1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

34.0K

Stars

C++

Language

333.6K

Lines of Code

1.0K

Files

598

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 8.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 577 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 9.1/100 · LOW

Which changes need focused human review? 598 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 1MEDIUM 17LOW 580

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 598 distinct pattern matches across 10 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 Block562 hits · 519 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	41	// STD includes first	COMMENT
LOW	externals/stb/stb_image_write.h	201	#ifdef _WIN32	COMMENT
LOW	externals/stb/stb_image_write.h	221	#elif !defined(STBIW_MALLOC) && !defined(STBIW_FREE) && !defined(STBIW_REALLOC) && !defined(STBIW_REALLOC_SIZED)	COMMENT
LOW	externals/stb/stb_image_write.h	801	} else	COMMENT
LOW	externals/stb/stb_image_write.h	881	(bitbuf \|= (code) << bitcount, bitcount += (codebits), stbiw__zlib_flush())	COMMENT
LOW	externals/stb/stb_image.h	121		COMMENT
LOW	externals/stb/stb_image.h	141	// unsigned char *data = stbi_load(filename, &x, &y, &n, 0);	COMMENT
LOW	externals/stb/stb_image.h	161	// *channels_in_file otherwise. If desired_channels is non-zero,	COMMENT
LOW	externals/stb/stb_image.h	181	// more user-friendly ones.	COMMENT
LOW	externals/stb/stb_image.h	201	// Additionally, stb_image will reject image files that have any of their	COMMENT
LOW	externals/stb/stb_image.h	221	// ===========================================================================	COMMENT
LOW	externals/stb/stb_image.h	241	// - Small source code footprint ("easy to maintain")	COMMENT
LOW	externals/stb/stb_image.h	261	// supported by the compiler. For ARM Neon support, you must explicitly	COMMENT
LOW	externals/stb/stb_image.h	281	// stb_image supports loading HDR images in general, and currently the Radiance	COMMENT
LOW	externals/stb/stb_image.h	301	//	COMMENT
LOW	externals/stb/stb_image.h	321	// Call stbi_set_unpremultiply_on_load(1) as well to force a divide per	COMMENT
LOW	externals/stb/stb_image.h	341	// STBI_NO_PIC	COMMENT
LOW	externals/stb/stb_image.h	361	// - If you define STBI_MAX_DIMENSIONS, stb_image will reject images greater	COMMENT
LOW	externals/stb/stb_image.h	541		COMMENT
LOW	externals/stb/stb_image.h	561	#endif	COMMENT
LOW	externals/stb/stb_image.h	581		COMMENT
LOW	externals/stb/stb_image.h	601	#ifndef STBI_ASSERT	COMMENT
LOW	externals/stb/stb_image.h	621	#endif	COMMENT
LOW	externals/stb/stb_image.h	661	#endif	COMMENT
LOW	externals/stb/stb_image.h	681	#ifndef STBI_MALLOC	COMMENT
LOW	externals/stb/stb_image.h	701	// but previous attempts to provide the SSE2 functions with runtime	COMMENT
LOW	externals/stb/stb_image.h	761	#else // assume GCC-style if not VC++	COMMENT
LOW	externals/stb/stb_image.h	781		COMMENT
LOW	externals/stb/stb_image.h	981	return 0;	COMMENT
LOW	externals/stb/stb_image.h	1081	if ((a >= 0) == (b >= 0)) return a <= SHRT_MAX/b; // product is positive, so similar to mul2sizes_valid	COMMENT
LOW	externals/stb/stb_image.h	1141	ri->channel_order = STBI_ORDER_RGB; // all current input & output are this, but this is here so we can add BGR order	COMMENT
LOW	externals/stb/stb_image.h	1721	#ifndef STBI_NO_BMP	COMMENT
LOW	externals/stb/stb_image.h	1921	// - still fast on x86 (copying globals into locals doesn't help x86)	COMMENT
LOW	externals/stb/stb_image.h	2901	#undef dct_trn8_32	COMMENT
LOW	externals/stb/stb_image.h	4081	// public domain zlib decode v0.2 Sean Barrett 2006-11-18	COMMENT
LOW	externals/stb/stb_image.h	6161	if (bitdepth != 8 && bitdepth != 16)	COMMENT
LOW	externals/stb/stb_image.h	7481	// *************************************************************************************************	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	21	* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	41	#define RENDERDOC_CC	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	61		COMMENT
LOW	externals/renderdoc/renderdoc_app.h	81	// 1 - The application can enable or disable vsync at will	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	101	eRENDERDOC_Option_DebugDeviceMode = 2, // deprecated name of this enum	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	121		COMMENT
LOW	externals/renderdoc/renderdoc_app.h	141	// 0 - No verification is performed, and overwriting bounds may cause crashes or corruption in	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	161	//	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	181	// 0 - unless a read is detected, initial contents will not be saved and will	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	201	// Mute API debugging output when the API validation mode option is enabled	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	221	// This will cause increased disk space use (which may cause a capture to fail if disk space is	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	381	// This function will unload RenderDoc's crash handler.	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	401	// SetCaptureFilePathTemplate("my_captures/example");	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	421	// pathlength will be written with the length in bytes of the filename string	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	441	// Any existing comments will be overwritten.	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	461	//	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	481	// Capturing functions	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	501	#define RENDERDOC_DEVICEPOINTER_FROM_VKINSTANCE(inst) (((void *)(inst)))	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	521	//	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	541	//	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	561	typedef void(RENDERDOC_CC pRENDERDOC_SetCaptureTitle)(const char title);	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	601	// 1.1.1 - Refactor: Renamed remote access to target control (to better disambiguate from remote	COMMENT
LOW	externals/renderdoc/renderdoc_app.h	721	//	COMMENT
502 more matches not shown…

