1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.6K

Stars

C++

Language

547.5K

Lines of Code

2.2K

Files

1.0K

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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1004 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 9.0/100 · LOW

Which changes need focused human review? 1004 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 2MEDIUM 12LOW 990

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 1004 distinct pattern matches across 5 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 Block989 hits · 800 pts

Severity	File	Line	Snippet	Context
LOW	filesystem.h	21	#define STD_FILESYSTEM_FOUND	COMMENT
LOW	NetworkServer.h	21	#include <queue>	COMMENT
LOW	Colors.h	21	#define COLOR_DARKCYAN 0x008b8b	COMMENT
LOW	Colors.h	41	#define COLOR_DARKSLATEBLUE 0x483d8b	COMMENT
LOW	Colors.h	61	#define COLOR_PURPLE 0x800080	COMMENT
LOW	Colors.h	81	#define COLOR_DARKGRAY 0xa9a9a9	COMMENT
LOW	Colors.h	101	#define COLOR_THISTLE 0xd8bfd8	COMMENT
LOW	Colors.h	121	#define COLOR_BEIGE 0xf5f5dc	COMMENT
LOW	Colors.h	141	#define COLOR_LIGHTPINK 0xffb6c1	COMMENT
LOW	NetworkClient.cpp	21	#ifdef _WIN32	COMMENT
LOW	NetworkServer.cpp	21	#include <sys/ioctl.h>	COMMENT
LOW	cli.cpp	1	/---------------------------------------------------------\	COMMENT
LOW	.gitlab-ci.yml	1	#-----------------------------------------------------------#	COMMENT
LOW	DetectionManager.h	521	#else	COMMENT
LOW	DetectionManager.h	541	#define REGISTER_HID_DETECTOR_DISABLED(name, func, vid, pid) static HIDDeviceDete	COMMENT
LOW	DetectionManager.h	561	#define REGISTER_HID_DETECTOR_PU_ONLY_DISABLED(name, func, page, usage) static HIDDeviceDete	COMMENT
LOW	DetectionManager.h	581	#define REGISTER_HID_WRAPPED_DETECTOR_PU_DISABLED(name, func, vid, pid, page, usage) static HIDWrappedDev	COMMENT
LOW	DetectionManager.h	601	#define REGISTER_DYNAMIC_I2C_PCI_DETECTOR(name, func, ven, dev, subven, subdev, addr) I2CPCIDeviceDetector	COMMENT
LOW	ResourceManager.cpp	21	#include "cli.h"	COMMENT
LOW	LogManager.cpp	1	/---------------------------------------------------------\	COMMENT
LOW	LogManager.h	181	#define LOG_VERBOSE(...) LogAppend(LL_VERBOSE, __VA_ARGS__)	COMMENT
LOW	AutoStart/AutoStart.h	41	#endif	COMMENT
LOW	i2c_smbus/i2c_smbus.h	61		COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_nct6775.h	21	#define SMBHSTADD (5 + nct6775_smba)	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.cpp	161	// {	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.cpp	241	// priv->data = &data->block[1];	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.cpp	401	// status = inb_p(SMBAUXSTS(priv)) & SMBAUXSTS_CRCE;	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.cpp	421	int status;	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.h	21	#define SMBHSTSTS (0 + i801_smba)	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.h	41	#define SMBAUXCTL_CRC BIT(0)	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_i801.h	61	#define SMBHSTCNT_PEC_EN BIT(7) /* ICH3 and later */	COMMENT
LOW	i2c_smbus/MacOS/i2c_smbus_piix4.h	21	#define SMBHSTCMD (3 + piix4_smba)	COMMENT
LOW	pci_ids/pci_ids.h	21	#define AMD_FCH_SMBUS_DEV 0x790B	COMMENT
LOW	pci_ids/pci_ids.h	41	#define AMD_NAVI23_DEV1 0x73EF	COMMENT
LOW	pci_ids/pci_ids.h	61	#define INTEL_RAPTOR_LAKE_SMBUS_DEV 0x7A23	COMMENT
LOW	pci_ids/pci_ids.h	81	#define NVIDIA_RTX2060S_DEV 0x1F47	COMMENT
LOW	pci_ids/pci_ids.h	101	#define NVIDIA_RTX3060TI_LHR_DEV 0x2489	COMMENT
LOW	pci_ids/pci_ids.h	121	#define NVIDIA_RTX4070TIS_AD102_DEV 0x2689	COMMENT
LOW	pci_ids/pci_ids.h	141	#define NVIDIA_RTX2080_FE_SUB_DEV 0x12A6	COMMENT
