0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.6K

Stars

C++

Language

844.1K

Lines of Code

1.1K

Files

243

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 243 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? 1 finding(s).

PR Review Velocity Impact 1.4/100 · LOW

Which changes need focused human review? 243 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 2LOW 241

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 243 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 Block235 hits · 235 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	221		COMMENT
LOW	plugins/HydrogenImport/HydrogenImport.cpp	1	#include "HydrogenImport.h"	COMMENT
LOW	plugins/TapTempo/TapTempoView.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/SlicerT/SlicerTView.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/SlicerT/SlicerT.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Vestige/Vestige.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Vestige/Vestige.cpp	41	#include "embed.h"	COMMENT
LOW	plugins/Vibed/Vibed.h	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Vibed/Vibed.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/VstEffect/VstEffectControls.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/VstEffect/VstEffectControlDialog.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/OpulenZ/OpulenZ.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/OpulenZ/OpulenZ.cpp	41	#include "InstrumentTrack.h"	COMMENT
LOW	plugins/Lb302/Lb302.h	221		COMMENT
LOW	plugins/Lb302/Lb302.h	241	//! times an enqueue operation is allowed to retry under either of these	COMMENT
LOW	plugins/Lb302/Lb302.h	261	//! independently send note events to an instance of Lb302.	COMMENT
LOW	plugins/Lb302/Lb302.h	281		COMMENT
LOW	plugins/Lb302/Lb302.cpp	41	#include "Engine.h"	COMMENT
LOW	plugins/ReverbSC/base.h	1	#include <stdint.h>	COMMENT
LOW	plugins/TripleOscillator/TripleOscillator.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/SpectrumAnalyzer/SaWaterfallView.cpp	21	*/	COMMENT
LOW	plugins/SpectrumAnalyzer/SaControlsDialog.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/SpectrumAnalyzer/SaProcessor.h	101	// Reallocation lock prevents the processor from changing size of its buffers.	COMMENT
LOW	plugins/SpectrumAnalyzer/SaSpectrumView.cpp	21	* License along with this program (see COPYING); if not, write to the	COMMENT
LOW	plugins/SpectrumAnalyzer/SaProcessor.cpp	21	* Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor,	COMMENT
LOW	plugins/LadspaEffect/LadspaEffect.cpp	21	* Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor,	COMMENT
LOW	plugins/LadspaEffect/caps/basics.h	41	#include <stdlib.h>	COMMENT
LOW	plugins/LadspaEffect/caps/basics.h	61	#define DEFAULT_0 LADSPA_HINT_DEFAULT_0	COMMENT
LOW	plugins/Compressor/CompressorControlDialog.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Eq/EqControlsDialog.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Monstro/Monstro.h	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Organic/Organic.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/AudioFileProcessor/AudioFileProcessorView.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/BitInvader/BitInvader.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Sfxr/Sfxr.cpp	21	* License along with this program (see COPYING); if not, write to the	COMMENT
LOW	plugins/Lv2Instrument/Lv2Instrument.h	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Lv2Instrument/Lv2Instrument.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/Vectorscope/VectorView.cpp	121	sampleFrame *= factor;	COMMENT
LOW	plugins/Patman/Patman.cpp	21	* Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor,	COMMENT
LOW	plugins/Stk/Mallets/Mallets.cpp	21	* License along with this program (see COPYING); if not, write to the	COMMENT
LOW	plugins/Stk/Mallets/Mallets.h	21	* Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor,	COMMENT
LOW	plugins/GigPlayer/GigPlayer.cpp	41	#include "endian_handling.h"	COMMENT
LOW	plugins/GigPlayer/GigPlayer.h	21	* Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor,	COMMENT
LOW	plugins/CarlaBase/Carla.h	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/CarlaBase/Carla.h	41	#include "carlabase_export.h"	COMMENT
LOW	plugins/CarlaBase/Carla.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/CarlaBase/Carla.cpp	41	#include <QFileDialog>	COMMENT
LOW	plugins/CarlaBase/CarlaConfig/config.h	1	// config.h for Carla	COMMENT
LOW	plugins/Watsyn/Watsyn.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/MidiImport/MidiImport.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/MidiExport/MidiFile.h	41	#define LMMS_MIDI_FILE_H	COMMENT
LOW	plugins/MidiExport/MidiFile.h	81	void writeBytes(std::span<const std::uint8_t> bytes);	COMMENT
LOW	plugins/MidiExport/MidiExport.h	101	std::vector<std::vector<std::pair<tick_t, tick_t>>> m_plists;	COMMENT
LOW	plugins/SlewDistortion/SlewDistortionControlDialog.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/VstBase/RemoteVstPlugin.cpp	41	#endif	COMMENT
LOW	plugins/VstBase/RemoteVstPlugin.cpp	61	#include <windows.h>	COMMENT
LOW	plugins/VstBase/RemoteVstPlugin.cpp	81	#undef FontChange	COMMENT
LOW	plugins/VstBase/VstPlugin.cpp	21	* Boston, MA 02110-1301 USA.	COMMENT
LOW	plugins/VstBase/VstPlugin.cpp	41	#endif	COMMENT
LOW	plugins/VstBase/VstPlugin.h	21	* Boston, MA 02110-1301 USA.	COMMENT
175 more matches not shown…

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	plugins/Lb302/Lb302.h	336	// LedCheckBox* m_accentToggle; // TODO: implement accent notes	COMMENT
LOW	plugins/GigPlayer/GigPlayer.cpp	794	// TODO: implement this	COMMENT
LOW	plugins/GigPlayer/GigPlayer.cpp	809	// TODO: implement this	COMMENT
LOW	src/gui/MainWindow.cpp	1391	// TODO: Handle error	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/gui/widgets/LcdWidget.cpp	151	// Don't skip any space and don't draw margin on the left side in seamless mode	COMMENT
MEDIUM	src/gui/widgets/LcdWidget.cpp	194	// When either the left or right edge is seamless, the border drawing must be done	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/core/AutomationClip.cpp	1142	// When we are in a node that is in the middle of two other nodes, we need to check if we	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	plugins/LadspaEffect/caps/configure.py	14	def we_think_so_different_dude():	CODE

LMMS/lmms

Open-Source Code Quality, Security and Technical Debt Review