Decorative Section Separators15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/CMakeLists.txt	256	# ===========================================================================	COMMENT
MEDIUM	tests/CMakeLists.txt	258	# ===========================================================================	COMMENT
MEDIUM	tests/CMakeLists.txt	350	# ===========================================================================	COMMENT
MEDIUM	tests/CMakeLists.txt	352	# ===========================================================================	COMMENT
MEDIUM	tests/CMakeLists.txt	441	# ===========================================================================	COMMENT
MEDIUM	tests/CMakeLists.txt	443	# ===========================================================================	COMMENT
MEDIUM	src/core/emulator_settings.cpp	21	// ── Singleton storage ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	25	// ── nlohmann helpers for std::filesystem::path ───────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	89	// ── Helpers ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	100	// ── Singleton ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	223	// ── Game-specific override management ────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	286	// ── Global config.json ─────────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	353	// ── Load ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	361	// ── Global config ──────────────────────────────────────────	COMMENT
MEDIUM	src/core/emulator_settings.cpp	428	// ── Per-game override file ─────────────────────────────────	COMMENT

Structural Annotation Overuse6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	documents/building-docker.md	23	## Step 1: Prepare the Docker Environment	COMMENT
LOW	documents/building-docker.md	41	## Step 2: Clone shadPS4 Source	COMMENT
LOW	documents/building-docker.md	57	## Step 3: Build with CMake Tools (GUI)	COMMENT
LOW	documents/building-docker.md	90	## Step 4: VSCode Integration	COMMENT
LOW⚡	src/core/file_format/trp.cpp	15	// Step 1: Encrypt NPcommID	COMMENT
LOW⚡	src/core/file_format/trp.cpp	22	// Step 2: Decrypt EFSM	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	externals/dr_flac/dr_flac.h	5997	/* We found a FLAC frame. We need to check if it contains the sample we're looking for. */	COMMENT
LOW⚡	src/core/file_format/trp.cpp	15	// Step 1: Encrypt NPcommID	COMMENT
LOW⚡	src/core/file_format/trp.cpp	22	// Step 2: Decrypt EFSM	COMMENT
LOW	src/core/libraries/sysmodule/sysmodule_internal.cpp	191	// Now we need to check if the requested library is allowed to LLE.	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/video_core/texture_cache/texture_cache.cpp	285	// In this case we need to convert Rx float to a Dx[S8] as requested	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/core/memory.h	225	// If size is zero and boundary checks succeed, then skip more robust checking	COMMENT
MEDIUM	…hader_recompiler/ir/passes/phi_simplification_pass.cpp	12	// Essentially two SCCs are in same group if they have same number of Phis, in same blocks and	COMMENT

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/network/test_http_uri.cpp	224	src.path = const_cast<char*>("user@example.com");	CODE
LOW⚡	src/core/libraries/network/ssl2.cpp	149	const char* dummy_data = "dummy";	CODE
LOW⚡	src/core/libraries/network/ssl2.cpp	150	u64 dummy_length = strlen(dummy_data) + 1;	CODE
LOW⚡	src/core/libraries/network/ssl2.cpp	152	strncpy(data, dummy_data, dummy_length);	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ps4_names2stubs.py	7		CODE
LOW	scripts/ps4_names2stubs.py	7		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/build.yml	428	# Check if release already exists and get ID	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/shader_recompiler/ir/ir_emitter.cpp	2195	// Example usage:	COMMENT

shadps4-emu/shadPS4

Open-Source Code Quality, Security and Technical Debt Review