1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.7K

Stars

Language

318.7K

Lines of Code

1.7K

Files

271

Pattern Hits

2026-10-31

Scan Date

0.01

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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 253 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 271 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 8HIGH 2MEDIUM 5LOW 256

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 271 distinct pattern matches across 11 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 Block239 hits · 222 pts

Severity	File	Line	Snippet	Context
LOW	src/bootstrap/game_interface.go	21	// engine, so it is on the the implementing code to take care of registering	COMMENT
LOW	src/framework/spawn_template.go	41	}	COMMENT
LOW	src/plugins/lua/llimits.h	101	** Internal assertions for in-house debugging	COMMENT
LOW	src/plugins/lua/llimits.h	121	*/	COMMENT
LOW	src/plugins/lua/llimits.h	141	#define cast_int(i) cast(int, (i))	COMMENT
LOW	src/plugins/lua/llimits.h	161	#define l_castU2S(i) ((lua_Integer)(i))	COMMENT
LOW	src/plugins/lua/llimits.h	281	#if !defined(luai_userstateopen)	COMMENT
LOW	src/plugins/lua/llimits.h	341	((void)L, (b == 2) ? (a)*(a) : l_mathop(pow)(a,b))	COMMENT
LOW	src/plugins/lua/llimits.h	361		COMMENT
LOW	src/plugins/lua/luaconf.h	61	#if defined(LUA_USE_LINUX)	COMMENT
LOW	src/plugins/lua/luaconf.h	221	LUA_CDIR"loadall.dll;" ".\\?.dll"	COMMENT
LOW	src/plugins/lua/luaconf.h	461		COMMENT
LOW	src/plugins/lua/luaconf.h	681	#if !defined(luai_likely)	COMMENT
LOW	src/plugins/lua/lgc.h	61	#define setbits(x,m) ((x) \|= (m))	COMMENT
LOW	src/plugins/lua/lgc.h	101		COMMENT
LOW	src/plugins/lua/liolib.c	121		COMMENT
LOW	src/plugins/lua/lua.hpp	1	// lua.hpp	COMMENT
LOW	src/plugins/lua/lua.go	21	#cgo noescape m_lua_isfunction	COMMENT
LOW	src/plugins/lua/lua.go	41	#cgo noescape luaL_newstate	COMMENT
LOW	src/plugins/lua/lvm.c	21	#include "ldebug.h"	COMMENT
LOW	src/plugins/lua/lvm.c	1061	*/	COMMENT
LOW	src/plugins/lua/lstrlib.c	1	/*	COMMENT
LOW	src/plugins/lua/ltable.c	21	** in its main position (i.e. the 'original' position that its hash gives	COMMENT
LOW	src/plugins/lua/lobject.h	321		COMMENT
LOW	src/plugins/lua/lopcodes.h	41	#define SIZE_A 8	COMMENT
LOW	src/plugins/lua/lopcodes.h	81	#define MAXARG_Ax ((1<<SIZE_Ax)-1)	COMMENT
LOW	src/plugins/lua/lopcodes.h	121	#define getarg(i,pos,size) (cast_int(((i)>>(pos)) & MASK1(size,0)))	COMMENT
LOW	src/plugins/lua/loslib.c	121		COMMENT
LOW	src/plugins/lua/lcode.c	21	#include "ldebug.h"	COMMENT
LOW	src/plugins/lua/lapi.c	21	#include "ldo.h"	COMMENT
LOW	src/plugins/lua/lua.h	61	** basic types	COMMENT
LOW	src/plugins/lua/lua.h	221	#define LUA_OPDIV 5	COMMENT
LOW	src/plugins/lua/lua.h	321	*/	COMMENT
LOW	src/plugins/lua/lua.h	381		COMMENT
LOW	src/plugins/lua/ldebug.c	21	#include "ldebug.h"	COMMENT
LOW	src/plugins/lua/lparser.c	21	#include "lfunc.h"	COMMENT
LOW	src/plugins/lua/lctype.h	21	#if 'A' == 65 && '0' == 48	COMMENT
LOW	src/plugins/lua/ldo.c	21	#include "ldo.h"	COMMENT
LOW	src/plugins/lua/ldo.c	61	#define luai_jmpbuf int /* dummy variable */	COMMENT
LOW	src/platform/steam/steam_api.go	21	#cgo noescape c_SteamAPI_Shutdown	COMMENT
LOW	src/platform/steam/steam_wrapper.h	21	////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	src/platform/steam/steam_wrapper.h	41	#endif	COMMENT
LOW	src/platform/windowing/x11.c	41		COMMENT
LOW	src/platform/windowing/strings.c	41		COMMENT
LOW	src/platform/windowing/window_windows.go	21		COMMENT
LOW	src/platform/windowing/window_windows.go	41	#cgo noescape window_poll_controller	COMMENT
LOW	src/platform/windowing/cocoa_window.h	101	// Nonzero while AppKit is performing a live (interactive) window resize. The render	COMMENT
LOW	src/platform/windowing/window.x11.go	21	#cgo noescape window_position	COMMENT
LOW	src/platform/windowing/android.c	41		COMMENT
LOW	src/platform/windowing/window_android.go	21	/*	COMMENT
LOW	src/platform/windowing/strings.h	41	#include <stdio.h>	COMMENT
LOW	src/platform/windowing/x11.h	41	#include <X11/Xlib.h>	COMMENT
LOW	src/platform/windowing/shared_mem.h	1		COMMENT
LOW	src/platform/windowing/shared_mem.h	21		COMMENT
