0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

35.8K

Stars

Java

Language

474.0K

Lines of Code

2.6K

Files

116

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 107 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 2.3/100 · LOW

Which changes need focused human review? 116 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 9HIGH 0MEDIUM 10LOW 97

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 116 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.

Hallucination Indicators9 hits · 120 pts

Severity	File	Line	Snippet	Context
CRITICAL	…kovsoft/smartyoutubetv2/tv/ui/main/SplashActivity.java	52	// NullPointerException: Attempt to invoke virtual method 'void com.android.server.wm.DisplayContent.moveSta	COMMENT
CRITICAL	…layerglue/tooltips/ControlButtonPresenterSelector.java	101	// Used inside: com.liskovsoft.smartyoutubetv2.tv.ui.mod.leanback.playerglue.tweaks.ControlBarPresenter.ViewHold	COMMENT
CRITICAL	…layerglue/tooltips/ControlButtonPresenterSelector.java	102	// Restore focus: com.liskovsoft.smartyoutubetv2.tv.ui.mod.leanback.playerglue.tweaks.ControlBar.onRequestFocusI	COMMENT
CRITICAL	…artyoutubetv2/tv/presenter/ChannelHeaderPresenter.java	296	com.liskovsoft.sharedutils.mylogger.Log.i(TAG, "speech recognition is now active");	CODE
CRITICAL	…artyoutubetv2/tv/presenter/ChannelHeaderPresenter.java	302	com.liskovsoft.sharedutils.mylogger.Log.d(TAG, "rms is now: " + value);	CODE
CRITICAL⚡	…artyoutubetv2/tv/presenter/ChannelHeaderPresenter.java	313	com.liskovsoft.sharedutils.mylogger.Log.i(TAG, "partial result: " + result);	CODE
CRITICAL⚡	…artyoutubetv2/tv/presenter/ChannelHeaderPresenter.java	321	com.liskovsoft.sharedutils.mylogger.Log.i(TAG, "result: " + result);	CODE
CRITICAL⚡	…artyoutubetv2/tv/presenter/ChannelHeaderPresenter.java	328	com.liskovsoft.sharedutils.mylogger.Log.e(TAG, "Speech recognition is not available on this device!");	CODE
CRITICAL	…le/android/exoplayer2/offline/DownloadManagerTest.java	765	this.blocker = new com.google.android.exoplayer2.util.ConditionVariable();	CODE

