AI Slop Code Risk Monitor

xufuji456/FFmpegAndroid

Name: xufuji456/FFmpegAndroid — C 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).

FFmpeg实现视频裁剪、水印、转码、编解码、转Gif动图；FFmpeg本地推流、H264与RTMP实时推流直播；OpenGL滤镜特效，视频拍摄。音视频学习路线，音视频知识总结、流媒体协议

2.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for xufuji456/FFmpegAndroid, a C project with 5,894 GitHub stars. SynthScan examined 101,846 lines of code across 437 source files, recording 238 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 2.4 (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.

2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

5.9K

Stars

Language

101.8K

Lines of Code

437

Files

238

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 11.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 238 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 11.5/100 · LOW

Which changes need focused human review? 238 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 2MEDIUM 0LOW 236

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 238 distinct pattern matches across 4 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 Block234 hits · 225 pts

Severity	File	Line	Snippet	Context
LOW	…in/java/com/frank/ffmpeg/util/MediaFormatIdentify.java	161	// m4a: ftypM4A(66747970 4D3441)	COMMENT
LOW	…c/main/java/com/frank/ffmpeg/gif/BeautyGifEncoder.java	961		COMMENT
LOW	…c/main/java/com/frank/ffmpeg/gif/BeautyGifEncoder.java	1001	// algorithm D (vol. 3, sec. 6.4) along with G. Knott's relatively-prime	COMMENT
LOW	…c/main/java/com/frank/ffmpeg/gif/BeautyGifEncoder.java	1021	// code: A n_bits-bit integer. If == -1, then EOF. This assumes	COMMENT
LOW	app/src/main/cpp/ff_audio_player.h	1	//	COMMENT
LOW	app/src/main/cpp/media_transcode.cpp	1	//	COMMENT
LOW	app/src/main/cpp/video_filter.c	1	//	COMMENT
LOW	app/src/main/cpp/ffmpeg/cmdutils.h	21		COMMENT
LOW	app/src/main/cpp/ffmpeg/cmdutils.h	161	#define OPT_SUBTITLE 0x0200	COMMENT
LOW	app/src/main/cpp/ffmpeg/opt_common.c	21	#include "config.h"	COMMENT
LOW	app/src/main/cpp/ffmpeg/opt_common.c	41	#include "libavutil/version.h"	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg_opt.c	21	#include "config.h"	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg_opt.c	41		COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg.h	21		COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg.h	41	#include "libavutil/dict.h"	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg_demux.c	21		COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	1	/* Automatically generated by configure - do not modify! */	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	21	#else	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	41	#define ARCH_S390 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	61	#define HAVE_LDBRX 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	81	#define HAVE_SSE42 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	101	#define HAVE_ARMV6_EXTERNAL 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	121	#define HAVE_AVX512ICL_EXTERNAL 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	141	#define HAVE_MIPSDSP_EXTERNAL 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	161	#define HAVE_PPC4XX_INLINE 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	181	#define HAVE_XOP_INLINE 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	201	#define HAVE_FAST_CMOV 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	221	#define HAVE_CDIO_PARANOIA_H 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	241	#define HAVE_MALLOC_H 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	261	#define HAVE_CBRT 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	281	#define HAVE_POWF 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	301	#define HAVE_FCNTL 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	321	#define HAVE_LOCALTIME_R 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	341	#define HAVE_SETRLIMIT 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	361	#define HAVE_AS_OBJECT_ARCH 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	381	#define HAVE_KCMVIDEOCODECTYPE_HEVC 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	401	#define HAVE_STRUCT_IP_MREQ_SOURCE 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	421	#define HAVE_OPENCL_VAAPI_INTEL_MEDIA 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	441	#define CONFIG_ENCODE_VIDEO_EXAMPLE 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	461	#define CONFIG_LIBVIDSTAB 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	481	#define CONFIG_GNUTLS 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	501	#define CONFIG_LIBGSM 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	521	#define CONFIG_LIBRIST 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	541	#define CONFIG_LIBVPX 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	561	#define CONFIG_LIBXCB_SHM 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	581	#define CONFIG_AMF 0	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	601	#define CONFIG_RUNTIME_CPUDETECT 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	621	#define CONFIG_DCT 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	641	#define CONFIG_PTX_COMPRESSION 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	661	#define CONFIG_AUDIODSP 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	681	#define CONFIG_FMTCONVERT 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	701	#define CONFIG_INFLATE_WRAPPER 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	721	#define CONFIG_MPEGVIDEOENC 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/config.h	741	#define CONFIG_STARTCODE 1	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg_mux.h	21	#ifndef FFTOOLS_FFMPEG_MUX_H	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg_mux_init.c	21	#include <string.h>	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffmpeg_filter.c	21	#include <stdint.h>	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffprobe.c	21	/**	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffprobe.c	41	#include "libavutil/display.h"	COMMENT
LOW	app/src/main/cpp/ffmpeg/ffprobe.c	61	#include "libavfilter/version.h"	COMMENT
174 more matches not shown…

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	extra/ffmpeg/include/libavformat/avformat.h	1245	#define AVFMT_FLAG_AUTO_BSF 0x200000 ///< Add bitstream filters as requested by the muxer	COMMENT
HIGH	extra/ffmpeg/include/libavformat/avformat.h	1245	#define AVFMT_FLAG_AUTO_BSF 0x200000 ///< Add bitstream filters as requested by the muxer	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	extra/ffmpeg/include/libavformat/avformat.h	1229	#define AVFMT_FLAG_NOFILLIN 0x0010 ///< Do not infer any values from other values, just return what is stored in the	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	shell/ios/build-ffmpeg-framework.sh	98	function CreateModulemapAndUmbrellaHeader() {	CODE