AI Slop Code Risk Monitor

Martchus/syncthingtray

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

Tray application and Dolphin/Plasma integration for Syncthing

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Martchus/syncthingtray, a C++ project with 2,987 GitHub stars. SynthScan examined 128,621 lines of code across 298 source files, recording 122 pattern matches distributed across 1 syntactic category. 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
2026-10-31
Last Push
3.0K
Stars
C++
Language
128.6K
Lines of Code
298
Files
122
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? 122 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? 122 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 0LOW 122

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 122 distinct pattern matches across 1 syntactic category. 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 Block122 hits · 122 pts
SeverityFileLineSnippetContext
LOWsyncthing/global.h1// Created via CMake from template global.h.inCOMMENT
LOWsyncthing/interface.cpp1#include "./interface.h"COMMENT
LOWsyncthing/tests/interfacetests.cpp1#include "../interface.h"COMMENT
LOWplasmoid/lib/syncthingapplet.h1#ifndef SYNCTHINGAPPLET_HCOMMENT
LOWplasmoid/lib/syncthingapplet.h21#include <Plasma/Applet>COMMENT
LOWplasmoid/lib/global.h1// Created via CMake from template global.h.inCOMMENT
LOWplasmoid/lib/settingsdialog.cpp1#include "./settingsdialog.h"COMMENT
LOWplasmoid/lib/syncthingapplet.cpp1#include "./syncthingapplet.h"COMMENT
LOWplasmoid/lib/syncthingapplet.cpp21#if defined(SYNCTHINGWIDGETS_GUI_QTQUICK_MODE_DESKTOP)COMMENT
LOWplasmoid/lib/syncthingapplet.cpp41#endifCOMMENT
LOWcli/helper.h1#ifndef SYNCTHINGCTL_HELPERCOMMENT
LOWcli/jsdefs.h1// Created via CMake from template jsdefs.h.inCOMMENT
LOWcli/jsdefs.h21# define SYNCTHINGCTL_JS_UNDELETABLE ,QScriptValue::UndeletableCOMMENT
LOWcli/jsincludes.h1// Created via CMake from template jsincludes.h.inCOMMENT
LOWcli/application.cpp1#include "./application.h"COMMENT
LOWcli/application.cpp21COMMENT
LOWcli/tests/application.cpp1#include "../../testhelper/helper.h"COMMENT
LOWtray/gui/trayicon.cpp1#include "./trayicon.h"COMMENT
LOWtray/gui/dirview.cpp1#include "./dirview.h"COMMENT
LOWtray/gui/helper.h1#ifndef TRAY_GUI_HELPER_HCOMMENT
LOWtray/gui/downloaditemdelegate.cpp1#include "./downloaditemdelegate.h"COMMENT
LOWtray/gui/devbuttonsitemdelegate.cpp1#include "./devbuttonsitemdelegate.h"COMMENT
LOWtray/gui/helper.cpp1#include "./helper.h"COMMENT
LOWtray/gui/traywidget.cpp1#include "./traywidget.h"COMMENT
LOWtray/gui/traywidget.cpp21#ifdef LIB_SYNCTHING_CONNECTOR_SUPPORT_SYSTEMDCOMMENT
LOWtray/gui/traywidget.cpp41COMMENT
LOWtray/gui/traymenu.cpp1#include "./traymenu.h"COMMENT
LOWtray/gui/traymenu.cpp21#if (QT_VERSION < QT_VERSION_CHECK(6, 9, 0))COMMENT
LOWtray/gui/traymenu.cpp61#ifdef TRAY_MENU_HANDLE_WINDOWS11_STYLECOMMENT
LOWtray/gui/traywidget.h1#ifndef TRAY_WIDGET_HCOMMENT
LOWtray/application/singleinstance.cpp1#include "./singleinstance.h"COMMENT
LOWtray/application/main.cpp1#if defined(GUI_QTQUICK) && defined(SYNCTHINGWIDGETS_GUI_QTQUICK_MODE_DESKTOP) && defined(SYNCTHING_APP_DYNAMIC_STYLE)COMMENT
LOWtray/application/main.cpp21#if defined(GUI_QTQUICK) && defined(SYNCTHINGWIDGETS_GUI_QTQUICK_MODE_APP)COMMENT
LOWtray/application/main.cpp41#endifCOMMENT
LOWtray/application/main.cpp61#endifCOMMENT
LOWtray/application/main.cpp81#include <iostream>COMMENT
LOWtray/application/main.cpp121COMMENT
LOWsyncthingmodel/syncthingfilemodel.h1#ifndef DATA_SYNCTHINGFILEMODEL_HCOMMENT
LOWsyncthingmodel/syncthingfilemodel.cpp1#include "./syncthingfilemodel.h"COMMENT
LOWsyncthingmodel/global.h1// Created via CMake from template global.h.inCOMMENT
LOWsyncthingmodel/syncthingicons.cpp1#include "./syncthingicons.h"COMMENT
LOWsyncthingmodel/tests/models.cpp1#include "../syncthingdevicemodel.h"COMMENT
LOWsyncthingwidgets/global.h1// Created via CMake from template global.h.inCOMMENT
LOWsyncthingwidgets/misc/syncthinglauncher.cpp1#include "./syncthinglauncher.h"COMMENT
LOWsyncthingwidgets/misc/syncthinglauncher.h1#ifndef SYNCTHINGWIDGETS_SYNCTHINGLAUNCHER_HCOMMENT
LOWsyncthingwidgets/misc/syncthingmodels.h1#ifndef SYNCTHINGWIDGETS_MODELS_HCOMMENT
LOWsyncthingwidgets/misc/syncthingdata.h1#ifndef SYNCTHINGWIDGETS_DATA_HCOMMENT
LOWsyncthingwidgets/misc/otherdialogs.cpp1#include "./otherdialogs.h"COMMENT
LOWsyncthingwidgets/misc/otherdialogs.cpp21#include <QFontDatabase>COMMENT
LOWsyncthingwidgets/misc/syncthingmodels.cpp1#include "./syncthingmodels.h"COMMENT
LOWsyncthingwidgets/misc/syncthingmodels.cpp21#include <QJniObject>COMMENT
LOWsyncthingwidgets/misc/direrrorsdialog.cpp1#include "./direrrorsdialog.h"COMMENT
LOWsyncthingwidgets/misc/textviewdialog.cpp1#include "./textviewdialog.h"COMMENT
LOWsyncthingwidgets/misc/internalerrorsdialog.cpp1#include "./internalerrorsdialog.h"COMMENT
LOWsyncthingwidgets/settings/settings.h1#ifndef SETTINGS_HCOMMENT
LOWsyncthingwidgets/settings/setupdetection.h1#ifndef SETTINGS_SETUP_DETECTION_HCOMMENT
LOWsyncthingwidgets/settings/settingsdialog.cpp1#include "./settingsdialog.h"COMMENT
LOWsyncthingwidgets/settings/settingsdialog.cpp21#include <syncthingmodel/syncthingicons.h>COMMENT
LOWsyncthingwidgets/settings/settingsdialog.cpp41#include <qtutilities/misc/dialogutils.h>COMMENT
LOWsyncthingwidgets/settings/settingsdialog.cpp61#include <QRegularExpression>COMMENT
62 more matches not shown…