3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

2.3K

Stars

Language

312.3K

Lines of Code

411

Files

1.3K

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 14.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1278 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 18.6/100 · LOW

Which changes need focused human review? 1278 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 3LOW 1275

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 1278 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 Block1270 hits · 926 pts

Severity	File	Line	Snippet	Context
LOW	Quake/q_stdinc.h	61	#include "msinttypes/stdint.h"	COMMENT
LOW	Quake/q_stdinc.h	161	#define PATH_MAX MAXPATHLEN	COMMENT
LOW	Quake/q_stdinc.h	181		COMMENT
LOW	Quake/q_stdinc.h	201	#elif defined(__GNUC__) && (__GNUC__ > 4 \|\| (__GNUC__ == 4 && __GNUC_MINOR__ > 3))	COMMENT
LOW	Quake/q_stdinc.h	221	#endif	COMMENT
LOW	Quake/q_stdinc.h	241	#endif	COMMENT
LOW	Quake/lodepng.h	101	#define LODEPNG_COMPILE_CRC	COMMENT
LOW	Quake/protocol.h	21	*/	COMMENT
LOW	Quake/protocol.h	41	#define PRFL_EDICTSCALE (1 << 5)	COMMENT
LOW	Quake/protocol.h	61	#define U_ORIGIN1 (1 << 1)	COMMENT
LOW	Quake/protocol.h	81	#define U_MODEL2 (1 << 18) // 1 byte, this is .modelindex & 0xFF00 (second byte)	COMMENT
LOW	Quake/protocol.h	101	#define UF_PREDINFO (1u << 6) /ent is predicted, probably a player/	COMMENT
LOW	Quake/protocol.h	121	#define UF_TRAILEFFECT (1u << 22) /attaches custom particle trails to entities, woo./	COMMENT
LOW	Quake/protocol.h	141	#define UFP_WEAPONFRAME_OLD (1u << 7) // no longer used. just a stat now that I rewrote stat deltas.	COMMENT
LOW	Quake/protocol.h	161	#define SU_EXTEND1 (1 << 15) // another byte to follow	COMMENT
LOW	Quake/protocol.h	181	// spike	COMMENT
LOW	Quake/protocol.h	201	// spike	COMMENT
LOW	Quake/protocol.h	221		COMMENT
LOW	Quake/protocol.h	241	#define svc_updatestat 3 // [byte] [long]	COMMENT
LOW	Quake/protocol.h	261	#define svc_updatecolors 17 // [byte] [byte]	COMMENT
LOW	Quake/protocol.h	281	// johnfitz -- PROTOCOL_FITZQUAKE -- new server messages	COMMENT
LOW	Quake/protocol.h	301	#define svc_achievement 52 // [string] id	COMMENT
LOW	Quake/protocol.h	321	#define svcdp_entities 57	COMMENT
LOW	Quake/protocol.h	341	#define clc_disconnect 2	COMMENT
LOW	Quake/common.c	21	*/	COMMENT
LOW	Quake/bspfile.h	21	*/	COMMENT
LOW	Quake/bspfile.h	41	#define MAX_MAP_MARKSURFACES 65535	COMMENT
LOW	Quake/bspfile.h	81		COMMENT
LOW	Quake/bspfile.h	161	#define CONTENTS_SOLID -2	COMMENT
LOW	Quake/glquake.h	41	// Waits until the CPU has submitted the frame. The GPU may still be drawing it.	COMMENT
LOW	Quake/glquake.h	181	} vulkan_memory_type_t;	COMMENT
LOW	Quake/miniz.c	3121	#define MZ_FOPEN mz_fopen	COMMENT
LOW	Quake/miniz.c	3141	#endif	COMMENT
LOW	Quake/miniz.c	3161	#define MZ_FWRITE fwrite	COMMENT
LOW	Quake/miniz.c	3181	#define MZ_FILE_STAT stat64	COMMENT
LOW	Quake/miniz.c	3201		COMMENT
LOW	Quake/net.h	81	// returns 2 if an unreliable message was received	COMMENT
LOW	Quake/snd_mpg123.c	21		COMMENT
LOW	Quake/quakever.h	21	#ifndef QUAKEVER_H	COMMENT
LOW	Quake/quakever.h	41	#define VKQUAKE_VERSION 1.37	COMMENT
LOW	Quake/stb_image_write.h	161	#ifndef _CRT_NONSTDC_NO_DEPRECATE	COMMENT
LOW	Quake/stb_image_write.h	181	#endif	COMMENT
LOW	Quake/snd_codec.c	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	Quake/mdfour.c	61	/* NOTE: This code makes no attempt to be fast!	COMMENT
LOW	Quake/sv_main.c	161	// #define UF_UNUSED UF_EXTEND2 /**/	COMMENT
LOW	Quake/sys_sdl_win.c	21		COMMENT
LOW	Quake/cfgfile.h	21		COMMENT
LOW	Quake/mem.c	21		COMMENT
LOW	Quake/mem.c	41	// activate mimalloc debug and guarded pages:	COMMENT
LOW	Quake/steam.c	21	// steam.c -- Steam/GOG/Epic Games Store config parsing, from Ironwail	COMMENT
LOW	Quake/stb_image_resize2.h	401	typedef uint16_t stbir_uint16;	COMMENT
LOW	Quake/stb_image_resize2.h	421	// Easy-to-use API:	COMMENT
LOW	Quake/stb_image_resize2.h	541	// * Separate edge modes for each axis	COMMENT
LOW	Quake/stb_image_resize2.h	641	// types of resizes.	COMMENT
LOW	Quake/stb_image_resize2.h	661	// And this is the main function to perform the resize synchronously on one thread.	COMMENT
LOW	Quake/stb_image_resize2.h	681		COMMENT
LOW	Quake/stb_image_resize2.h	701	// your own data.	COMMENT
LOW	Quake/stb_image_resize2.h	721	// CopyOrStreamData( optional_output, other_data_src, num_pixels * pixel_width_in_bytes );	COMMENT
LOW	Quake/stb_image_resize2.h	781	//// end header file /////////////////////////////////////////////////////	COMMENT
LOW	Quake/stb_image_resize2.h	801		COMMENT
1210 more matches not shown…

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	Quake/sv_phys.c	723	// 0=off; 1=legacy DIST_EPSILON nudge, clients only; 2=legacy nudge, all entities; 3=robust pusher contact (default)	COMMENT
MEDIUM	Quake/sv_phys.c	1651	// remove the onground flag for non-players. riders keep it under robust	COMMENT
MEDIUM	Quake/mimalloc/prim/osx/alloc-override-zone.c	438	// it seems less robust than using interpose.	COMMENT
LOW	Windows/SDL3/include/SDL3/SDL_main_impl.h	134	#else /* platforms that use a standard main() and just call SDL_RunApp(), like iOS and 3DS */	COMMENT

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	Quake/pr_ext.c	65	// one funky way is to allocate a single large buffer and just concatenate it for more tempstring space. don't forget to	COMMENT
LOW	Quake/lodepng.c	72	lodepng source code. Don't forget to remove "static" if you copypaste them	CODE
LOW	Windows/SDL3/include/SDL3/SDL_process.h	39	* Don't forget to call SDL_DestroyProcess() to clean up, whether the process	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	Quake/mimalloc/options.c	620	// TODO: implement ourselves to reduce dependencies on the C runtime	COMMENT

Novum/vkQuake

Open-Source Code Quality, Security and Technical Debt Review