0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

4.5K

Stars

Java

Language

579.0K

Lines of Code

2.6K

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 55 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 16HIGH 1MEDIUM 9LOW 29

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 55 distinct pattern matches across 11 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.

Hallucination Indicators16 hits · 160 pts

Severity	File	Line	Snippet	Context
CRITICAL	…teraction/nativeplaylistqueue/QueueSaveBoundaryTest.kt	28	val protobuf = File(GeneratedMessageLite::class.java.protectionDomain.codeSource.location.toURI())	CODE
CRITICAL	…teraction/nativeplaylistqueue/PlaylistQueueApkBuild.kt	539	com.android.tools.smali.dexlib2.AccessFlags.PUBLIC.isSet(it.accessFlags) &&	CODE
CRITICAL	…action/nativeplaylistqueue/QueueRuntimeBoundaryTest.kt	129	val protobuf = File(GeneratedMessageLite::class.java.protectionDomain.codeSource.location.toURI())	CODE
CRITICAL	…action/nativeplaylistqueue/QueueRuntimeBoundaryTest.kt	469	public static boolean isEnabled() { return app.morphe.extension.youtube.settings.Settings.QUEUE_TYPE	CODE
CRITICAL	…action/nativeplaylistqueue/QueueRuntimeBoundaryTest.kt	549	app.morphe.extension.youtube.patches.utils.FlyoutUtils.stock.add(	CODE
CRITICAL	…action/nativeplaylistqueue/QueueRuntimeBoundaryTest.kt	807	&& app.morphe.extension.youtube.patches.utils.FlyoutUtils.video.equals("LMNOPQRSTUV"),	CODE
CRITICAL	…ion/nativeplaylistqueue/QueueFullscreenBoundaryTest.kt	102	app.morphe.extension.shared.Utils.expiration.run();	CODE
CRITICAL	…p/morphe/patches/music/misc/gms/GmsCoreSupportPatch.kt	34	app.morphe.patches.shared.misc.gms.gmsCoreSupportResourcePatch(	CODE
CRITICAL	…e/extension/music/patches/ForceOriginalAudioPatch.java	12	app.morphe.extension.shared.patches.ForceOriginalAudioPatch.setEnabled(	CODE
CRITICAL	…ension/music/patches/spoof/SpoofVideoStreamsPatch.java	25	app.morphe.extension.shared.spoof.SpoofVideoStreamsPatch.setClientsToUse(	CODE
CRITICAL	…ava/app/morphe/extension/youtube/series/HistoryUi.java	62	return app.morphe.extension.shared.ui.Dim.dp(n);	CODE
CRITICAL	…ava/app/morphe/extension/youtube/series/HistoryUi.java	66	return app.morphe.extension.shared.Utils.isDarkModeEnabled();	CODE
CRITICAL	…ava/app/morphe/extension/youtube/series/HistoryUi.java	405	String type = app.morphe.extension.youtube.shared.PlayerType.getCurrent().name();	CODE
CRITICAL	…extension/youtube/patches/ForceOriginalAudioPatch.java	12	app.morphe.extension.shared.patches.ForceOriginalAudioPatch.setEnabled(	CODE
CRITICAL	…sion/youtube/patches/spoof/SpoofVideoStreamsPatch.java	33	app.morphe.extension.shared.spoof.SpoofVideoStreamsPatch.setOfflineResponseResolver(	CODE
CRITICAL	…sion/youtube/patches/spoof/SpoofVideoStreamsPatch.java	60	app.morphe.extension.shared.spoof.SpoofVideoStreamsPatch.setClientsToUse(	CODE

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/scripts/send_fcm.py	34	# ── Read environment ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/send_fcm.py	78	# ── Parse Service Account ──────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/send_fcm.py	92	# ── Build and sign JWT ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/send_fcm.py	125	# ── Exchange JWT for OAuth2 access token ──────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/send_fcm.py	144	# ── Build FCM message payload ──────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/send_fcm.py	161	# ── Send FCM request ───────────────────────────────────────────────────────────	COMMENT

