AI Slop Code Risk Monitor

JingMatrix/Vector

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

Modern Xposed Framework

1.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for JingMatrix/Vector, a Kotlin project with 12,994 GitHub stars. SynthScan examined 78,269 lines of code across 545 source files, recording 79 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.9 (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.

1.9
Adjusted Signal
1.9
Raw Pattern Score
100%
Time Factor
2026-11-01
Last Push
13.0K
Stars
Kotlin
Language
78.3K
Lines of Code
545
Files
79
Pattern Hits
2026-10-31
Scan Date
0.01
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 5.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 71 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.8/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 79 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 6HIGH 0MEDIUM 7LOW 66

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 79 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 Block66 hits · 66 pts
SeverityFileLineSnippetContext
LOWcrowdin.yml1project_id_env: CROWDIN_PROJECT_IDCOMMENT
LOWzygisk/src/main/cpp/module.cpp1#include <common/config.h>COMMENT
LOWzygisk/src/main/cpp/include/zygisk.hpp101struct Api;COMMENT
LOWzygisk/src/main/cpp/include/zygisk.hpp181// These values are used in Api::setOption(Option)COMMENT
LOWzygisk/src/main/cpp/include/zygisk.hpp201 PROCESS_GRANTED_ROOT = (1u << 0),COMMENT
LOWzygisk/src/main/cpp/include/zygisk.hpp221 // process, you will be connected to a 32-bit companion process, and vice versa for 64-bit.COMMENT
LOWzygisk/src/main/cpp/include/zygisk.hpp241COMMENT
LOWzygisk/src/main/cpp/include/zygisk.hpp261 int numMethods);COMMENT
LOWnative/CMakeLists.txt21COMMENT
LOWnative/include/framework/android_types.h201 TYPE_STRING = 0x03,COMMENT
LOWnative/src/jni/hook_bridge.cpp1#include <alloca.h>COMMENT
LOWnative/src/jni/resources_hook.cpp1#include <dex_builder.h>COMMENT
LOWnative/src/jni/resources_hook.cpp261// so that the last slot the scan reads is still inside the ResXMLTree allocation on the newestCOMMENT
LOWnative/src/elf/elf_image.cpp1#include "elf/elf_image.h"COMMENT
LOWnative/src/elf/elf_image.cpp461 best_exact = true;COMMENT
LOWnative/src/elf/elf_image.cpp481 // * a private read-only mapping with no code behind it.COMMENT
LOW…gacy/src/main/java/android/content/res/XResources.java61public class XResources extends XResourcesSuperClass {COMMENT
LOWdex2oat/src/main/cpp/oat_hook.cpp1#include <dlfcn.h>COMMENT
LOWdex2oat/src/main/cpp/dex2oat.cpp1#include <linux/memfd.h>COMMENT
LOWdex2oat/src/main/cpp/include/base_macros.h41// void operator=(const TypeName&) = delete;COMMENT
LOWdex2oat/src/main/cpp/include/base_macros.h61// used in defining new arrays, for example. If you use arraysize onCOMMENT
LOWdex2oat/src/main/cpp/include/base_macros.h81// vendor code defines LIKELY and UNLIKELY this way, and includesCOMMENT
LOWdex2oat/src/main/cpp/include/base_macros.h101// between switch labels:COMMENT
LOWdex2oat/src/main/cpp/include/base_macros.h121// When compiled with clang, the FALLTHROUGH_INTENDED macro is expanded toCOMMENT
LOWdex2oat/src/main/cpp/include/base_macros.h141#elif defined(__i386__)COMMENT
LOWdex2oat/src/main/cpp/include/logging.h1#pragma onceCOMMENT
LOWdex2oat/src/main/cpp/include/logging.h21 ": " fmt, \COMMENT
LOWdex2oat/src/main/cpp/include/macros.h21#include <unistd.h> // for TEMP_FAILURE_RETRYCOMMENT
LOWdex2oat/src/main/cpp/include/macros.h41 ALWAYS_INLINE void* operator new(size_t, void* ptr) noexcept { return ptr; } \COMMENT
LOWdex2oat/src/main/cpp/include/macros.h61COMMENT
LOWdex2oat/src/main/cpp/include/macros.h81#define NO_STACK_PROTECTOR __attribute__((no_stack_protector))COMMENT
LOWdex2oat/src/main/cpp/include/macros.h101// without the UNREACHABLE a return statement would be necessary.COMMENT
LOWdex2oat/src/main/cpp/include/macros.h121#elseCOMMENT
LOW…in/kotlin/org/matrix/vector/manager/ui/MainActivity.kt41COMMENT
LOW…in/kotlin/org/matrix/vector/manager/ui/MainActivity.kt61 // arrives *with* a bundle and cannot tell itself apart from a rotation by looking at one:COMMENT
LOW…/main/kotlin/org/matrix/vector/manager/ui/VectorApp.kt81 // Where the launch intent asked to open. The activity has no back stack to act on, so it leavesCOMMENT
LOW…matrix/vector/manager/ui/screens/home/HomeViewModel.kt181COMMENT
LOW…matrix/vector/manager/ui/screens/home/HomeViewModel.kt341 // already in hand when `refreshPresence` ran above — a second read of twoCOMMENT
LOW…/vector/manager/ui/screens/modules/ModulesViewModel.kt441COMMENT
LOW…ix/vector/manager/ui/screens/modules/ScopeViewModel.kt321 //COMMENT
LOW…ix/vector/manager/ui/screens/modules/ScopeViewModel.kt361 //COMMENT
