1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-07

Last Push

5.8K

Stars

Language

197.2K

Lines of Code

590

Files

263

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 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 261 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 6.6/100 · LOW

Which changes need focused human review? 263 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 1MEDIUM 0LOW 262

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 263 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 Block260 hits · 233 pts

Severity	File	Line	Snippet	Context
LOW	idd/LGCommon/CDebug.h	81	#define DEBUG_ERROR(fmt, ...) g_debug.Log(CDebug::LEVEL_ERROR, __FUNCTION__, __LINE__, fmt, ##__VA_ARGS__)	COMMENT
LOW	idd/LGIddInstall/LGIddInstall.c	21	#define WIN32_LEAN_AND_MEAN	COMMENT
LOW	idd/LGIddInstall/LGIddInstall.c	41	#define LGIDD_CLASS_NAME L"Display"	COMMENT
LOW	idd/LGIdd/Device.cpp	21	#include "driver.h"	COMMENT
LOW	idd/LGIdd/Trace.h	41	(WPP_LEVEL_ENABLED(flags) && WPP_CONTROL(WPP_BIT_ ## flags).Level >= lvl)	COMMENT
LOW	idd/LGIdd/capture/CSwapChainProcessor.cpp	21	#include "capture/CSwapChainProcessor.h"	COMMENT
LOW	idd/LGIdd/capture/CFrameExec.cpp	21	#include "capture/CFrameExec.h"	COMMENT
LOW	idd/LGIdd/capture/CSwapChainProcessor.h	21	#pragma once	COMMENT
LOW	idd/LGIdd/transport/CTransportManager.h	21	#pragma once	COMMENT
LOW	idd/LGIdd/transport/IClipboardSource.h	21	#pragma once	COMMENT
LOW	idd/LGIdd/transport/IClipboardSource.h	61		COMMENT
LOW	idd/LGIdd/transport/CTransportManager.cpp	21	#include "transport/CTransportManager.h"	COMMENT
LOW	idd/LGIdd/transport/lgmp/CLGMPTransport.h	21	#pragma once	COMMENT
LOW	idd/LGIdd/transport/lgmp/CRecovery.cpp	21	#include "transport/lgmp/CRecovery.h"	COMMENT
LOW	idd/LGIdd/transport/lgmp/CLGMPInputTransport.cpp	21	#include <ntstatus.h>	COMMENT
LOW	idd/LGIdd/transport/lgmp/CLGMPFrameTransport.cpp	21	#include "transport/lgmp/CLGMPFrameTransport.h"	COMMENT
LOW	idd/LGIdd/transport/lgmp/CLGMPClipboardTransport.cpp	21	#include <ntstatus.h>	COMMENT
LOW	idd/LGIdd/transport/lgmp/CLGMPFrameTransport.h	21	#pragma once	COMMENT
LOW	idd/LGIdd/display/CDeviceContext.cpp	21	#include "display/CDeviceContext.h"	COMMENT
LOW	idd/LGIdd/display/IddCxCompat.h	21	#pragma once	COMMENT
LOW	idd/LGIdd/display/CDeviceContext.h	21	#pragma once	COMMENT
LOW	idd/LGIddHelper/CClipboardManager.cpp	21	#include "CClipboardManager.h"	COMMENT
LOW	idd/LGIddHelper/Resources.h	21	#pragma once	COMMENT
LOW	idd/LGIddHelper/CNotifyWindow.cpp	21	#include "CNotifyWindow.h"	COMMENT
LOW	idd/LGIddHelper/CClipboardManager.h	21	#pragma once	COMMENT
LOW	idd/LGIddHelper/CClipboardFiles.cpp	21	#include "CClipboardFiles.h"	COMMENT
LOW	idd/LGIddHelper/CClipboardFiles.h	21	#pragma once	COMMENT
LOW	idd/LGIddHelper/CConfigWindow.cpp	21	#include "CConfigWindow.h"	COMMENT
LOW	idd/LGIddHelper/main.cpp	21	#include <Windows.h>	COMMENT
LOW	idd/LGInput/Trace.h	41	(WPP_LEVEL_ENABLED(flags) && WPP_CONTROL(WPP_BIT_ ## flags).Level >= lvl)	COMMENT
LOW	host/include/interface/platform.h	21	#pragma once	COMMENT
LOW	host/platform/Linux/capture/XCB/src/xcb.c	21	#include "interface/capture.h"	COMMENT
LOW	host/platform/Linux/capture/pipewire/src/pipewire.c	21	#include "portal.h"	COMMENT
LOW	host/platform/Linux/src/platform.c	21	#include "interface/platform.h"	COMMENT
LOW	host/platform/Windows/capture/D12/d12.h	81	#ifdef ID3D12Resource_GetDesc	COMMENT
LOW	host/platform/Windows/capture/D12/d12.c	21	#include "d12.h"	COMMENT
LOW	host/platform/Windows/capture/D12/effect/downsample.c	21	#include "effect.h"	COMMENT
LOW	host/platform/Windows/capture/D12/backend/dd.c	21	#include "backend.h"	COMMENT
LOW	host/platform/Windows/capture/NVFBC/src/nvfbc.c	21	#include "interface/capture.h"	COMMENT
LOW	host/platform/Windows/capture/DXGI/src/dxgi.c	21	#include "interface/capture.h"	COMMENT
LOW	host/platform/Windows/capture/DXGI/src/dxgi.c	41	#include <dxgi1_3.h>	COMMENT
LOW	host/platform/Windows/src/platform.c	21	#include "platform.h"	COMMENT
LOW	host/platform/Windows/src/service.c	21	#include "interface/platform.h"	COMMENT
LOW	host/src/app.c	21	#include "interface/platform.h"	COMMENT
LOW	module/kvmfr.c	21	#define PCI_KVMFR_VENDOR_ID 0x1af4 //Red Hat Inc,	COMMENT
LOW	module/test.c	21	#include <stdio.h>	COMMENT
LOW	obs/frame_scheduler.c	21	#include "frame_scheduler.h"	COMMENT
LOW	obs/lg.c	21	#define _GNU_SOURCE //needed for pthread_setname_np	COMMENT
LOW	common/include/common/debug.h	121	debug_levelML(level, STRIPPATH(__FILE__), __LINE__, __FUNCTION__, \	COMMENT
LOW	common/include/common/debug.h	161	} while (0)	COMMENT
LOW	common/include/common/display.h	21	#ifndef _H_COMMON_DISPLAY_	COMMENT
LOW	common/include/common/array.h	21	#ifndef _LG_ARRAY_H_	COMMENT
LOW	common/include/common/windebug.h	21	#ifndef _H_LG_COMMON_WINDEBUG_	COMMENT
LOW	common/include/common/util.h	21	#ifndef _H_LG_COMMON_UTIL_	COMMENT
LOW	common/src/framebuffer.c	21	#include "common/framebuffer.h"	COMMENT
LOW	common/src/platform/linux/crash.c	21	#include "common/crash.h"	COMMENT
LOW	common/src/platform/linux/ivshmem.c	21	#include "common/ivshmem.h"	COMMENT
LOW	profile/client/src/main.c	21	#include "common/debug.h"	COMMENT
LOW	doc/conf.py	1	# Configuration file for the Sphinx documentation builder.	COMMENT
LOW	doc/conf.py	61	# directories to ignore when looking for source files.	COMMENT
200 more matches not shown…

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	doc/conf.py	45	except ImportError:	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	host/platform/Linux/capture/pipewire/src/pipewire.c	459	// TODO: implement damage.	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	doc/conf.py	12		CODE

gnif/LookingGlass

Open-Source Code Quality, Security and Technical Debt Review