1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

20.3K

Stars

C++

Language

664.0K

Lines of Code

1.6K

Files

1.1K

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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1104 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 8.1/100 · LOW

Which changes need focused human review? 1104 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 9LOW 1095

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 1104 distinct pattern matches across 6 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 Block1080 hits · 810 pts

Severity	File	Line	Snippet	Context
LOW	objdump.cpp	1	// objdump injection utility for Linux perf tools.	COMMENT
LOW	Utilities/StrFmt.cpp	1	#include "StrFmt.h"	COMMENT
LOW	Utilities/StrFmt.cpp	21	#pragma clang diagnostic push	COMMENT
LOW	Utilities/Thread.cpp	1	#include "stdafx.h"	COMMENT
LOW	Utilities/Thread.cpp	21	#endif	COMMENT
LOW	Utilities/Thread.cpp	41	#include <mach/thread_act.h>	COMMENT
LOW	Utilities/Thread.cpp	61	#include <unistd.h>	COMMENT
LOW	Utilities/Thread.cpp	81	# if defined(__APPLE__)	COMMENT
LOW	Utilities/Thread.cpp	1021	#define XMMREG(context, reg) (reinterpret_cast<v128*>(&(context)->uc_mcontext.fpregs.fp_reg_set.fpchip_state.xmm[reg_tab	COMMENT
LOW	Utilities/Thread.cpp	1261	#define GPR(context, index) ((context)->uc_mcontext->__ss.__x[(index)])	COMMENT
LOW	Utilities/Thread.cpp	1441	// LDR Wt, label	COMMENT
LOW	Utilities/Thread.cpp	1461	// }	COMMENT
LOW	Utilities/lockless.h	1	#pragma once	COMMENT
LOW	Utilities/sync.h	1	#pragma once	COMMENT
LOW	Utilities/Config.h	1	#pragma once	COMMENT
LOW	Utilities/rXml.h	1	#pragma once	COMMENT
LOW	Utilities/CRC.h	41	#define crcpp_uint8 - Specifies the type used to store CRCs that have a width of 8 bits or l	COMMENT
LOW	Utilities/CRC.h	61		COMMENT
LOW	Utilities/CRC.h	81	/// @brief Unsigned 8-bit integer definition, used primarily for parameter definitions.	COMMENT
LOW	Utilities/CRC.h	101	/// @brief Unsigned 32-bit integer definition, used primarily for parameter definitions.	COMMENT
LOW	Utilities/CRC.h	121	/// @brief Unsigned size definition, used for specifying data sizes.	COMMENT
LOW	Utilities/File.h	1	#pragma once // No BOM and only basic ASCII in this header, or a neko will die	COMMENT
LOW	Utilities/JITLLVM.cpp	1	#include "util/types.hpp"	COMMENT
LOW	Utilities/JITLLVM.cpp	21	LOG_CHANNEL(jit_log, "JIT");	COMMENT
LOW	Utilities/JITLLVM.cpp	41	#include "llvm/Support/TargetSelect.h"	COMMENT
LOW	Utilities/JIT.h	1	#pragma once	COMMENT
LOW	Utilities/JIT.h	21	#pragma GCC diagnostic ignored "-Wunused-parameter"	COMMENT
LOW	Utilities/stack_trace.cpp	1	#include "stdafx.h"	COMMENT
LOW	Utilities/File.cpp	1	#include "File.h"	COMMENT
LOW	Utilities/File.cpp	141	}	COMMENT
LOW	Utilities/File.cpp	161	#include <mach-o/dyld.h>	COMMENT
LOW	Utilities/bin_patch.cpp	1	#include "bin_patch.h"	COMMENT
LOW	Utilities/JITASM.cpp	1	#include "util/types.hpp"	COMMENT
LOW	rpcs3/display_sleep_control.cpp	1	#include "display_sleep_control.h"	COMMENT
LOW	rpcs3/stdafx.h	1	#pragma once // No BOM and only basic ASCII in this header, or a neko will die	COMMENT
LOW	rpcs3/stdafx.h	21	#include <functional> // IWYU pragma: export	COMMENT
LOW	rpcs3/headless_application.cpp	1	#include "headless_application.h"	COMMENT
LOW	rpcs3/gamemode_control.cpp	1	#include "gamemode_control.h"	COMMENT
LOW	rpcs3/rpcs3.cpp	1	// Qt6 frontend implementation for rpcs3. Known to work on Windows, Linux, Mac	COMMENT
LOW	rpcs3/rpcs3.cpp	21	#include "rpcs3qt/curl_handle.h"	COMMENT
LOW	rpcs3/rpcs3.cpp	41	#if !defined(NTSTATUS)	COMMENT
LOW	rpcs3/rpcs3.cpp	61	#if defined(__APPLE__)	COMMENT
LOW	rpcs3/main_application.cpp	1	#include "stdafx.h"	COMMENT
LOW	rpcs3/main_application.cpp	21	#include "Emu/Io/KeyboardHandler.h"	COMMENT
LOW	rpcs3/module_verifier.cpp	1	#include "stdafx.h"	COMMENT
LOW	rpcs3/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	rpcs3/rpcs3qt/debugger_add_bp_window.cpp	1	#include "debugger_add_bp_window.h"	COMMENT
LOW	rpcs3/rpcs3qt/debugger_frame.h	1	#pragma once	COMMENT
LOW	rpcs3/rpcs3qt/screenshot_manager_dialog.h	1	#pragma once	COMMENT
LOW	rpcs3/rpcs3qt/pkg_install_dialog.cpp	1	#include "pkg_install_dialog.h"	COMMENT
LOW	rpcs3/rpcs3qt/game_list_frame.cpp	1	#include "game_list_frame.h"	COMMENT
LOW	rpcs3/rpcs3qt/sky_ipc_settings_dialog.cpp	1	#include <QMessageBox>	COMMENT
LOW	rpcs3/rpcs3qt/cheat_manager.h	1	#pragma once	COMMENT
LOW	rpcs3/rpcs3qt/camera_settings_dialog.h	1	#pragma once	COMMENT
LOW	rpcs3/rpcs3qt/screenshot_manager_dialog.cpp	1	#include "stdafx.h"	COMMENT
LOW	rpcs3/rpcs3qt/settings_dialog.cpp	1	#include <QButtonGroup>	COMMENT
LOW	rpcs3/rpcs3qt/settings_dialog.cpp	21	#include "ui_settings_dialog.h"	COMMENT
LOW	rpcs3/rpcs3qt/gs_frame.h	1	#pragma once	COMMENT
LOW	rpcs3/rpcs3qt/game_list_table.cpp	1	#include "stdafx.h"	COMMENT
LOW	rpcs3/rpcs3qt/pad_motion_settings_dialog.h	1	#pragma once	COMMENT
1020 more matches not shown…