LOW	pci_ids/pci_ids.h	161	#define ASROCK_SUB_VEN 0x1849	COMMENT
LOW	pci_ids/pci_ids.h	181	#define ASUS_ROG_STRIX_GTX1050TI_4G_GAMING 0x8611	COMMENT
LOW	pci_ids/pci_ids.h	201	#define ASUS_ROG_STRIX_GTX1650S_OC 0x874F	COMMENT
LOW	pci_ids/pci_ids.h	221	#define ASUS_ROG_STRIX_RTX2070S_O8G_GAMING_8729 0x8729	COMMENT
LOW	pci_ids/pci_ids.h	241	#define ASUS_TUF_RTX_3060_O12G_V2_GAMING 0x8865	COMMENT
LOW	pci_ids/pci_ids.h	261	#define ASUS_KO_RTX_3070_O8G_GAMING_V1 0x87BE	COMMENT
LOW	pci_ids/pci_ids.h	281	#define ASUS_TUF_RTX_3080_O10G_V2_GAMING_8822 0x8822	COMMENT
LOW	pci_ids/pci_ids.h	301	#define ASUS_TUF_RTX_3090TI_24G_GAMING 0x8875	COMMENT
LOW	pci_ids/pci_ids.h	321	#define ASUS_TUF_RTX_4070TI_SUPER_O16G_GAMING 0x8957	COMMENT
LOW	pci_ids/pci_ids.h	341	#define ASUS_ROG_STRIX_RTX_4080S_16G_GAMING_WHITE 0x8969	COMMENT
LOW	pci_ids/pci_ids.h	361	#define ASUS_TUF_RTX_5060_O8G_GAMING 0x8A1A	COMMENT
LOW	pci_ids/pci_ids.h	381	#define ASUS_ROG_MATRIX_PLATINUM_RTX_5090_P32G 0x8A61	COMMENT
LOW	pci_ids/pci_ids.h	401	#define ASUS_ROG_STRIX_RX_6600XT_O8G_GAMING 0x05D1	COMMENT
LOW	pci_ids/pci_ids.h	421	#define ASUS_TUF_RX_7900GRE_O16G_GAMING 0x050C	COMMENT
LOW	pci_ids/pci_ids.h	441	#define COLORFUL_IGAME_RTX_3080_ADVANCED_OC_10G 0x1401	COMMENT
LOW	pci_ids/pci_ids.h	461	#define COLORFUL_IGAME_RTX_5060TI_ULTRAW_DUO_OC 0x1531	COMMENT
LOW	pci_ids/pci_ids.h	481	#define EVGA_GTX1080TI_FTW3_HYBRID_SUB_DEV 0x6698	COMMENT
LOW	pci_ids/pci_ids.h	501	#define EVGA_RTX2080S_FTW3_ULTRA_SUB_DEV 0x3287	COMMENT
LOW	pci_ids/pci_ids.h	521	#define EVGA_RTX3070_FTW3_ULTRA_LHR_ALT_SUB_DEV 0x4467	COMMENT
LOW	pci_ids/pci_ids.h	541	#define EVGA_RTX3080_FTW3_ULTRA_HYBRID_LHR_SUB_DEV 0x4898	COMMENT
LOW	pci_ids/pci_ids.h	561	#define EVGA_RTX3090_FTW3_ULTRA_V2_SUB_DEV 0x3982	COMMENT
929 more matches not shown…

Self-Referential Comments10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	.gitlab-ci.yml	6	# This file is part of the OpenRGB project #	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto_extra.h	1300	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	948	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	1311	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	1371	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	1720	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	1783	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	2238	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	dependencies/mbedtls-3.2.1/include/psa/crypto.h	2308	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	scripts/build-msi.sh	86	# Create the Wix XML file #	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	dependencies/display-library/include/adl_structures.h	3764	///\brief Structure Containing All Generic LED configuration for user requested LED pattern. The driver will apply the c	COMMENT
HIGH	dependencies/display-library/include/adl_structures.h	3781	///\brief Structure Containing All custom grid pattern LED configuration for user requested LED grid pattern. The driver	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…trollers/LogitechController/LogitechProtocolCommon.cpp	83	get_connected_devices.feature_command = 0x02; //0x02 Connection State register. Essentially asking for	CODE
MEDIUM	…trollers/LogitechController/LogitechProtocolCommon.cpp	420	get_connected_devices.feature_command = 0x02; //0x02 Connection State register. Essentially asking for co	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-msi.sh	87	# Set IFS to the empty string to allow arbitrary spacing #	COMMENT

CalcProgrammer1/OpenRGB

Open-Source Code Quality, Security and Technical Debt Review