1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

5.1K

Stars

Java

Language

285.5K

Lines of Code

1.6K

Files

504

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 5.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 500 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 9.1/100 · LOW

Which changes need focused human review? 504 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 4HIGH 1MEDIUM 1LOW 498

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 504 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 Block496 hits · 302 pts

Severity	File	Line	Snippet	Context
LOW	LWJGL/3.4.1/src/main/java/org/lwjgl/glfw/GLFW.java	1161	// FunctionProvider functionProvider = org.lwjgl.opengl.GL.getFunctionProvider();	COMMENT
LOW	LWJGL/3.4.1/src/main/java/org/lwjgl/glfw/GLFW.java	1181	// int detectedGlMinor = glMinor;	COMMENT
LOW	LWJGL/3.4.1/src/main/java/org/lwjgl/glfw/GLFW.java	1201	// }	COMMENT
LOW	…ava/org/lwjgl/util/mapped/MappedObjectTransformer.java	121	static {	COMMENT
LOW	LWJGL/3.3.3/src/main/java/org/lwjgl/glfw/GLFW.java	1121	// glfwMakeContextCurrent(ptr);	COMMENT
LOW	LWJGL/3.3.3/src/main/java/org/lwjgl/glfw/GLFW.java	1141	// if (3 <= parsedGlMajor && parsedGlMajor <= 4) detectedGlMajor = parsedGlMajor;	COMMENT
LOW	…tem/src/main/java/com/sun/nio/zipfs/ZipFileSystem.java	1441	os = Files.newOutputStream(e.file, WRITE);	COMMENT
LOW	…src/main/java/org/libsdl/app/SDLControllerManager.java	201	// - AXIS_RX, AXIS_RY (sometimes the right stick, sometimes triggers).	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLSurface.java	301	// i = event.getActionIndex();	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLSurface.java	321	// y = event.getY(i);	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLSurface.java	341	// if (p > 1.0f) {	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	421	// Log.v(TAG, "Model: " + Build.MODEL);	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	441	// mActivityCreated = true;	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	461	// errorMsgBrokenLib = e.getMessage();	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	481	// + "Error: " + errorMsgBrokenLib);	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	501	// {	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	521	// // So we can call stuff from static callbacks	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	541	// if (Build.VERSION.SDK_INT < 24 /* Android 7.0 (N) */) {	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	561	//	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	1001	// if (mSingleton != null) {	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	1021	// }	COMMENT
LOW	FCL/src/main/java/org/libsdl/app/SDLActivity.java	2121	//	COMMENT
LOW	…ungsten/fclcore/util/versioning/GameVersionNumber.java	161	return isAtLeast(releaseVersion, snapshotVersion, false);	COMMENT
LOW	…/java/com/tungsten/fclcore/launch/DefaultLauncher.java	141		COMMENT
LOW	FCL/src/main/jni/egl_bridge.c	1	#include "egl_bridge.h"	COMMENT
LOW	FCL/src/main/jni/egl_bridge.c	21	#ifdef GLES_TEST	COMMENT
LOW	FCL/src/main/jni/input_bridge_v3.c	21	#include <math.h>	COMMENT
LOW	FCL/src/main/jni/utils.h	1	#pragma once	COMMENT
LOW	FCL/src/main/jni/global_state.h	1	//	COMMENT
LOW	FCL/src/main/jni/utils.c	1	//	COMMENT
LOW	FCL/src/main/jni/jre_launcher.c	21	* Please contact Oracle, 500 Oracle Parkway, Redwood Shores, CA 94065 USA	COMMENT
LOW	FCL/src/main/jni/androidnsbypass/utils.h	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	FCL/src/main/jni/androidnsbypass/utils.h	21	#elif defined(__arm__) \|\| defined(__i386__)	COMMENT
LOW	FCL/src/main/jni/androidnsbypass/utils.h	41	#define TAG "androidnsbypass"	COMMENT
LOW	FCL/src/main/jni/androidnsbypass/nsbypass_dlfcn.c	1	// Copyright (c) 2016 avs333	COMMENT