Over-Commented Block92 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	…tyoutubetv2/tv/ui/playback/actions/TwoStateAction.java	81	mBoundAction = boundAction;	COMMENT
LOW	…ovsoft/smartyoutubetv2/tv/ui/main/MainApplication.java	161	private boolean shouldIgnore(Throwable e) {	COMMENT
LOW	…nback/preference/LeanbackPreferenceDialogFragment.java	41	// super.onCreate(savedInstanceState);	COMMENT
LOW	…m/google/android/exoplayer2/ExoPlayerImplInternal.java	1601	RendererConfiguration oldConfig = oldTrackSelectorResult.rendererConfigurations[i];	COMMENT
LOW	…/android/exoplayer2/video/MediaCodecVideoRenderer.java	1461	} else {	COMMENT
LOW	…ndroid/exoplayer2/source/ConcatenatingMediaSource.java	781	DeferredTimeline.createWithRealTimeline(timeline, DeferredTimeline.DUMMY_ID);	COMMENT
LOW	…/android/exoplayer2/source/ProgressiveMediaPeriod.java	781	return true;	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	301	// if (representationHolder.segmentIndex == null) {	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	361	// FIX: fire ending event on a video end	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	381	//long lastAvailableSegmentNum =	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	401	// // The segment is beyond the end of the period.	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	461	// The null check avoids overwriting an index obtained from the manifest with one obtained	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	501		COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	601	//baseUrl = Utils.updateQuery(baseUrl, "rn", sabrStream.getIncSabrRequestNumber());	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	721	representationHolder.extractorWrapper);	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	741	// long endTimeUs = representationHolder.getSegmentEndTimeUs(firstSegmentNum + segmentCount - 1);	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	761	// 0,	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	821	}	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	841	// long lastAvailableSegmentNum) {	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	921		COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	941	//if (oldIndexSegmentCount == 0) {	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	961	// // live window and can't proceed.	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	981	// return new RepresentationHolder(	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	1001	//	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	1021	// getFirstSegmentNum(), getSegmentNum(liveEdgeTimeInPeriodUs - bufferDepthUs));	COMMENT
LOW	…oid/exoplayer2/source/sabr/DefaultSabrChunkSource.java	1061	TrackOutput playerEmsgTrackOutput,	COMMENT
LOW	…id/exoplayer2/source/sabr/manifest/Representation.java	221	@Override	COMMENT
LOW	…id/exoplayer2/source/sabr/manifest/Representation.java	241	//}	COMMENT
LOW	…droid/exoplayer2/source/sabr/parser/SabrProcessor.java	141	//}	COMMENT
LOW	…droid/exoplayer2/source/sabr/parser/SabrProcessor.java	341	// if (segment.contentLengthEstimated) {	COMMENT
LOW	…roid/exoplayer2/source/sabr/parser/ump/UMPDecoder.java	61	return result;	COMMENT
LOW	…roid/exoplayer2/source/sabr/parser/ump/UMPDecoder.java	81	// int shift = payloadBits;	COMMENT
LOW	….6/extensions/opus/src/main/jni/convert_android_asm.sh	1	#!/bin/bash	COMMENT
LOW	…ns/vp9/src/main/jni/generate_libvpx_android_configs.sh	1	#!/bin/bash	COMMENT
LOW	…/main/java/androidx/fragment/app/FragmentActivity.java	101	// request index (see above). Unfortunately we can't just call	COMMENT
LOW	…in/java/androidx/fragment/app/FragmentManagerImpl.java	221	&& isPrimaryNavigation(parentFragmentManager.mParent);	COMMENT
LOW	…va/androidx/leanback/widget/VerticalGridPresenter.java	61	}	COMMENT
LOW	…in/java/androidx/leanback/widget/ListRowPresenter.java	261	ibh.mItem, mRowViewHolder, (ListRow) mRowViewHolder.mRow);	COMMENT
LOW	…n/java/androidx/leanback/widget/GridLayoutManager.java	2341	// NullPointerException: Attempt to invoke virtual method 'android.view.ViewGroup$LayoutParams android.v	COMMENT
LOW	…t/smartyoutubetv2/common/misc/GlobalKeyTranslator.java	21		COMMENT
LOW	…artyoutubetv2/common/misc/BackupAndRestoreManager.java	161	//if (mSharedPrefsDir.isDirectory() && !FileHelpers.isEmpty(mSharedPrefsDir)) {	COMMENT
LOW	…models/playback/controllers/VideoLoaderController.java	561	current.nextMediaItem = SimpleMediaItem.from(randomMetadata);	COMMENT
LOW	…/app/models/playback/controllers/RemoteController.java	441	//if (getActivity() != null && mRemoteControlData.isFinishOnDisconnectEnabled()) {	COMMENT
LOW	…/models/playback/controllers/VideoStateController.java	261	// mTempVideoFormat = null;	COMMENT
LOW	…t/smartyoutubetv2/common/app/models/data/Playlist.java	161	}	COMMENT
LOW	…n/app/presenters/settings/PlayerSettingsPresenter.java	401	options.add(UiOptionItem.from(getContext().getString(R.string.player_disable_suggestions),	COMMENT
LOW	…n/app/presenters/settings/PlayerSettingsPresenter.java	521	// // OkHttp is the only engine that supports custom DNS	COMMENT
LOW	…n/app/presenters/settings/PlayerSettingsPresenter.java	661	// Disabled inside RetrofitHelper	COMMENT
LOW	…/app/presenters/settings/GeneralSettingsPresenter.java	521	// getContext().getString(R.string.time_format_24),	COMMENT
LOW	…app/presenters/settings/SubtitleSettingsPresenter.java	41	// String subtitlesDisabled = getContext().getString(R.string.subtitles_disabled);	COMMENT
LOW	…common/app/presenters/dialogs/BootDialogPresenter.java	41	}	COMMENT
LOW	…on/app/presenters/dialogs/menu/VideoMenuPresenter.java	921	MessageHelpers.showMessage(getContext(),	COMMENT
LOW	…utubetv2/common/autoframerate/AutoFrameRateHelper.java	221	// return;	COMMENT
LOW	…youtubetv2/common/exoplayer/ExoMediaSourceFactory.java	321	return dataSourceFactory;	COMMENT
LOW	…youtubetv2/common/exoplayer/ExoMediaSourceFactory.java	341	// }	COMMENT
LOW	…youtubetv2/common/exoplayer/ExoMediaSourceFactory.java	441	// @Override	COMMENT
LOW	…youtubetv2/common/exoplayer/ExoMediaSourceFactory.java	461	// minUpdateTimeMs,	COMMENT
LOW	…v2/common/exoplayer/selector/TrackSelectorManager.java	161	// Won't help: renderer.sortedTracks = Collections.synchronizedSortedSet(new TreeSet<>(new MediaTrackFormatCompa	COMMENT
LOW	…v2/common/exoplayer/selector/TrackSelectorManager.java	261	}	COMMENT
LOW	…v2/common/exoplayer/selector/TrackSelectorManager.java	621	//for (MediaTrack[] trackGroup : trackGroupList) {	COMMENT
32 more matches not shown…