LOW	src/platform/windowing/cocoa_window.m	1	// Fixed Cocoa backend: single event ingestion model, no polling, no double-dispatch	COMMENT
LOW	src/platform/windowing/cocoa_window.m	21		COMMENT
LOW	src/platform/windowing/windowing.h	41	#if defined(_WIN32) \|\| defined(_WIN64)	COMMENT
LOW	src/platform/windowing/memory.h	1		COMMENT
LOW	src/platform/windowing/win32.c	41		COMMENT
LOW	src/platform/windowing/win32.c	61	#include <string.h>	COMMENT
179 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	…_graph_workspace/render_graph_workspace_create_menu.go	108	if m.workspace.Host.Window.Keyboard.KeyDown(hid.KeyboardKeyEscape) {	CODE
CRITICAL	src/editor/global_interface/status_bar/status_bar.go	160	pos := b.uiMan.Host.Window.Mouse.ScreenPosition()	CODE
CRITICAL	…r_overlay/content_selector/content_selector_overlay.go	164	o.uiMan.Host.Window.Keyboard.RemoveKeyCallback(o.keyKb)	CODE
CRITICAL	…or/editor_overlay/file_browser/file_browser_overlay.go	151	fb.uiMan.Host.Window.Keyboard.RemoveKeyCallback(keyCallbackId)	CODE
CRITICAL	…ditor_overlay/action_palette/action_palette_overlay.go	114	p.uiMan.Host.Window.Keyboard.RemoveKeyCallback(p.keyKb)	CODE
CRITICAL	…ditor_stage_manager/editor_stage_view/stage_picking.go	342	p.view.host.Window.GpuInstance == nil \|\| !p.view.host.Window.GpuInstance.IsValid() {	CODE
CRITICAL	…ditor_stage_manager/editor_stage_view/stage_picking.go	345	return p.view.host.Window.GpuInstance.PrimaryDevice()	CODE
CRITICAL	…e_manager/editor_stage_view/select_tool/select_tool.go	84	p := s.uiMan.Host.Window.Cursor.ScreenPosition()	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/platform/windowing/cocoa_window.m	2	// APIs preserved as requested	COMMENT
HIGH	src/platform/windowing/win32.c	896	// Reset rawInputRequested to true as requested by develper code	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS.md	673	input.Init("placeholder")	CODE
LOW	agent_skill/kaijuengine-game-dev/reference/ui.md	66	input := man.Add().ToInput(); input.Init("placeholder")	CODE
LOW	…/engine/ui/markup/css/pseudos/css_placeholder_shown.go	15	if isValidationControl(elm) && elm.HasAttribute("placeholder") {	CODE
LOW	src/engine/ui/markup/document/html_parser_test.go	65	if got := textarea.Attribute("placeholder"); got != "Say something" {	CODE
LOW	src/engine/ui/markup/document/html_parser.go	340	input.Init(e.Attribute("placeholder"))	CODE
LOW	src/engine/ui/markup/document/html_parser.go	380	textarea.Init(e.Attribute("placeholder"))	CODE
LOW	src/engine/encoding/pod/pod_test.go	382	Street: "123 Main St",	CODE
LOW	…oject_database/content_database/cache_database_test.go	50	const validConfig = `{"Name":"placeholder","Type":"texture"}`	CODE
LOW	…oject_database/content_database/cache_database_test.go	188	if cfg.Name != "placeholder" {	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/ci-build-test.yml	417	# NVIDIA with extended validation (best practices + sync)	COMMENT
MEDIUM	.github/workflows/ci-build-test.yml	478	# Extended validation with GPU-assisted, best practices, and synchronization	COMMENT
MEDIUM	src/editor/editor_plugin_data.go	567	// is left untouched. This is more robust than a HasPrefix check against	COMMENT

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS.md	168	### Step 1: Implement GameInterface	COMMENT
LOW	AGENTS.md	195	### Step 2: Implement Launch	COMMENT
LOW	AGENTS.md	208	### Step 3: Register Updates	COMMENT
LOW	AGENTS.md	221	### Step 4: Bootstrap	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docs/editor/plugins.md	62	// TODO: implement plugin behaviour	COMMENT
LOW	src/engine/stages/stage.go	307	// TODO: Handle error?	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/main.ed.go	27	// feel free to modify this code for any special needs, but beware that when	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/editor/editor_plugin/editor_plugin_manager.go	43	// Example call (taken from the scaffold body below):	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/mkdocs/generate_blog_posts_json.py	18	def _read_existing_categories(output_path: Path) -> dict[str, str]:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/mkdocs/generate_blog_posts_json.py	1		CODE

KaijuEngine/kaiju

Open-Source Code Quality, Security and Technical Debt Review