Verbosity Indicators5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/crowdin_pull.yml	46	# Step 1: Checkout crowdin branch to run checks on it	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	57	# Step 2: Run string checks on the crowdin branch	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	63	# Step 3: Checkout dev branch to prepare for merging	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	71	# Step 4: Fetch the latest crowdin branch (already checked)	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	75	# Step 5: Squash merge crowdin into dev	COMMENT

Structural Annotation Overuse5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/crowdin_pull.yml	46	# Step 1: Checkout crowdin branch to run checks on it	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	57	# Step 2: Run string checks on the crowdin branch	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	63	# Step 3: Checkout dev branch to prepare for merging	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	71	# Step 4: Fetch the latest crowdin branch (already checked)	COMMENT
LOW⚡	.github/workflows/crowdin_pull.yml	75	# Step 5: Squash merge crowdin into dev	COMMENT

Redundant / Tautological Comments10 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…es/shared/misc/audio/tracks/ForceOriginalAudioPatch.kt	247	# Check if the audio track id is null.	STRING
LOW	…es/shared/misc/audio/tracks/ForceOriginalAudioPatch.kt	251	# Check if the player controller class is null.	STRING
LOW	…he/patches/shared/misc/spoof/SpoofVideoStreamsPatch.kt	303	# Check if player config contains android media lib config.	COMMENT
LOW	…hes/youtube/video/information/VideoInformationPatch.kt	334	# Check if the player controller class is null.	STRING
LOW⚡	…youtube/video/speed/custom/CustomPlaybackSpeedPatch.kt	280	# Check if the bottom sheet is available.	STRING
LOW⚡	…youtube/video/speed/custom/CustomPlaybackSpeedPatch.kt	286	# Check if the bottom sheet is available.	STRING
LOW⚡	…youtube/video/speed/custom/CustomPlaybackSpeedPatch.kt	291	# Check if the fragment ID is not null.	STRING
LOW	…outube/layout/buttons/navigation/NavigationBarPatch.kt	980	# Check if ProtoList is immutable or not.	STRING
LOW	…utube/layout/hide/general/HideLayoutComponentsPatch.kt	826	# Check if the setting is enabled and if the typed string is empty.	STRING
LOW	…be/layout/hide/relatedvideos/HideRelatedVideosPatch.kt	162	# Check if ProtoList is immutable or not.	STRING

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	50	\| [AI channel filter](#ai-channel-filter) \| Adds options to hide videos from channels flagged as AI-generated by the AiS	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…ches/shared/layout/branding/BaseCustomBrandingPatch.kt	401	// such as Android Auto, the app list of the system settings, the push	COMMENT
LOW	…outube/layout/hide/shorts/HideShortsComponentsPatch.kt	261	// endregion	COMMENT
LOW	…/app/morphe/patches/youtube/layout/theme/ThemePatch.kt	121	"yt_sys_color_baseline_light_menu_background",	COMMENT
LOW	…on/youtube/patches/OpenShortsInRegularPlayerPatch.java	41	}	COMMENT
LOW	…patches/voiceovertranslation/TranscriptTranslator.java	81	// translation is in progress. Remaining batches are skipped immediately.	COMMENT

Self-Referential Comments2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…utube/layout/hide/general/HideLayoutComponentsPatch.kt	837	# Create a new list to hold filtered search suggestions.	STRING
MEDIUM	…e/patches/playback/speed/CustomPlaybackSpeedPatch.java	358	// # Create main layout.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…p/morphe/patches/shared/misc/settings/SettingsPatch.kt	136	// Using two different preference files is the simplest and most robust solution.	COMMENT

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/send_fcm.py	114	except Exception as e:	CODE
LOW	.github/scripts/send_fcm.py	138	except Exception as e:	CODE
LOW	.github/scripts/send_fcm.py	186	except Exception:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/generate_patches_readme.py	16		CODE

MorpheApp/morphe-patches

Open-Source Code Quality, Security and Technical Debt Review