MEDIUMBGMApp/BGMXPCHelper/safe_install_dir.sh150# Create the installation directory if it doesn't exist already.COMMENT
MEDIUMImages/generate_icon_pngs.sh4# This file is part of Background Music.COMMENT
MEDIUMSharedSource/Scripts/set-version.sh3# This file is part of Background Music.COMMENT
Synthetic Comment Markers5 hits · 38 pts
SeverityFileLineSnippetContext
HIGHBGMDriver/BGMDriver/BGM_Device.cpp551 // fill out the list with as many objects as requested, which is everythingCOMMENT
HIGHBGMDriver/BGMDriver/BGM_Device.cpp700 // fill out the list with as many objects as requestedCOMMENT
HIGHBGMDriver/BGMDriver/BGM_Device.cpp718 // fill out the list with as many objects as requestedCOMMENT
HIGHBGMDriver/BGMDriver/BGM_Device.cpp732 // fill out the list with as many objects as requestedCOMMENT
HIGHBGMDriver/BGMDriver/BGM_Device.cpp759 // fill out the list with as many objects as requestedCOMMENT
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMpackage.sh55# --------------------------------------------------COMMENT
MEDIUMpackage.sh140# --------------------------------------------------COMMENT
MEDIUMpackage.sh153# --------------------------------------------------COMMENT
MEDIUMpackage.sh220# --------------------------------------------------COMMENT
AI Slop Vocabulary2 hits · 3 pts
SeverityFileLineSnippetContext
LOWBGMDriver/BGMDriver/quick_install.sh91 # The path to the release build was set, so just set it as the build we're installingCOMMENT
LOWBGMDriver/BGMDriver/quick_install.sh94 # The path to the debug build was set, so just set it as the build we're installingCOMMENT
Redundant / Tautological Comments1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbuild_and_install.sh217 exec 3<&- # Close the file descriptor.CODE