1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

273.7K

Lines of Code

599

Files

404

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 6.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 401 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 7.6/100 · LOW

Which changes need focused human review? 404 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 3HIGH 0MEDIUM 0LOW 401

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 404 distinct pattern matches across 2 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 Block401 hits · 380 pts

Severity	File	Line	Snippet	Context
LOW	tests/shaderCfgTests.cpp	1	#include "common/emulatorConfig.h"	COMMENT
LOW	tests/shaderCfgTests.cpp	21	#include "graphics/shader/recompiler/ir/ShaderIR.h"	COMMENT
LOW	tests/shaderCfgTests.cpp	41	#include <cstdlib>	COMMENT
LOW	tests/AudioOut2PortTests.cpp	1	#include "libs/audio.h"	COMMENT
LOW	tests/ControllerSettingsTests.cpp	81	#include "libs/controller.cpp"	COMMENT
LOW	tests/MemoryTrackerTests.cpp	1	#include "common/hostException.h"	COMMENT
LOW	tests/MemoryTrackerTests.cpp	21	#define NOMINMAX	COMMENT
LOW	tests/PadHapticsTests.cpp	1	// Exercise the production module with real SDL streams and fake USB endpoints.	COMMENT
LOW	tests/PadHapticsTests.cpp	261		COMMENT
LOW	tests/PadHapticsTests.cpp	281	#define SDL_hid_enumerate Fake::HidEnumerate	COMMENT
LOW	tests/PadHapticsTests.cpp	301	#undef SDL_OpenAudioDeviceStream	COMMENT
LOW	tests/ArchiveFileTests.cpp	1	#include "common/file.h"	COMMENT
LOW	tests/LauncherGameViewsTests.cpp	1	#include "gameViews.h"	COMMENT
LOW	tests/HostInputTests.cpp	41	}	COMMENT
LOW	tests/SrtWalkerTestMemory.h	1	#ifndef KYTY_TESTS_SRTWALKERTESTMEMORY_H_	COMMENT
LOW	tests/AudioOutTimingTests.cpp	1	// Exercise production output scheduling with a deterministic clock and consuming SDL queues.	COMMENT
LOW	tests/AudioOutTimingTests.cpp	121	#define SDL_InitSubSystem Fake::InitSubSystem	COMMENT
LOW	tests/EventQueueLifetimeTests.cpp	1	#include "kernel/eventQueue.h"	COMMENT
LOW	tests/PsmlTests.cpp	1	#include "common/abi.h"	COMMENT
LOW	tests/PageManagerTests.cpp	1	#include "common/virtualMemory.h"	COMMENT
LOW	tests/PageManagerTests.cpp	21	#undef max	COMMENT
LOW	tests/KernelFileSystemTests.cpp	1	#include <SDL3/SDL.h>	COMMENT
LOW	tests/KernelFileSystemTests.cpp	21	#include "loader/symbolDatabase.h"	COMMENT
LOW	tests/ScalarProvenanceTests.cpp	1	#include "graphics/shader/recompiler/ir/ShaderIR.h"	COMMENT
LOW	tests/ScalarProvenanceTests.cpp	981	#include "../src/graphics/shader/recompiler/ir/passes/ResourceTracking.cpp"	COMMENT
LOW	tests/TrinityTests.cpp	1	#include "common/emulatorConfig.h"	COMMENT
LOW	tests/macosSse4aTests.cpp	1	#include "common/hostException.h"	COMMENT
LOW	tests/ResourceMaterializationTests.cpp	1521	#include "graphics/shader/recompiler/ir/Type.cpp"	COMMENT
LOW	tests/SaveDataMemoryTests.cpp	1	// Exercise the guest ABI without linking unrelated emulator subsystems.	COMMENT
LOW	tests/TrophySystemTests.cpp	1	#include "common/file.h"	COMMENT
LOW	tests/ResourceTrackingTests.cpp	1	#include "graphics/guest_gpu/gpu_defs.h"	COMMENT
LOW	tests/ResourceTrackingTests.cpp	9121	#include "graphics/shader/recompiler/ir/Type.cpp"	COMMENT
LOW	tests/VirtualMemoryAllocationTests.cpp	1	#include "common/emulatorConfig.h"	COMMENT
LOW	tests/VirtualMemoryAllocationTests.cpp	21	#include <chrono>	COMMENT
LOW	tests/VirtualMemoryAllocationTests.cpp	41	#include <x86intrin.h>	COMMENT
LOW	tests/VirtualMemoryAllocationTests.cpp	61	#if KYTY_PLATFORM == KYTY_PLATFORM_WINDOWS	COMMENT
LOW	3rdparty/winpthread/include/pthread_time.h	21	*/	COMMENT
LOW	3rdparty/winpthread/include/pthread_time.h	41	#endif	COMMENT
LOW	3rdparty/winpthread/include/pthread_time.h	61	#ifndef CLOCK_MONOTONIC	COMMENT
LOW	3rdparty/winpthread/include/semaphore.h	21	*/	COMMENT
LOW	3rdparty/winpthread/include/pthread_compat.h	61	#define WIN_PTHREADS_PTHREAD_COMPAT_H	COMMENT
LOW	3rdparty/winpthread/include/pthread_compat.h	81	#define WINPTHREADS_ATTRIBUTE(X) __declspec X	COMMENT
LOW	3rdparty/winpthread/include/sched.h	21	*/	COMMENT
LOW	3rdparty/winpthread/include/sched.h	41	#define SCHED_MIN SCHED_OTHER	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	61		COMMENT
LOW	3rdparty/winpthread/include/pthread.h	81		COMMENT
LOW	3rdparty/winpthread/include/pthread.h	101	#ifndef ETIMEDOUT	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	121		COMMENT
LOW	3rdparty/winpthread/include/pthread.h	141	#define PTHREAD_MUTEX_RECURSIVE 2	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	421	#ifndef SIG_UNBLOCK	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	441		COMMENT
LOW	3rdparty/winpthread/include/pthread.h	461	#define mg_timedreceive(...) (pthread_testcancel(), mg_timedreceive(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	481	#define sem_timedwait(...) (pthread_testcancel(), sem_timedwait(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	501	#define ctime(...) (pthread_testcancel(), ctime(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	521	#define fgets(...) (pthread_testcancel(), fgets(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	541	#define ftw(...) (pthread_testcancel(), ftw(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	561	#define gethostname(...) (pthread_testcancel(), gethostname(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	581	#define getutxent(...) (pthread_testcancel(), getutxent(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	601	#define pathconf(...) (pthread_testcancel(), pathconf(__VA_ARGS__))	COMMENT
LOW	3rdparty/winpthread/include/pthread.h	621	#define posix_trace_getnext_event(...) (pthread_testcancel(), posix_trace_getnext_event(__VA_ARGS__))	COMMENT
341 more matches not shown…

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	…shader/recompiler/backend/spirv/spirvEmitterMemory.cpp	255	const auto resource = ctx.state.program.info.buffers.at(mem.resource).descriptor_index;	CODE
CRITICAL	…shader/recompiler/backend/spirv/spirvEmitterMemory.cpp	1629	const auto& buffer = ctx.state.program.info.buffers.at(inst.Flags<uint32_t>());	CODE
CRITICAL	…/shader/recompiler/backend/spirv/spirvEmitterImage.cpp	295	const auto dimension = ctx.state.program.info.images.at(resource).dimension;	CODE

KytyPS5/KytyPS5

Open-Source Code Quality, Security and Technical Debt Review