2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

6.1K

Stars

C++

Language

430.7K

Lines of Code

1.1K

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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1098 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 12.2/100 · LOW

Which changes need focused human review? 1098 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 11LOW 1087

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 1098 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 Block1072 hits · 968 pts

Severity	File	Line	Snippet	Context
LOW	Version.h	1	#pragma once	COMMENT
LOW	Library/MeasureCPU.cpp	21	#define Li2Double(x) ((double)((x).QuadPart))	COMMENT
LOW	Library/TrayIcon.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/DialogAbout.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeasureUsageMonitor.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeasureAudioLevel.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Measure.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Measure.cpp	21	#include "MeasureDiskSpace.h"	COMMENT
LOW	Library/Measure.cpp	41	#include "MeasureSpeedFan.h"	COMMENT
LOW	Library/StdAfx.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/StdAfx.h	21	#include <Wininet.h>	COMMENT
LOW	Library/StdAfx.h	41	#include <cmath>	COMMENT
LOW	Library/MeasureSysInfo.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/ConfigParser.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/CommandHandler.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeasureRunCommand.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Measure.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/ContextMenu.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/GameMode.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Meter.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Skin.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Skin.cpp	21	#include "MeasureNet.h"	COMMENT
LOW	Library/MeasureNowPlaying.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeterTextEdit.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeasureFileView.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/SkinPosition.h	61	// position whenever the position is saved, which loses the authored value if the position was	COMMENT
LOW	Library/MeterTextEdit.cpp	1121	const std::wstring result = PreviewReplacement(text, insert);	COMMENT
LOW	Library/DialogNewSkin.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/DialogPackage.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeterStringBase.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/MeterStringBase.h	101	void ApplyTextState(Gfx::Canvas& canvas, Gfx::TextFormat* format = nullptr);	COMMENT
LOW	Library/RainmeterAPI.cs	41	[DllImport("Rainmeter.dll", CharSet = CharSet.Unicode)]	COMMENT
LOW	Library/RainmeterAPI.cs	101	/// </summary>	COMMENT
LOW	Library/RainmeterAPI.cs	121		COMMENT
LOW	Library/RainmeterAPI.cs	161	/// <code>	COMMENT
LOW	Library/RainmeterAPI.cs	181	/// <param name="defValue">Default value for the option if it is not found, invalid, or a formula could not be p	COMMENT
LOW	Library/RainmeterAPI.cs	201	/// </summary>	COMMENT
LOW	Library/RainmeterAPI.cs	221	{	COMMENT
LOW	Library/RainmeterAPI.cs	241	/// {	COMMENT
LOW	Library/RainmeterAPI.cs	261	/// <example>	COMMENT
LOW	Library/RainmeterAPI.cs	281	}	COMMENT
LOW	Library/RainmeterAPI.cs	301	public string ReplaceVariables(string str)	COMMENT
LOW	Library/RainmeterAPI.cs	321	/// </code>	COMMENT
LOW	Library/RainmeterAPI.cs	341	/// data = GCHandle.ToIntPtr(GCHandle.Alloc(measure));	COMMENT
LOW	Library/RainmeterAPI.cs	361	/// if (rmDataFile == null) { rmDataFile = API.GetSettingsFile(); } // declare 'rmDataFile' as a string in	COMMENT
LOW	Library/RainmeterAPI.cs	381	/// Rainmeter.API api = (Rainmeter.API)rm;	COMMENT
LOW	Library/RainmeterAPI.cs	401	/// {	COMMENT
LOW	Library/RainmeterAPI.cs	421	/// internal void Initialize(Rainmeter.API rm)	COMMENT
LOW	Library/RainmeterAPI.cs	521	/// <returns>No return type</returns>	COMMENT
LOW	Library/RainmeterAPI.cs	541	/// <returns>No return type</returns>	COMMENT
LOW	Library/RainmeterAPI.cs	561	/// Sends a message to the Rainmeter log with source	COMMENT
LOW	Library/RainmeterAPI.cs	581	RmLog(this.m_Rm, type, message);	COMMENT
LOW	Library/RainmeterAPI.cs	601	/// return 0.0;	COMMENT
LOW	Library/Rainmeter.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Rainmeter.h	21	#define APPNAME L"Rainmeter"	COMMENT
LOW	Library/Rainmeter.h	321		COMMENT
LOW	Library/DialogInstall.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Skin.h	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/ConfigParser.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
LOW	Library/Meter.cpp	1	// Copyright (c) Rainmeter Team. Source code licensed under GNU GPL v2 (see LICENSE file).	COMMENT
1012 more matches not shown…

Slop Phrases8 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	Build/Skins/illustro/Recycle Bin/Recycle Bin.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/Google/Google.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/Network/Network.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/Welcome/Welcome.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/System/System.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/Disk/1 Disk.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/Disk/2 Disks.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE
MEDIUM	Build/Skins/illustro/Clock/Clock.ini	2	; That is, they do not affect the code and are here for demonstration purposes only.	CODE

Verbosity Indicators7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	ThirdParty/NSIS/System/System.c	1032	// Step 1: retrieve value	COMMENT
LOW	ThirdParty/NSIS/System/System.c	1051	// Step 2: place it	COMMENT
LOW	ThirdParty/NSIS/System/System.c	1159	// Step 1: retrieve value	COMMENT
LOW	ThirdParty/NSIS/System/System.c	1223	// Step 2: place it	COMMENT
LOW	ThirdParty/fmt/format-inl.h	1275	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	ThirdParty/fmt/format-inl.h	1330	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	ThirdParty/fmt/format-inl.h	1362	// Step 3: Find the significand with the smaller divisor.	COMMENT

Structural Annotation Overuse7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	ThirdParty/NSIS/System/System.c	1032	// Step 1: retrieve value	COMMENT
LOW	ThirdParty/NSIS/System/System.c	1051	// Step 2: place it	COMMENT
LOW	ThirdParty/NSIS/System/System.c	1159	// Step 1: retrieve value	COMMENT
LOW	ThirdParty/NSIS/System/System.c	1223	// Step 2: place it	COMMENT
LOW	ThirdParty/fmt/format-inl.h	1275	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	ThirdParty/fmt/format-inl.h	1330	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	ThirdParty/fmt/format-inl.h	1362	// Step 3: Find the significand with the smaller divisor.	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	Library/Skin.cpp	346	// utilize Connected Standby (InstantGo). Reference: OnWakeAction, OnPowerBroadcast	COMMENT
MEDIUM	Library/taglib/mpeg/mpegproperties.cpp	193	// TODO: Make this more robust with audio property detection for VBR without a	COMMENT
MEDIUM	ThirdParty/fmt/format.h	3383	// Compilers are not aware of how to leverage the maximum value of	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	ThirdParty/zlib/minizip/skipset.h	20	// Example usage:	COMMENT

rainmeter/rainmeter

Open-Source Code Quality, Security and Technical Debt Review