LOW	FCL/src/main/jni/androidnsbypass/elf_soname_patcher.h	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	FCL/src/main/jni/androidnsbypass/nsbypass.c	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	FCL/src/main/jni/driver_helper/vkshim/vkshim.c	1	// vkshim —— 系统 Vulkan 加载器包装层。	COMMENT
LOW	FCL/src/main/jni/driver_helper/vkshim/vkshim.c	21	#include <vulkan/vulkan.h>	COMMENT
LOW	…iver_helper/internal_android_dlopen_hook/driver/hook.c	1	//	COMMENT
LOW	FCL/src/main/jni/driver_helper/glxshim/glxshim.c	1	//	COMMENT
LOW	FCL/src/main/jni/virgl/virgl.c	1	//	COMMENT
LOW	FCL/src/main/jni/vulkan_check/vulkan_checker.c	1	//	COMMENT
LOW	FCL/src/main/jni/awt_headless/placeholder.c	1	// 占位文件，用于创建空的awt_headless库	COMMENT
LOW	FCL/src/main/jni/jsound/com_sun_media_sound_Platform.h	1	/* libjsound 构建所需的 JNI 声明，按 vendor 的 .c 定义生成（替代 javah 产物） */	COMMENT
LOW	FCL/src/main/jni/jsound/DirectAudio.h	21	* Please contact Oracle, 500 Oracle Parkway, Redwood Shores, CA 94065 USA	COMMENT
LOW	FCL/src/main/jni/jsound/Utilities.h	21	* Please contact Oracle, 500 Oracle Parkway, Redwood Shores, CA 94065 USA	COMMENT
LOW	FCL/src/main/jni/jsound/Utilities.h	41	#define ERROR4(string, p1, p2, p3, p4) { fprintf(stdout, (string), (p1), (p2), (p3), (p4)); fflush(stdout); }	COMMENT
LOW	FCL/src/main/jni/jsound/Utilities.h	61	#define TRACE1(string, p1)	COMMENT
LOW	FCL/src/main/jni/jsound/Configure.h	21	* Please contact Oracle, 500 Oracle Parkway, Redwood Shores, CA 94065 USA	COMMENT
LOW	FCL/src/main/jni/jsound/Configure.h	41		COMMENT
LOW	FCL/src/main/jni/jsound/DirectAudioDevice.c	121	}	COMMENT
LOW	FCL/src/main/jni/jsound/DirectAudioDevice.c	141	#define MAP_SAMPLE2BE_SHORT(sample) ((INT16) MAP_SWAP16BIT(sample))	COMMENT
LOW	FCL/src/main/jni/jsound/SoundDefs.h	21	* Please contact Oracle, 500 Oracle Parkway, Redwood Shores, CA 94065 USA	COMMENT
LOW	FCL/src/main/jni/jsound/SoundDefs.h	41	#if (!defined(X_PLATFORM))	COMMENT
LOW	FCL/src/main/jni/jsound/SoundDefs.h	101	#endif	COMMENT
LOW	FCL/src/main/jni/jsound/jsound_openal.c	21	#include <stdlib.h>	COMMENT
LOW	FCL/src/main/jni/jvm_hooks/java_exec_hooks.c	1	//	COMMENT
LOW	FCL/src/main/jni/native_hooks/exit_hook.c	1	//	COMMENT
LOW	FCL/src/main/jni/native_hooks/sdl_dlopen_hook.c	1	// SDL JNI_OnLoad isolation for the embedded game JVM.	COMMENT
436 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/com/tungsten/fclcore/download/DownloadProviderTest.kt	32	if (!com.tungsten.fcl.setting.ConfigHolder.isInit()) {	CODE
CRITICAL	…/com/tungsten/fclcore/download/DownloadProviderTest.kt	33	com.tungsten.fcl.setting.ConfigHolder.init()	CODE
CRITICAL	…java/com/tungsten/fcl/ui/manage/InstallerListPage.java	111	com.tungsten.fcl.ui.download.version.InstallerListPage page = new com.tungsten.fcl.ui.download.versi	CODE
CRITICAL	…/tungsten/fcl/ui/account/MicrosoftAccountSkinDialog.kt	343	com.tungsten.fcl.setting.Accounts.localizeErrorMessage(context, e)	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…ileSystem/src/main/java/com/sun/nio/zipfs/ZipPath.java	776	// each ZipFileSystem only has one root (as requested for now)	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	FCL/src/main/java/org/libsdl/app/SDLSurface.java	311	// // if we are. We'll leverage our existing mouse motion listener	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	FCL/src/main/java/org/libsdl/app/SDLSurface.java	310	// // We need to check if we're in relative mouse mode and get the axis offset rather than the x/y values	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…m/tungsten/fclcore/event/GameJsonParseFailedEvent.java	26	* auto making up for the missing json, don't forget to set result to {@link Event.Result#ALLOW}.	COMMENT

FCL-Team/FoldCraftLauncher

Open-Source Code Quality, Security and Technical Debt Review