1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.2K

Stars

C++

Language

85.1K

Lines of Code

918

Files

130

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 8.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 130 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? 130 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 2LOW 126

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 130 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 Block121 hits · 121 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# This is free and unencumbered software released into the public domain.	COMMENT
LOW	tracker-linux-joystick/ftnoir_tracker_linux_joystick.h	1	/* Copyright (c) 2013 Stanislaw Halik <sthalik@misaki.pl>	COMMENT
LOW	tracker-linux-joystick/linux_joystick.cpp	1	#include "ftnoir_tracker_linux_joystick.h"	COMMENT
LOW	options/group.hpp	1	#pragma once	COMMENT
LOW	options/base-value.hpp	1	#pragma once	COMMENT
LOW	options/export.hpp	1	// generates export.hpp for each module from compat/linkage.hpp	COMMENT
LOW	options/globals.cpp	1	#include "globals.hpp"	COMMENT
LOW	options/defs.hpp	1	#pragma once	COMMENT
LOW	options/tie.hpp	1	/* Copyright (c) 2015-2016, Stanislaw Halik <sthalik@misaki.pl>	COMMENT
LOW	options/tie.hpp	101		COMMENT
LOW	options/metatype.hpp	1	#pragma once	COMMENT
LOW	video/export.hpp	1	// generates export.hpp for each module from compat/linkage.hpp	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	1	// _______________________________________________________________________________	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	21	typedef unsigned __int64 QWORD;	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	41		COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	141	public: // data	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	201	static const unsigned FIRST_AVAILABLE = 0xffffffff;	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	221	bool DisableMotionPlus ();	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.h	301	// parsed internally whenever it arrives)	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.cpp	1	// _______________________________________________________________________________	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.cpp	61	# define WARN disabled_trace_	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.cpp	241	// the wiimote is installed, but it may not be currently paired:	COMMENT
LOW	tracker-wii/wiiyourself/wiimote.cpp	341	// is available straight away	COMMENT
LOW	tracker-wii/wiiyourself/wiimote_state.h	1	// _______________________________________________________________________________	COMMENT
LOW	tracker-wii/wiiyourself/wiimote_state.h	81	// also note that there is no way to detect Yaw from the accelerometer	COMMENT
LOW	tracker-wii/wiiyourself/wiimote_common.h	1	// _______________________________________________________________________________	COMMENT
LOW	compat/linkage-macros.hpp	1	#pragma once	COMMENT
LOW	compat/linkage-macros.hpp	21	# define OTR_TEMPLATE_IMPORT(x)	COMMENT
LOW	compat/variance.hpp	1	#pragma once	COMMENT
LOW	compat/export.hpp	1	// generates export.hpp for each module from compat/linkage.hpp	COMMENT
LOW	compat/library-path.hpp	1	#pragma once	COMMENT
LOW	compat/camera-names-apple.mm	21	*/	COMMENT
LOW	compat/camera-names-apple.mm	41	//	COMMENT
LOW	compat/arch.hpp	1	#pragma once	COMMENT
LOW	compat/arch.hpp	21	# define __i386__ 1	COMMENT
LOW	compat/arch.hpp	41	# include <pmmintrin.h>	COMMENT
LOW	compat/macros.h	1	#pragma once	COMMENT
LOW	compat/macros.h	21	#ifdef _MSC_VER	COMMENT
LOW	compat/macros.h	41	type& operator=(type&&) = delete	COMMENT
LOW	compat/shm.h	1	/* Copyright (c) 2013 Stanislaw Halik <sthalik@misaki.pl>	COMMENT
LOW	compat/camera-names.cpp	1	#include "camera-names.hpp"	COMMENT
LOW	compat/correlation-calibrator.cpp	1	#include "correlation-calibrator.hpp"	COMMENT
LOW	compat/linkage.hpp	1	// generates export.hpp for each module from compat/linkage.hpp	COMMENT
LOW	compat/sysexits.hpp	1	#pragma once	COMMENT
LOW	compat/sysexits.hpp	21	# define EX_IOERR 74	COMMENT
LOW	tracker-hatire/ftnoir_tracker_hat.h	1	#pragma once	COMMENT
LOW	tracker-hatire/ftnoir_tracker_hat_dialog.h	1	#pragma once	COMMENT
LOW	filter-accela-hamilton/accela_hamilton.cpp	81	// Inter/extrapolates along the arc between the old and new orientation.	COMMENT
LOW	input/export.hpp	1	// generates export.hpp for each module from compat/linkage.hpp	COMMENT
LOW	input/win32-joystick.cpp	1	#ifdef _WIN32	COMMENT
LOW	input/gameinput.cpp	1	#if defined _WIN32 && OPENTRACK_HAS_GAMEINPUT	COMMENT
LOW	tracker-steamvr/steamvr.hpp	1	#pragma once	COMMENT
LOW	tracker-neuralnet/unscented_trafo.h	21	// https://filterpy.readthedocs.io/en/latest/_modules/filterpy/kalman/sigma_points.html	COMMENT
LOW	tracker-neuralnet/ftnoir_tracker_neuralnet.cpp	1	/* Copyright (c) 2021 Michael Welter <michael@welter-4d.de>	COMMENT
LOW	tracker-neuralnet/ftnoir_tracker_neuralnet.cpp	21	#include <opencv2/core/quaternion.hpp>	COMMENT
LOW	tracker-neuralnet/ftnoir_tracker_neuralnet.cpp	401	// The new ROI matches the result from tracking	COMMENT
LOW	tracker-neuralnet/ftnoir_tracker_neuralnet.h	1	/* Copyright (c) 2021 Michael Welter <michael@welter-4d.de>	COMMENT
LOW	tracker-neuralnet/ftnoir_tracker_neuralnet.h	21	#include "video/camera.hpp"	COMMENT
LOW	tracker-neuralnet/deadzone_filter.cpp	101	{	COMMENT
LOW	…alpha-spectrum/ftnoir_filter_alpha_spectrum_dialog.cpp	1	/* Copyright (c) 2026, ganzuul <galganzuul@orionstarempire.eu>	COMMENT
61 more matches not shown…

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	compat/spinbox64.hpp	6	// written by AI, public domain	COMMENT
HIGH	compat/spinbox64.cpp	7	// written by AI, public domain	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tracker-steamvr/steamvr.cpp	530	// Step 1: Capture neutral pose	COMMENT
LOW	tracker-steamvr/steamvr.cpp	582	// Step 2: Record movements with live feedback	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tracker-steamvr/steamvr.cpp	530	// Step 1: Capture neutral pose	COMMENT
LOW	tracker-steamvr/steamvr.cpp	582	// Step 2: Record movements with live feedback	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tracker-neuralnet/ftnoir_tracker_neuralnet.cpp	1017	// directory prefix. This is more robust than storing absolute paths, e.g.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	macosx/make-app-bundle.sh	45	# Create an 512 resolution size for the icon (for retina displays mostly)	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	macosx/make-app-bundle.sh	82	# Check if we have a DMG otherwise fail	COMMENT

opentrack/opentrack

Open-Source Code Quality, Security and Technical Debt Review