LOW…ix/vector/manager/ui/screens/modules/ScopeViewModel.kt461 // them offers choices the framework will not honour — and the same package appearsCOMMENT
LOW…ix/vector/manager/ui/screens/modules/ScopeViewModel.kt481 allApps.value = withFrameworkCOMMENT
LOW…ix/vector/manager/ui/screens/modules/ScopeViewModel.kt901 val framework = ScopeTarget(SYSTEM_FRAMEWORK_PACKAGE, 0)COMMENT
LOW…x/vector/manager/data/repository/FrameworkInstaller.kt121 // Built here rather than on the download's own thread so that [cancelDownload] hasCOMMENT
LOW…/matrix/vector/manager/data/github/GitHubRepository.kt561 isBot = primary.isBot,COMMENT
LOW…/main/kotlin/org/matrix/vector/daemon/VectorService.kt301 // stayed blocked after it was uninstalled. Nothing else ever removes it: the CLI does notCOMMENT
LOW…/main/kotlin/org/matrix/vector/daemon/VectorService.kt441 // — and a swipe or the one-hour timeout fires the delete intent whether or not a button wasCOMMENT
LOW…/main/kotlin/org/matrix/vector/daemon/VectorService.kt461 // claim and the cancel, the prompt stayed on screen with live buttons that did nothing for theCOMMENT
LOW…/main/kotlin/org/matrix/vector/daemon/VectorService.kt481 NotificationManager.withdrawScopeRequests(packageName).forEach { pending ->COMMENT
LOW…/main/kotlin/org/matrix/vector/daemon/VectorService.kt501 // Package by package rather than all-or-nothing: the prompt may have been up for anCOMMENT
LOW…org/matrix/vector/daemon/system/NotificationManager.kt541 // alone so the second overwrote the first, and the survivor pointed into a profile that isCOMMENT
LOW…org/matrix/vector/daemon/system/NotificationManager.kt581 .apply { extras.putString("android.substName", BuildConfig.FRAMEWORK_NAME) }COMMENT
LOW…otlin/org/matrix/vector/daemon/ipc/ModuleAppService.kt341 // background is a uid that keeps being reported active, which is what wakes the delivery again.COMMENT
LOW…kotlin/org/matrix/vector/daemon/data/ModuleDatabase.kt241 // activated, and nothing else was ever going to take that notice down: it is only markedCOMMENT
LOW…kotlin/org/matrix/vector/daemon/data/ModuleDatabase.kt301 // user does not hold the module, which is what keeps a module installed for one user out ofCOMMENT
LOW…in/kotlin/org/matrix/vector/daemon/data/ConfigCache.kt181 val users = userManager?.getRealUsers() ?: emptyList()COMMENT
LOW…in/kotlin/org/matrix/vector/daemon/data/ConfigCache.kt201 //COMMENT
LOW…in/kotlin/org/matrix/vector/daemon/data/ConfigCache.kt421 // Against the *current* state, not against the copy taken at the top of this function. ACOMMENT
LOWdaemon/src/main/jni/obfuscation.cpp1#include "obfuscation.h"COMMENT
6 more matches not shown…
Hallucination Indicators6 hits · 60 pts
SeverityFileLineSnippetContext
CRITICAL…src/main/java/de/robv/android/xposed/XposedBridge.java145 String logStr = org.matrix.vector.util.Log.getStackTraceString(t);CODE
CRITICAL…matrix/vector/manager/ui/screens/home/HomeViewModel.kt487 else org.matrix.vector.manager.BuildConfig.VERSION_CODE.toLong()CODE
CRITICAL…matrix/vector/manager/ui/screens/home/HomeViewModel.kt488 org.matrix.vector.manager.data.github.FeedLayout.build(CODE
CRITICAL…rg/matrix/vector/manager/ui/screens/home/HomeScreen.kt498private fun androidx.compose.foundation.lazy.LazyListScope.communitySection(CODE
CRITICAL…/org/matrix/vector/manager/ui/screens/web/WebScreen.kt283private fun androidx.compose.ui.graphics.Color.luminanceIsDark(): Boolean =CODE
CRITICAL…rix/vector/manager/ui/screens/modules/ModulesScreen.kt902private fun androidx.compose.foundation.lazy.LazyListScope.moduleRows(CODE
Modern AI Meta-Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUM…/main/kotlin/org/matrix/vector/manager/ui/VectorApp.kt112 // Driving the scaffold's own state rather than dropping the items: hiding the items aloneCOMMENT
MEDIUM…/main/kotlin/org/matrix/vector/manager/ui/VectorApp.kt118 // Computed rather than left to the scaffold's default, for two reasons: the floating styleCOMMENT
MEDIUM…/main/kotlin/org/matrix/vector/manager/ui/VectorApp.kt184 // After the scaffold on purpose. Back callbacks are dispatched last-registered-first andCOMMENT
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMzygisk/module/customize.sh3# =========================================================COMMENT
MEDIUMzygisk/module/customize.sh54# =========================================================COMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMzygisk/src/main/cpp/ipc_bridge.cpp144 // Caching these at startup is more efficient and robust than looking them up on every IPC call.COMMENT
MEDIUMzygisk/src/main/cpp/include/ipc_bridge.h10// We include the JNI bridge from 'native' to leverage its helper functions.COMMENT