3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.4K

Stars

Language

111.5K

Lines of Code

135

Files

295

Pattern Hits

2026-10-31

Scan Date

0.11

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 10.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 258 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.9/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 23 finding(s).

PR Review Velocity Impact 16.7/100 · LOW

Which changes need focused human review? 295 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 15MEDIUM 19LOW 261

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 295 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.

Over-Commented Block221 hits · 208 pts

Severity	File	Line	Snippet	Context
LOW	sokol_args.h	361	#ifdef __cplusplus	COMMENT
LOW	sokol_args.h	381	#if defined(__EMSCRIPTEN__)	COMMENT
LOW	sokol_args.h	401	#else	COMMENT
LOW	sokol_audio.h	541	3. This notice may not be removed or altered from any source	COMMENT
LOW	sokol_audio.h	721		COMMENT
LOW	sokol_audio.h	741	#ifndef NDEBUG	COMMENT
LOW	sokol_audio.h	761		COMMENT
LOW	sokol_audio.h	781	#elif defined(__ANDROID__)	COMMENT
LOW	sokol_audio.h	801	#if defined(SOKOL_DUMMY_BACKEND)	COMMENT
LOW	sokol_audio.h	821	#endif	COMMENT
LOW	sokol_audio.h	841	#endif	COMMENT
LOW	sokol_audio.h	861	#if __has_feature(objc_arc) && !__has_feature(objc_arc_fields)	COMMENT
LOW	sokol_audio.h	881	#include <alloca.h>	COMMENT
LOW	sokol_log.h	101	3. This notice may not be removed or altered from any source	COMMENT
LOW	sokol_log.h	141	// ██ ███ ███ ██████ ██ ███████ ███ ███ ███████ ███ ██ ████████ █████ ████████ ██ ██████ ███ ██	COMMENT
LOW	sokol_log.h	161	#define SOKOL_ASSERT(c) assert(c)	COMMENT
LOW	sokol_log.h	181	#elif defined(_WIN32)	COMMENT
LOW	sokol_log.h	201	#ifndef NOMINMAX	COMMENT
LOW	sokol_app.h	1341	3. This notice may not be removed or altered from any source	COMMENT
LOW	sokol_app.h	2301		COMMENT
LOW	sokol_app.h	2321		COMMENT
LOW	sokol_app.h	2341	#define _SAPP_MAX_TITLE_LENGTH (128)	COMMENT
LOW	sokol_app.h	2361	#else	COMMENT
LOW	sokol_app.h	2381	#error("sokol_app.h: unknown 3D API selected for Win32, must be SOKOL_D3D11, SOKOL_GLCORE, SOKOL_WGPU, SOKOL_VULKAN	COMMENT
LOW	sokol_app.h	2401	#endif	COMMENT
LOW	sokol_app.h	2421		COMMENT
LOW	sokol_app.h	2441		COMMENT
LOW	sokol_app.h	2461	#ifndef GL_SILENCE_DEPRECATION	COMMENT
LOW	sokol_app.h	2481	#import <QuartzCore/CADisplayLink.h>	COMMENT
LOW	sokol_app.h	2501	#pragma warning(disable:4055) /* 'type cast': from data pointer */	COMMENT
LOW	sokol_app.h	2521		COMMENT
LOW	sokol_app.h	2541		COMMENT
LOW	sokol_app.h	2561	#include <unistd.h>	COMMENT
LOW	sokol_app.h	2581	#include <X11/Xmd.h> /* CARD32 */	COMMENT
LOW	sokol_app.h	2601	#endif	COMMENT
LOW	sokol_app.h	3001	#define WGL_TYPE_RGBA_ARB 0x202b	COMMENT
LOW	sokol_app.h	3101	EGLContext context;	COMMENT
LOW	sokol_app.h	3121	#define GLX_DOUBLEBUFFER 5	COMMENT
LOW	sokol_app.h	3341	#elif defined(_SAPP_EMSCRIPTEN)	COMMENT
LOW	sokol_app.h	3361	#if defined(_SAPP_ANY_GL)	COMMENT
LOW	sokol_app.h	3381	static const char* _sapp_log_messages[] = {	COMMENT
LOW	sokol_app.h	4381	//	COMMENT
LOW	sokol_app.h	5241	_sapp.vk.device,	COMMENT
LOW	sokol_app.h	5301		COMMENT
LOW	sokol_app.h	7221	@end	COMMENT
LOW	sokol_app.h	8101	// NOTE: charCode doesn't appear to be supported on Android Chrome	COMMENT
LOW	sokol_app.h	8981	#if defined(SOKOL_DEBUG)	COMMENT
LOW	sokol_app.h	14441	_sapp_discard_state();	COMMENT
LOW	sokol_time.h	101		COMMENT
LOW	sokol_time.h	141	#endif	COMMENT
LOW	sokol_fetch.h	921	3. This notice may not be removed or altered from any source	COMMENT
LOW	sokol_fetch.h	1121	inline sfetch_handle_t sfetch_send(const sfetch_request_t& request) { return sfetch_send(&request); }	COMMENT
LOW	sokol_fetch.h	1141	#include <string.h> /* memset, memcpy */	COMMENT
LOW	sokol_fetch.h	1161	#ifndef SOKOL_ASSERT	COMMENT
LOW	sokol_fetch.h	1181	#define _SFETCH_PLATFORM_WINDOWS (0)	COMMENT
LOW	sokol_fetch.h	1201	#define _SFETCH_PLATFORM_WINDOWS (0)	COMMENT
LOW	sokol_fetch.h	1361	sfetch_desc_t desc;	COMMENT
LOW	sokol_fetch.h	1381	//	COMMENT
LOW	sokol_glue.h	81	distribution.	COMMENT
LOW	sokol_glue.h	121	#endif	COMMENT
161 more matches not shown…

