1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.6K

Stars

C++

Language

172.7K

Lines of Code

647

Files

307

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 8.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 301 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 9.2/100 · LOW

Which changes need focused human review? 307 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 2HIGH 0MEDIUM 4LOW 301

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 307 distinct pattern matches across 7 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 Block284 hits · 276 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/linux/setup_devenv.sh	1	#!/usr/bin/env bash	COMMENT
LOW	thirdparty/verify.sh	1	#!/usr/bin/env bash	COMMENT
LOW	thirdparty/libsnare.h	21	* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)	COMMENT
LOW	thirdparty/libsnare.h	41	#define SNARE_BITS 64	COMMENT
LOW	thirdparty/libsnare.h	61	#else	COMMENT
LOW	thirdparty/libsnare.h	81	#if defined SNARE_WINDOWS	COMMENT
LOW	thirdparty/libsnare.h	281	typedef __int32 intptr_t;	COMMENT
LOW	thirdparty/libsnare.h	341	#define MAX_TRAMPOLINE_LEN (MAX_INSN_LEN * 3 + ABS_JMP_LEN)	COMMENT
LOW	thirdparty/libsnare.h	481	/* short aliases used only in the table literals */	COMMENT
LOW	thirdparty/libsnare.h	541	#undef _0	COMMENT
LOW	thirdparty/libsnare.h	1261	#if defined SNARE_X86 \|\| defined SNARE_X86_64	COMMENT
LOW	thirdparty/libsnare.h	1281	#include <sys/auxv.h>	COMMENT
LOW	thirdparty/libsnare.h	1301	#error 32-bit application on 64-bit OS is not supported.	COMMENT
LOW	thirdparty/libsnare.h	1321	#define R_GLOBAL_DATA R_AARCH64_GLOB_DAT	COMMENT
LOW	thirdparty/libsnare.h	1341	#define R_JUMP_SLOT R_390_JMP_SLOT	COMMENT
LOW	thirdparty/libsnare.h	1361	#define R_JUMP_SLOT R_IA64_IPLTMSB	COMMENT
LOW	thirdparty/libsnare.h	1381	#endif	COMMENT
LOW	thirdparty/libsnare.h	1401	#endif	COMMENT
LOW	thirdparty/libsnare.h	1421	#define Snare_Elf_Sxword Elf32_Sword	COMMENT
LOW	thirdparty/libsnare.h	2301	return SNARE_PLT_NOT_IMPLEMENTED;	COMMENT
LOW	thirdparty/libsnare.h	2321	#define SNARE_PLT_SIZE_T_FMT "lu"	COMMENT
LOW	thirdparty/libsnare.h	2941	#include <mach-o/dyld.h>	COMMENT
LOW	thirdparty/libsnare.h	2961	#define SNARE_PLT_DEBUG_CMD_MSG(...)	COMMENT
LOW	thirdparty/forks/luajit/luauser.h	1	#ifndef LUA_LJDIR	COMMENT
LOW	thirdparty/forks/luajit/luauser.h	21	#endif	COMMENT
LOW	thirdparty/forks/luajit/dynasm/dasm_x86.h	21	DASM_IMM_S, DASM_IMM_B, DASM_IMM_W, DASM_IMM_D, DASM_IMM_WB, DASM_IMM_DB,	COMMENT
LOW	thirdparty/forks/luajit/ffi/fficonfig.h	201	# endif	COMMENT
LOW	thirdparty/forks/luajit/ffi/fficonfig.h	221	#define FFI_HIDDEN(name)	COMMENT
LOW	thirdparty/forks/luajit/Modules/DetectFpuAbi.c	1	#if defined(__SOFTFP__) \|\| defined(_SOFT_FLOAT) \|\| defined(_SOFT_DOUBLE) \|\| defined(__mips_soft_float)	COMMENT
LOW	thirdparty/forks/luajit/src/lj_crecord.c	1	/*	COMMENT
LOW	thirdparty/forks/luajit/src/lj_crecord.c	21	#include "lj_clib.h"	COMMENT
LOW	thirdparty/forks/luajit/src/lj_crecord.c	2001	#endif	COMMENT
LOW	thirdparty/forks/luajit/src/lib_jit.c	1	/*	COMMENT
LOW	thirdparty/forks/luajit/src/lib_jit.c	21	#if LJ_HASFFI	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	21	#define LUAJIT_ARCH_x64 2	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	41	#define LUAJIT_OS_POSIX 5	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	61	#define LUAJIT_TARGET LUAJIT_ARCH_ARM64	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	81	#elif defined(__MACH__) && defined(__APPLE__)	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	101	#define LUAJIT_OS LUAJIT_OS_POSIX	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	121	#endif	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	141	#ifdef __ORBIS__	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	161	#define LJ_TARGET_XBOX360 1	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	181	#define LJ_TARGET_GC64 1	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	201		COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	241	*/	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	261	#define LJ_TARGET_MASKSHIFT 0	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	281	#if defined(__AARCH64EB__)	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	301	#define LJ_TARGET_MASKROT 1	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	321	#endif	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	341		COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	361	#define LJ_TARGET_MASKSHIFT 0	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	381	#elif _ARCH_PWR4	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	401	#if defined(__MIPSEL__) \|\| defined(__MIPSEL) \|\| defined(_MIPSEL)	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	421	#if LUAJIT_TARGET == LUAJIT_ARCH_MIPS32	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	441	#define LJ_ARCH_HASFPU 1	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	461	#define LJ_TARGET_MIPS 1	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	481		COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	501	#error "Need at least Clang 3.5 or newer"	COMMENT
LOW	thirdparty/forks/luajit/src/lj_arch.h	521	/* Check target-specific constraints. */	COMMENT
224 more matches not shown…