AI Slop Vocabulary11 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	…betv2/tv/ui/channeluploads/ChannelUploadsFragment.java	43	// Not robust. Because tab content often changed after reloading.	COMMENT
MEDIUM	…/java/com/google/android/exoplayer2/ui/PlayerView.java	498	// surface is attached. This is significantly more efficient and achieves a more seamless	COMMENT
LOW	…gle/android/exoplayer2/audio/DefaultAudioSinkTest.java	38	* data (i.e., the {@link android.media.AudioTrack#write} methods just return 0), so these tests are	COMMENT
MEDIUM	…xoplayer2/trackselection/DefaultTrackSelectorTest.java	1503	// Should do non-seamless adaptiveness by default, so expect an adaptive selection.	COMMENT
MEDIUM	…xoplayer2/trackselection/DefaultTrackSelectorTest.java	1516	// If we explicitly disable non-seamless adaptiveness, expect a fixed selection.	COMMENT
MEDIUM	…m/google/android/exoplayer2/ExoPlayerImplInternal.java	1605	// be seamless.	COMMENT
MEDIUM	…m/google/android/exoplayer2/decoder/SimpleDecoder.java	226	// This can occur if a sample is malformed in a way that the decoder is not robust against.	COMMENT
MEDIUM	…t/smartyoutubetv2/common/misc/MediaServiceManager.java	143	// NOTE: Load suggestions from mediaItem isn't robust. Because playlistId may be initialized from RemoteControlM	COMMENT
MEDIUM	…models/playback/controllers/SuggestionsController.java	254	// NOTE: Load suggestions from mediaItem isn't robust. Because playlistId may be initialized from RemoteControlM	COMMENT
MEDIUM	…app/presenters/settings/SubtitleSettingsPresenter.java	29	// Can't work properly. There is no robust language detection.	COMMENT
MEDIUM	…ubetv2/common/exoplayer/selector/track/AudioTrack.java	41	// Compare by language isn't robust since language set may not contain target language	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…m/google/android/exoplayer2/drm/DefaultDrmSession.java	462	private class PostResponseHandler extends Handler {	CODE
LOW	…m/google/android/exoplayer2/drm/DefaultDrmSession.java	490	private class PostRequestHandler extends Handler {	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…rtyoutubetv2/tv/presenter/base/LongClickPresenter.java	17	* Don't forget to call this method in descendants!	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/google/android/exoplayer2/text/cea/Cea608Decoder.java	559	// TODO: implement	COMMENT

yuliskov/SmartTube

Open-Source Code Quality, Security and Technical Debt Review