Cross-Language Confusion15 hits · 108 pts

Severity	File	Line	Snippet	Context
HIGH⚡	bindgen/gen_odin.py	375	l(f' when USE_GL && ODIN_ARCH == .arm64 && DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	376	l(f' else when USE_GL && ODIN_ARCH == .arm64 && !DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	377	l(f' else when USE_GL && ODIN_ARCH == .amd64 && DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	378	l(f' else when USE_GL && ODIN_ARCH == .amd64 && !DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	379	l(f' else when !USE_GL && ODIN_ARCH == .arm64 && DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	380	l(f' else when !USE_GL && ODIN_ARCH == .arm64 && !DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	381	l(f' else when !USE_GL && ODIN_ARCH == .amd64 && DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH⚡	bindgen/gen_odin.py	382	l(f' else when !USE_GL && ODIN_ARCH == .amd64 && !DEBUG {{ foreign import {clib_import} {{ "../dylib/sokol_dy	CODE
HIGH	bindgen/gen_odin.py	410	l( '} else when ODIN_ARCH == .wasm32 \|\| ODIN_ARCH == .wasm64p32 {')	CODE
HIGH⚡	bindgen/gen_zig.py	330	l(f" {field_name}: [*c]const u8 = null,")	CODE
HIGH⚡	bindgen/gen_zig.py	332	l(f" {field_name}: ?*const anyopaque = null,")	CODE
HIGH⚡	bindgen/gen_zig.py	334	l(f" {field_name}: ?*anyopaque = null,")	CODE
HIGH⚡	bindgen/gen_zig.py	336	l(f" {field_name}: ?[*]const {as_zig_prim_type(util.extract_ptr_type(field_type))} = null,")	CODE
HIGH⚡	bindgen/gen_zig.py	338	l(f" {field_name}: ?*const fn ({funcptr_args_c(field_type, prefix)}) callconv(.c) {funcptr_result_c(field	CODE
HIGH	bindgen/gen_zig.py	358	l(f" {field_name}: [{array_sizes[0]}]?*const anyopaque = @splat(null),")	CODE

Decorative Section Separators18 hits · 54 pts

Severity	File	Line	Snippet	Context
MEDIUM	util/gen_sokol_color.py	1	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	util/gen_sokol_color.py	3	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_odin.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_odin.py	6	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_d.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_d.py	10	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_c3.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_c3.py	6	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_zig.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_zig.py	9	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_jai.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_jai.py	6	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_rust.py	2	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_rust.py	8	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_ir.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_ir.py	4	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_nim.py	2	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	bindgen/gen_nim.py	8	#-------------------------------------------------------------------------------	COMMENT

Deep Nesting31 hits · 31 pts

Severity	File	Line	Context
LOW	bindgen/gen_odin.py	232	CODE
LOW	bindgen/gen_odin.py	325	CODE
LOW	bindgen/gen_odin.py	489	CODE
LOW	bindgen/gen_odin.py	512	CODE
LOW	bindgen/gen_d.py	289	CODE
LOW	bindgen/gen_d.py	418	CODE
LOW	bindgen/gen_c3.py	256	CODE
LOW	bindgen/gen_c3.py	383	CODE
LOW	bindgen/gen_c3.py	404	CODE
LOW	bindgen/gen_zig.py	190	CODE
LOW	bindgen/gen_zig.py	216	CODE
LOW	bindgen/gen_zig.py	267	CODE
LOW	bindgen/gen_zig.py	315	CODE
LOW	bindgen/gen_zig.py	406	CODE
LOW	bindgen/gen_zig.py	445	CODE
LOW	bindgen/gen_zig.py	508	CODE
LOW	bindgen/gen_jai.py	217	CODE
LOW	bindgen/gen_jai.py	294	CODE
LOW	bindgen/gen_jai.py	448	CODE
LOW	bindgen/gen_jai.py	469	CODE
LOW	bindgen/gen_rust.py	248	CODE
LOW	bindgen/gen_rust.py	278	CODE
LOW	bindgen/gen_rust.py	329	CODE
LOW	bindgen/gen_rust.py	402	CODE
LOW	bindgen/gen_rust.py	710	CODE
LOW	bindgen/gen_rust.py	793	CODE
LOW	bindgen/gen_ir.py	59	CODE
LOW	bindgen/gen_ir.py	130	CODE
LOW	bindgen/gen_nim.py	299	CODE
LOW	bindgen/gen_nim.py	452	CODE
LOW	bindgen/gen_nim.py	594	CODE

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	bindgen/gen_odin.py	161	def make_odin_module_directory(mod_name):	CODE
LOW	bindgen/gen_c3.py	181	def as_module_name_for_enum_type(enum_name, prefix):	CODE
LOW	bindgen/gen_c3.py	191	def as_parent_module_name_for_enum_type(enum_name, prefix):	CODE
LOW	bindgen/gen_c3.py	377	def gen_function_pointer_aliases():	CODE
LOW	bindgen/gen_jai.py	155	def make_jai_module_directory(mod_name):	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	sokol_fetch.h	754	Here's a simple example of sending 4 requests without upfront buffer	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	util/sokol_gl.h	2922	sg_pipeline dummy_id = { SG_INVALID_ID };	CODE
LOW	util/sokol_gl.h	2923	return dummy_id;	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	bindgen/gen_zig.py	10		CODE
LOW	bindgen/gen_rust.py	9		CODE

floooh/sokol

Open-Source Code Quality, Security and Technical Debt Review