AI Slop Code RIsk Monitor

quickshell-mirror/quickshell

Flexible toolkit for making desktop shells with QtQuick, for Wayland and X11

5.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for quickshell-mirror/quickshell, a C++ project with 3,134 GitHub stars. SynthScan examined 64,519 lines of code across 537 source files, recording 370 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 5.7 (Moderate 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.

5.7
Adjusted Signal
5.7
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
3.1K
Stars
C++
Language
64.5K
Lines of Code
537
Files
370
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 24.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 370 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 24.9/100 · LOW

Which changes need focused human review? 370 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 370

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 370 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 Block370 hits · 370 pts
SeverityFileLineSnippetContext
LOWsrc/core/elapsedtimer.hpp1#pragma onceCOMMENT
LOWsrc/core/region.hpp1#pragma onceCOMMENT
LOWsrc/core/region.hpp61 /// Defaults to 0. Does nothing if @@item is set.COMMENT
LOWsrc/core/region.hpp81 /// Defaults to @@radius, and may be reset by assigning `undefined`.COMMENT
LOWsrc/core/variants.cpp1#include "variants.hpp"COMMENT
LOWsrc/core/popupanchor.hpp1#pragma onceCOMMENT
LOWsrc/core/popupanchor.hpp21#include "doc.hpp"COMMENT
LOWsrc/core/popupanchor.hpp81 /// The item to anchor / attach the popup to. Setting this property unsets @@window.COMMENT
LOWsrc/core/popupanchor.hpp101 ///COMMENT
LOWsrc/core/toolsupport.cpp1#include "toolsupport.hpp"COMMENT
LOWsrc/core/doc.hpp1#pragma onceCOMMENT
LOWsrc/core/colorquantizer.hpp1#pragma onceCOMMENT
LOWsrc/core/transformwatcher.hpp1#pragma onceCOMMENT
LOWsrc/core/transformwatcher.hpp21class TransformWatcher: public QObject {COMMENT
LOWsrc/core/scan.cpp1#include "scan.hpp"COMMENT
LOWsrc/core/logging.cpp1#include "logging.hpp"COMMENT
LOWsrc/core/logging.cpp21#include <qpair.h>COMMENT
LOWsrc/core/boundcomponent.cpp1#include "boundcomponent.hpp"COMMENT
LOWsrc/core/qmlglobal.hpp1#pragma onceCOMMENT
LOWsrc/core/qmlglobal.hpp81};COMMENT
LOWsrc/core/qmlglobal.hpp101 /// The time at which this Quickshell instance was launched.COMMENT
LOWsrc/core/qmlglobal.hpp121 /// This creates an instance of your window once on every screen.COMMENT
LOWsrc/core/qmlglobal.hpp141 Q_PROPERTY(QString clipboardText READ clipboardText WRITE setClipboardText NOTIFY clipboardTextChanged);COMMENT
LOWsrc/core/qmlglobal.hpp181 /// See @@Reloadable for more information on what can be reloaded and how.COMMENT
LOWsrc/core/qmlglobal.hpp201 /// > Additionally, shell scripts must be run by your shell,COMMENT
LOWsrc/core/qmlglobal.hpp221 /// if the icon does not exist, instead of an image showing a missing texture.COMMENT
LOWsrc/core/qmlglobal.hpp241 /// The popup can also be blocked by setting `QS_NO_RELOAD_POPUP=1`.COMMENT
LOWsrc/core/logging_qtprivate.cpp1// The logging rule parser from qloggingregistry_p.h and qloggingregistry.cpp.COMMENT
LOWsrc/core/qsintercept.cpp1#include "qsintercept.hpp"COMMENT
LOWsrc/core/scriptmodel.cpp1#include "scriptmodel.hpp"COMMENT
LOWsrc/core/incubator.cpp1#include "incubator.hpp"COMMENT
LOWsrc/core/retainable.hpp1#pragma onceCOMMENT
LOWsrc/core/retainable.hpp41 /// and it will not be unlocked until the same number of unlocks as locks have occurred.COMMENT
LOWsrc/core/retainable.hpp101 bool retaining = false;COMMENT
LOWsrc/core/lazyloader.hpp1#pragma onceCOMMENT
LOWsrc/core/lazyloader.hpp21/// load synchronously so windows can be reused.COMMENT
LOWsrc/core/lazyloader.hpp41/// left: trueCOMMENT
LOWsrc/core/lazyloader.hpp61///COMMENT
LOWsrc/core/lazyloader.hpp81/// >COMMENT
LOWsrc/core/lazyloader.hpp101 /// If the component is not loaded, setting this property to true will startCOMMENT
LOWsrc/core/desktopentry.cpp1#include "desktopentry.hpp"COMMENT
LOWsrc/core/easingcurve.hpp1#pragma onceCOMMENT
LOWsrc/core/model.hpp1#pragma onceCOMMENT
LOWsrc/core/model.hpp21/// components that act on models. It has a single role named `modelData`, to match theCOMMENT
LOWsrc/core/generation.hpp1#pragma onceCOMMENT
LOWsrc/core/platformmenu.hpp1#pragma onceCOMMENT
LOWsrc/core/qsmenu.hpp1#pragma onceCOMMENT
LOWsrc/core/qsmenu.hpp61 ///COMMENT
LOWsrc/core/debuginfo.cpp1#include "debuginfo.hpp"COMMENT
LOWsrc/core/iconprovider.cpp1#include "iconprovider.hpp"COMMENT
LOWsrc/core/clock.hpp1#pragma onceCOMMENT
LOWsrc/core/clock.hpp21/// @@QtQuick.Text {COMMENT
LOWsrc/core/qmlscreen.hpp1#pragma onceCOMMENT
LOWsrc/core/lazyloader.cpp1#include "lazyloader.hpp"COMMENT
LOWsrc/core/desktopentry.hpp1#pragma onceCOMMENT
LOWsrc/core/desktopentry.hpp61 /// If true, this application should not be displayed in menus and launchers.COMMENT
LOWsrc/core/desktopentry.hpp181 Q_PROPERTY(QString icon READ default WRITE default NOTIFY iconChanged BINDABLE bindableIcon);COMMENT
LOWsrc/core/generation.cpp1#include "generation.hpp"COMMENT
LOWsrc/core/platformmenu.cpp1#include "platformmenu.hpp"COMMENT
LOWsrc/core/persistentprops.hpp1#pragma onceCOMMENT
310 more matches not shown…