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/typescript/frontend/patcher/index.ts	82	windowContext.window.document.documentElement.classList.add(breadcrumb);	CODE
CRITICAL	…c/typescript/frontend/components/AccentColorPicker.tsx	58	element.value_.m_popup.window.document.querySelectorAll('#SystemAccentColorInject').forEach((element: any) => {	CODE

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	src/typescript/frontend/settings/index.tsx	61	export function handleSettingsReturnNavigation(): boolean {	CODE
LOW	src/typescript/frontend/settings/general/Installer.tsx	55	export function registerInstallerProgressListener(opId: number, listener: (event: IProgressProps) => void) {	CODE
LOW	src/typescript/frontend/settings/general/Installer.tsx	65	export function unregisterInstallerProgressListener(opId: number) {	CODE
LOW	src/typescript/frontend/utils/globals.ts	54	export async function getPluginConfigurableStatus(plugins: Array<PluginComponent>): Promise<Array<{ name: string; isEdit	CODE
LOW	src/typescript/frontend/utils/update-bump.ts	4	export async function IncrementThemeDownloadFromId(id: string) {	CODE
LOW	src/typescript/frontend/utils/update-bump.ts	26	export async function IncrementPluginDownloadFromId(id: string) {	CODE
LOW	…pescript/frontend/components/SupersededPluginModal.tsx	60	export function showSupersededPluginModal(plugins: PluginComponent[], onDismiss?: () => void) {	CODE
LOW	src/typescript/sdk/src/sharedjscontext/utils/index.ts	41	export function getGamepadNavigationTrees(): any {	CODE
LOW	…ipt/sdk/src/sharedjscontext/utils/react/treepatcher.ts	18	export function setReactPatcherLoggingEnabled(value: boolean = true) {	CODE
LOW	…ipt/sdk/src/sharedjscontext/utils/react/treepatcher.ts	21	export function setReactPatcherPerformanceLoggingEnabled(value: boolean = true) {	CODE
LOW	…c/typescript/sdk/src/sharedjscontext/utils/react/fc.ts	12	export function setFCTrampolineLoggingEnabled(value: boolean = true) {	CODE
LOW	…pt/sdk/src/sharedjscontext/hooks/error-from-source.tsx	20	export function getLikelyErrorSourceFromValveError(error: ValveError): ErrorSource {	CODE
LOW	…pt/sdk/src/sharedjscontext/hooks/error-from-source.tsx	24	export function getLikelyErrorSourceFromValveReactError(error: ValveReactErrorInfo): ErrorSource {	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/install.sh	3	# ==================================================	COMMENT
MEDIUM	scripts/install.sh	9	# ==================================================	COMMENT
MEDIUM	thirdparty/verify.sh	2	# ==================================================	COMMENT
MEDIUM	thirdparty/verify.sh	8	# ==================================================	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	182	# make sure to force steam stable for the first install.	COMMENT
LOW	thirdparty/forks/luajit/doc/install.html	287	<li>Don't forget to specify the same <tt>TARGET_SYS</tt> for the install step, too.</li>	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/linux/setup_devenv.sh	9	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/typescript/sdk/src/sharedjscontext/utils/patcher.ts	1	// TODO: implement storing patches as an option so we can offer unpatchAll selectively	COMMENT

SteamClientHomebrew/Millennium

Open-Source Code Quality, Security and Technical Debt Review