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	Utilities/JITLLVM.cpp	317	// Allocating more than one region does not work for relocations, needs more robust solution	COMMENT
MEDIUM	rpcs3/rpcs3qt/vfs_dialog_path_widget.cpp	22	// Code made robust even in case the path was manually removed from the list stored in "CurrentSettings.ini" file	COMMENT
MEDIUM	rpcs3/Emu/VFS.cpp	201	// Just to make the code more robust.	COMMENT
MEDIUM	rpcs3/Emu/VFS.cpp	384	// Just to make the code more robust.	COMMENT
MEDIUM	rpcs3/Emu/Cell/PPUThread.cpp	1785	bool non_leaf = false; // Absolutely not a leaf	CODE
MEDIUM	rpcs3/Emu/RSX/VK/VKCompute.cpp	273	// Technically robust buffer access should keep the driver from crashing in OOB situations	COMMENT
MEDIUM	rpcs3/Emu/RSX/GL/GLVertexProgram.cpp	308	// ln = (clip * 2) - 1 to fully utilize the 0-1 range of the depth buffer	COMMENT
MEDIUM	rpcs3/Emu/RSX/GL/GLCompute.cpp	205	// Technically robust buffer access should keep the driver from crashing in OOB situations	COMMENT
MEDIUM	rpcs3/util/atomic.cpp	168	// Essentially a fat semaphore	COMMENT

TODO Padding7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	rpcs3/rpcs3qt/save_data_dialog.cpp	19	// TODO: Implement proper error checking in savedata_op?	COMMENT
LOW	rpcs3/Emu/Cell/Modules/cellOskDialog.cpp	1064	// TODO: implement copy paste	COMMENT
LOW	rpcs3/Emu/NP/clans_client.cpp	968	// TODO: implement binary and integer attributes (not implemented in server yet)	COMMENT
LOW	rpcs3/Emu/NP/clans_client.cpp	1097	// TODO: implement `binData` and `fromId`	COMMENT
LOW	rpcs3/Emu/RSX/rsx_methods.cpp	1275	// TODO: implement this as virtual function: rsx::thread::init_methods() or something	COMMENT
LOW	rpcs3/util/fifo_mutex.hpp	26	// TODO: implement busy waiting along with moving to cpp file	COMMENT
LOW	rpcs3/Input/camera_video_sink.cpp	42	// TODO: implement or improve more conversions	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.ci/setup-windows.sh	59	# Check if the file exists and the checksum is correct	COMMENT
LOW	.ci/setup-llvm.sh	34	# Check if the file exists and the checksum is correct	COMMENT
LOW	3rdparty/version_check.sh	117	# Print results	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	rpcs3/Emu/Cell/Modules/cellMusic.cpp	171	// NOTE: This function only uses CELL_MUSIC enums. CELL_MUSIC2 enums are identical.	COMMENT
LOW	rpcs3/Emu/Cell/lv2/sys_fs.cpp	2979	// NOTE: This function is actually capable of reading only one entry at a time	COMMENT
LOW	rpcs3/Emu/RSX/Common/surface_utils.h	562	// NOTE: This method will not perform pitch verification!	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	rpcs3/Crypto/unpkg.cpp	1463	// Use a seperate map for each reader. We need to check if the target app version exists for each package in sequence.	COMMENT
LOW	rpcs3/Emu/RSX/Overlays/overlay_controls.cpp	628	// The line may be wrapped, so we need to check if the next glyph's position is below the current position.	COMMENT

RPCS3/rpcs3

Open-Source Code Quality, Security and Technical Debt Review