AI Slop Code Risk Monitor

LSPosed/LSPosed

Name: LSPosed/LSPosed — Java Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

LSPosed Framework

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for LSPosed/LSPosed, a Java project with 25,279 GitHub stars. SynthScan examined 53,478 lines of code across 410 source files, recording 38 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.9 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

25.3K

Stars

Java

Language

53.5K

Lines of Code

410

Files

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 4.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 38 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 4.6/100 · LOW

Which changes need focused human review? 38 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 6LOW 32

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 38 distinct pattern matches across 2 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 Block32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	core/src/main/jni/include/config.h	21	#pragma once	COMMENT
LOW	core/src/main/jni/include/logging.h	21	#ifndef _LOGGING_H	COMMENT
LOW	core/src/main/jni/include/logging.h	41	std::array<char, 1024> buf{};	COMMENT
LOW	core/src/main/jni/include/macros.h	1	#pragma once	COMMENT
LOW	core/src/main/jni/include/native_util.h	21	#include <dlfcn.h>	COMMENT
LOW	…/main/jni/include/framework/androidfw/resource_types.h	241		COMMENT
LOW	…/main/jni/include/framework/androidfw/resource_types.h	261	TYPE_FLOAT = 0x04,	COMMENT
LOW	core/src/main/jni/src/native_api.cpp	21	//	COMMENT
LOW	dex2oat/src/main/cpp/logging.h	1	#pragma once	COMMENT
LOW	dex2oat/src/main/cpp/logging.h	21	__FILE_NAME__, __LINE__, __PRETTY_FUNCTION__ __VA_OPT__(, ) __VA_ARGS__)	COMMENT
LOW	dex2oat/src/main/cpp/dex2oat.c	21	// Created by Nullptr on 2022/4/1.	COMMENT
LOW	…n/java/org/lsposed/lspd/service/LSPManagerService.java	221	Log.w(TAG, "cannot ensure webview dir", e);	COMMENT
LOW	daemon/src/main/jni/obfuscation.cpp	21	// Created by Kotori2 on 2021/12/1.	COMMENT
LOW	daemon/src/main/jni/logcat.cpp	1	#include "logcat.h"	COMMENT
LOW	daemon/src/main/jni/logging.h	21	#ifndef _LOGGING_H	COMMENT
LOW	daemon/src/main/jni/logging.h	41	#else	COMMENT
LOW	magisk-loader/magisk_module/post-fs-data.sh	1	#	COMMENT
LOW	magisk-loader/magisk_module/uninstall.sh	1	#	COMMENT
LOW	magisk-loader/magisk_module/util_functions.sh	1	#	COMMENT
LOW	magisk-loader/magisk_module/verify.sh	1	#	COMMENT
LOW	magisk-loader/magisk_module/service.sh	1	#	COMMENT
LOW	magisk-loader/magisk_module/customize.sh	1	#	COMMENT
LOW	magisk-loader/src/main/jni/api/riru.h	1	#ifndef RIRU_H	COMMENT
LOW	magisk-loader/src/main/jni/api/riru.h	81	#ifdef RIRU_MODULE	COMMENT
LOW	magisk-loader/src/main/jni/api/zygisk.h	61	// process will be specialized.	COMMENT
LOW	magisk-loader/src/main/jni/api/zygisk.h	121	// These values are used in Api::setOption(Option)	COMMENT
LOW	magisk-loader/src/main/jni/api/zygisk.h	141	PROCESS_GRANTED_ROOT = (1u << 0),	COMMENT
LOW	magisk-loader/src/main/jni/api/zygisk.h	161	// The root companion process is ABI aware; that is, when calling this function from a 32-bit	COMMENT
LOW	magisk-loader/src/main/jni/api/zygisk.h	181	void setOption(Option opt);	COMMENT
LOW	magisk-loader/src/main/jni/api/riru_main.cpp	21	#include <jni.h>	COMMENT
LOW	magisk-loader/src/main/jni/src/magisk_loader.cpp	21	#include <fcntl.h>	COMMENT
LOW	magisk-loader/src/main/jni/src/service.cpp	21	// Created by loves on 2/7/2021.	COMMENT

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	magisk-loader/magisk_module/post-fs-data.sh	2	# This file is part of LSPosed.	COMMENT
MEDIUM	magisk-loader/magisk_module/uninstall.sh	2	# This file is part of LSPosed.	COMMENT
MEDIUM	magisk-loader/magisk_module/util_functions.sh	2	# This file is part of LSPosed.	COMMENT
MEDIUM	magisk-loader/magisk_module/verify.sh	2	# This file is part of LSPosed.	COMMENT
MEDIUM	magisk-loader/magisk_module/service.sh	2	# This file is part of LSPosed.	COMMENT
MEDIUM	magisk-loader/magisk_module/customize.sh	2	# This file is part of LSPosed.	COMMENT