AI Slop Code Risk Monitor

CarGuo/GSYVideoPlayer

Name: CarGuo/GSYVideoPlayer — Java Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

Video players (IJKplayer, ExoPlayer, MediaPlayer), HTTPS, 16k page size, danmaku (bullet chat) support, external subtitles, support for filters, watermarks, and GIF screenshots, pre-roll and mid-roll ads, multiple simultaneous playback, basic seeking/dragging, volume and brightness adjustment, play-while-cache support

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for CarGuo/GSYVideoPlayer, a Java project with 21,526 GitHub stars. SynthScan examined 95,221 lines of code across 614 source files, recording 40 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 1.0 (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.

1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-10

Last Push

21.5K

Stars

Java

Language

95.2K

Lines of Code

614

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 2.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.7/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

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

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 40 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 2HIGH 5MEDIUM 5LOW 28

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 40 distinct pattern matches across 8 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.

Cross-Language Confusion5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH	tests/rtsp-session/run_host_tests.py	64	public void drain(){while(true){Job j=jobs.stream().filter(x->x.at<=now).min(Comparator.<Job>comparingLong(x->x.at).the	CODE
HIGH⚡	tests/rtsp-session/run_host_tests.py	75	put('com/shuyu/gsyvideoplayer/cache/CacheFactory.java','package com.shuyu.gsyvideoplayer.cache; public class CacheFactor	CODE
HIGH⚡	tests/rtsp-session/run_host_tests.py	76	put('com/shuyu/gsyvideoplayer/cast/CastCapability.java','package com.shuyu.gsyvideoplayer.cast; public class CastCapabil	CODE
HIGH⚡	tests/rtsp-session/run_host_tests.py	79	put('com/shuyu/gsyvideoplayer/player/PlayerFactory.java','package com.shuyu.gsyvideoplayer.player; public class PlayerFa	CODE
HIGH	tests/rtsp-session/run_host_tests.py	93	public int getVideoDecoder(){return decoder;} public MediaInfo getMediaInfo(){return null;}	CODE

Over-Commented Block25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	module-lite-more.sh	41	export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --enable-swscale"	COMMENT
LOW	module-lite-more.sh	181		COMMENT
LOW	module-lite-more.sh	201	# export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --yasmexe=EXE"	COMMENT
LOW	module-lite-more.sh	221	# export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --progs-suffix=SUFFIX"	COMMENT
LOW	module-lite-more.sh	241	# export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --disable-sse2"	COMMENT
LOW	module-lite-more.sh	261		COMMENT
LOW	module-lite.sh	41	export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --enable-swscale"	COMMENT
LOW	module-lite.sh	161	# External library support:	COMMENT
LOW	module-lite.sh	181	# export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --cc=CC"	COMMENT
LOW	module-lite.sh	201	# export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --arch=ARCH"	COMMENT
LOW	module-lite.sh	221	# export COMMON_FF_CFG_FLAGS="$COMMON_FF_CFG_FLAGS --disable-sse3"	COMMENT
LOW	module-lite.sh	241	# Developer options (useful when working on FFmpeg itself):	COMMENT
LOW	…n/java/tv/danmaku/ijk/media/exo2/demo/EventLogger.java	141	// Log.d(TAG, "Tracks []");	COMMENT
LOW	…n/java/tv/danmaku/ijk/media/exo2/demo/EventLogger.java	161	// + Format.toLogString(trackGroup.getFormat(trackIndex))	COMMENT
LOW	…n/java/tv/danmaku/ijk/media/exo2/demo/EventLogger.java	181	// // Log tracks not associated with a renderer.	COMMENT
LOW	…in/java/com/example/gsyvideoplayer/GSYApplication.java	41		COMMENT
LOW	…main/java/com/example/gsyvideoplayer/DetailPlayer.java	121	// list.add(videoOptionModel);	COMMENT
LOW	…e/gsyvideoplayer/exosubtitle/GSYExoSubTitlePlayer.java	81	// = new MediaItem.SubtitleConfiguration.Builder(Uri.parse(mSubTitile))	COMMENT
LOW	…yer/compose/host/MultiWindowParallelComposeActivity.kt	61	@OptIn(ExperimentalMaterial3Api::class)	COMMENT
LOW	…ay/src/main/java/com/shuyu/aliplay/AliMediaPlayer.java	341	// //播放器加载回调	COMMENT
LOW	…com/shuyu/gsyvideoplayer/utils/AnimatedGifEncoder.java	1001	//	COMMENT
LOW	…com/shuyu/gsyvideoplayer/utils/AnimatedGifEncoder.java	1041		COMMENT
LOW	…com/shuyu/gsyvideoplayer/utils/AnimatedGifEncoder.java	1061	//	COMMENT
LOW	…/gsyvideoplayer/compose/native_/GSYPlayerController.kt	641	return GSYVideoManager.backFromWindowFull(activity)	COMMENT
LOW	…u/gsyvideoplayer/compose/native_/GSYGestureModifier.kt	21	import androidx.compose.ui.platform.LocalView	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…m/example/gsyvideoplayer/video/DanmakuVideoPlayer.java	248	mDanmakuView.setCallback(new master.flame.danmaku.controller.DrawHandler.Callback() {	CODE
CRITICAL	…ample/gsyvideoplayer/utils/ScrollCalculatorHelper.java	187	if (!com.shuyu.gsyvideoplayer.utils.CommonUtil.isWifiConnected(context)) {	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…eoplayer/compose/host/SwitchSeamlessComposeActivity.kt	64	// Compose 端 seamless 切换的精髓：同一 GSYPlayerController 在 list / detail 两个 Composable	COMMENT
MEDIUM	…eoplayer/compose/host/SwitchSeamlessComposeActivity.kt	137	// 同一 controller 在列表缩略图位置 attach：seamless 起点	COMMENT
MEDIUM	…eoplayer/compose/host/SwitchSeamlessComposeActivity.kt	175	// 同一 controller 在 detail 大屏位置 attach：seamless 终点	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	module-lite-more.sh	3	#--------------------	COMMENT
MEDIUM	module-lite.sh	3	#--------------------	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…java/tv/danmaku/ijk/media/exo2/IjkExo2MediaPlayer.java	236	// TODO: implement	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/src/main/java/io/antmedia/rtmp_client/RtmpClient.java	346	* closes the connection. Don't forget to call	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/tls-native/run_device_check.py	32		CODE