2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.5K

Stars

Language

49.9K

Lines of Code

115

Files

102

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 10.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 102 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 10.8/100 · LOW

Which changes need focused human review? 102 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 0MEDIUM 6LOW 96

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 102 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 Block94 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW	miniaudio.c	1	#define MINIAUDIO_IMPLEMENTATION	COMMENT
LOW	tools/audioconverter/audioconverter.c	281	ma_decoder_uninit(&decoder);	COMMENT
LOW	tools/audioconverter/audioconverter.c	301	#pragma warning(pop)	COMMENT
LOW	…ndroid/MiniaudioTester/app/src/main/cpp/CMakeLists.txt	1	# For more information about using CMake with Android Studio, read the	COMMENT
LOW	…ndroid/MiniaudioTester/app/src/main/cpp/CMakeLists.txt	21	# is preferred for the same purpose.	COMMENT
LOW	examples/custom_backend.c	81	/* SDL headers are necessary if using compile-time linking. */	COMMENT
LOW	examples/custom_backend.c	101	#define MA_AUDIO_S16 0x8010	COMMENT
LOW	examples/engine_steamaudio.c	21	/* Need to silence some warnings from the Steam Audio headers. */	COMMENT
LOW	external/fs/fs.c	1	#ifndef fs_c	COMMENT
LOW	external/fs/fs.c	21	#define FS_SUPPRESS_CLANG_ANALYZER	COMMENT
LOW	external/fs/fs.c	61	}	COMMENT
LOW	external/fs/fs.c	441	if (error == 0) {	COMMENT
LOW	external/fs/fs.c	461	#endif	COMMENT
LOW	external/fs/fs.c	481	else if (error == EFAULT) { return FS_BAD_ADDRESS; }	COMMENT
LOW	external/fs/fs.c	501	#ifdef EINVAL	COMMENT
LOW	external/fs/fs.c	521	#endif	COMMENT
LOW	external/fs/fs.c	541	else if (error == ENAMETOOLONG) { return FS_PATH_TOO_LONG; }	COMMENT
LOW	external/fs/fs.c	561	#ifdef ENOSR	COMMENT
LOW	external/fs/fs.c	581	#endif	COMMENT
LOW	external/fs/fs.c	601	else if (error == ESOCKTNOSUPPORT) { return FS_SOCKET_NOT_SUPPORTED; }	COMMENT
LOW	external/fs/fs.c	621	#ifdef ENETRESET	COMMENT
LOW	external/fs/fs.c	641	#endif	COMMENT
LOW	external/fs/fs.c	7741	#if !defined(FS_USE_MKDTEMP_FALLBACK)	COMMENT
LOW	external/fs/fs.c	8781	#if defined(__clang__) \|\| defined(__GNUC__)	COMMENT
LOW	external/fs/fs.c	9241	#pragma GCC diagnostic push	COMMENT
LOW	external/fs/fs.c	9261	#endif	COMMENT
LOW	external/fs/fs.c	9281	#if defined(_MSC_VER) && (_MSC_VER < 1900)	COMMENT
LOW	external/fs/fs.c	9321	#define FS_LEADINGPLUS 2	COMMENT
LOW	external/fs/fs.c	10401	#undef FS_LEADING_0X	COMMENT
LOW	external/fs/fs.h	941	#endif	COMMENT
LOW	external/fs/fs.h	981	typedef signed int fs_int32;	COMMENT
LOW	external/fs/fs.h	1021	#endif	COMMENT
LOW	external/fs/fs.h	1041	#else	COMMENT
LOW	external/fs/fs.h	1441		COMMENT
LOW	extras/stb_vorbis.c	1	// Ogg Vorbis audio decoder - v1.22 - public domain	COMMENT
LOW	extras/stb_vorbis.c	21	//	COMMENT
LOW	extras/stb_vorbis.c	41	// 1.20 - 2020-07-11 - several small fixes	COMMENT
LOW	extras/stb_vorbis.c	61	// 1.02 - 2014-07-09 - declare qsort comparison as explicitly _cdecl in Windows	COMMENT
LOW	extras/stb_vorbis.c	81	#ifndef STB_VORBIS_NO_STDIO	COMMENT
LOW	extras/stb_vorbis.c	101	// data in the file and how you set the compile flags for speed	COMMENT
LOW	extras/stb_vorbis.c	161	// this function returns the offset (in samples) from the beginning of the	COMMENT
LOW	extras/stb_vorbis.c	201	float *output, // place to write float array of float * buffers	COMMENT
LOW	extras/stb_vorbis.c	221	// NULL--it is always the same as the number of channels reported by	COMMENT
LOW	extras/stb_vorbis.c	241	// call stb_vorbis_flush_pushdata(), then start calling decoding, then once	COMMENT
LOW	extras/stb_vorbis.c	281	// create an ogg vorbis decoder from an open FILE *, looking for a stream at	COMMENT
LOW	extras/stb_vorbis.c	301	// after calling seek_frame(), the next call to get_frame_*() will include	COMMENT
LOW	extras/stb_vorbis.c	321	// You generally should not intermix calls to stb_vorbis_get_frame_*()	COMMENT
LOW	extras/stb_vorbis.c	341	// Let M be the number of channels requested, and N the number of channels present,	COMMENT
LOW	extras/stb_vorbis.c	421		COMMENT
LOW	extras/stb_vorbis.c	441	// STB_VORBIS_NO_INTEGER_CONVERSION	COMMENT
LOW	extras/stb_vorbis.c	461	#define STB_VORBIS_MAX_CHANNELS 16 // enough for anyone?	COMMENT
LOW	extras/stb_vorbis.c	481	// sets the log size of the huffman-acceleration table. Maximum	COMMENT
LOW	extras/stb_vorbis.c	501	#endif	COMMENT
LOW	extras/stb_vorbis.c	521	// this latter kind out to look like the former kind for ease of decoding,	COMMENT
LOW	extras/stb_vorbis.c	541	// Normally we only decode the floor without synthesizing the actual	COMMENT
LOW	extras/stb_vorbis.c	561	#ifndef STB_VORBIS_NO_INTEGER_CONVERSION	COMMENT
LOW	extras/stb_vorbis.c	581	#ifndef STB_VORBIS_NO_CRT	COMMENT
LOW	extras/stb_vorbis.c	601	#include <limits.h>	COMMENT
LOW	extras/stb_vorbis.c	621	#endif	COMMENT
LOW	extras/stb_vorbis.c	661	#define STBV_NOTUSED(v) (void)sizeof(v)	COMMENT
34 more matches not shown…

Slop Phrases5 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/custom_backend.c	639	We're just using ma_backend_custom in this example for demonstration purposes, but a more realistic use case would p	CODE
MEDIUM	examples/resource_manager_advanced.c	274	self-managed job threads in this example just for demonstration purposes.	CODE
MEDIUM	examples/data_source_chaining.c	111	to the first one. For demonstration purposes we're going to use the callback method for the last	CODE
MEDIUM	examples/data_source_chaining.c	119	For the last data source we'll loop back to the start, but for demonstration purposes we'll use a	CODE
LOW	extras/osaudio/osaudio_dos_soundblaster.c	926	/* Don't forget to set the global audio object. We need this for the ISR. */	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/emscripten/emscripten.html	99	// application robust, you may want to override this behavior before shipping!	COMMENT
MEDIUM	extras/stb_vorbis.c	51	// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memory	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	extras/osaudio/osaudio_dos_soundblaster.c	469	/* In 16-bit mode, we need to check if the interrupt is for us. Only applies to SB16. */	COMMENT

mackron/miniaudio

Open-Source Code Quality, Security and Technical Debt Review