1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.4K

Stars

C++

Language

1.2M

Lines of Code

3.6K

Files

1.6K

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 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1532 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 6.5/100 · LOW

Which changes need focused human review? 1552 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 2MEDIUM 9LOW 1541

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 1552 distinct pattern matches across 13 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 Block1513 hits · 1382 pts

Severity	File	Line	Snippet	Context
LOW	tools/resample_session.pl	141		COMMENT
LOW	tools/readtest.c	1	/* gcc -o readtest readtest.c `pkg-config --cflags --libs glib-2.0` -lm */	COMMENT
LOW	tools/define_versions.sh	21	#	COMMENT
LOW	tools/fmt-luadoc.php	1	#!/usr/bin/php	COMMENT
LOW	tools/fmt-luadoc.php	801	<style type="text/css">	COMMENT
LOW	tools/fmt-luadoc.php	821	#luaref p.classinfo { margin: .25em 0; }	COMMENT
LOW	tools/CrashReporter/main.m	1	//	COMMENT
LOW	tools/sanity_check/systemtest.cpp	21	*	COMMENT
LOW	gtk2_ardour/editor.h	41	#include <vector>	COMMENT
LOW	gtk2_ardour/editor.h	61		COMMENT
LOW	gtk2_ardour/editing.h	21	#pragma once	COMMENT
LOW	gtk2_ardour/editing.h	121	#undef MIDIEDITMODE	COMMENT
LOW	gtk2_ardour/editing.h	161	#define IMPORTMODE(a) /empty/	COMMENT
LOW	gtk2_ardour/editing.h	181	#define IMPORTDISPOSITION(a) /empty/	COMMENT
LOW	gtk2_ardour/soundcloud_export_selector.h	1	/soundcloud_export_selector.h**********************************************	COMMENT
LOW	gtk2_ardour/midi_region_view.h	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	gtk2_ardour/trigger_strip.h	21		COMMENT
LOW	gtk2_ardour/new_user_wizard.h	21		COMMENT
LOW	gtk2_ardour/plugin_selector.h	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	gtk2_ardour/region_layering_order_editor.h	21	#ifndef __gtk2_ardour_region_layering_order_editor_h__	COMMENT
LOW	gtk2_ardour/option_editor.h	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	gtk2_ardour/foldback_strip.h	21		COMMENT
LOW	gtk2_ardour/foldback_strip.h	41	#include "ardour/processor.h"	COMMENT
LOW	gtk2_ardour/meter_strip.h	21	#define __ardour_meter_strip__	COMMENT
LOW	gtk2_ardour/audio_region_editor.h	21	*/	COMMENT
LOW	gtk2_ardour/analysis_window.h	21		COMMENT
LOW	gtk2_ardour/route_list_base.h	21		COMMENT
LOW	gtk2_ardour/engine_dialog.h	21	*/	COMMENT
LOW	gtk2_ardour/time_fx_dialog.h	21		COMMENT
LOW	gtk2_ardour/au_pluginui.mm	21	#undef Marker	COMMENT
LOW	gtk2_ardour/au_pluginui.mm	41		COMMENT
LOW	gtk2_ardour/automation_controller.h	21		COMMENT
LOW	gtk2_ardour/processor_box.h	21	* 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.	COMMENT
LOW	gtk2_ardour/processor_box.h	41	#include "pbd/stateful.h"	COMMENT
LOW	gtk2_ardour/port_group.h	21	#pragma once	COMMENT
LOW	gtk2_ardour/vca_master_strip.h	21	#ifndef __ardour_vca_master_strip__	COMMENT
LOW	gtk2_ardour/lv2_plugin_ui.h	21		COMMENT
LOW	gtk2_ardour/port_matrix.h	21	#pragma once	COMMENT
LOW	gtk2_ardour/audio_clip_editor.h	21		COMMENT
LOW	gtk2_ardour/luasignal_syms.inc.h	101	// TODO per plugin actions / controllables	COMMENT
LOW	gtk2_ardour/ardour_ui.h	41	#include <ytkmm/box.h>	COMMENT
LOW	gtk2_ardour/ardour_ui.h	61	#include "gtkmm2ext/bindings.h"	COMMENT
LOW	gtk2_ardour/ardour_ui.h	81	#include "enums.h"	COMMENT
LOW	gtk2_ardour/ardour_ui.h	101	#include "io_plugin_window.h"	COMMENT
LOW	gtk2_ardour/patch_change_widget.h	21	#include <ytkmm/box.h>	COMMENT
LOW	gtk2_ardour/route_time_axis.h	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	gtk2_ardour/strip_import_dialog.h	21		COMMENT
LOW	gtk2_ardour/audio_time_axis.h	21	* 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.	COMMENT
LOW	gtk2_ardour/export_video_dialog.h	21		COMMENT
LOW	gtk2_ardour/route_params_ui.h	21	*/	COMMENT
LOW	gtk2_ardour/meterbridge.h	21	#include <ytkmm/box.h>	COMMENT
LOW	gtk2_ardour/editing_context.h	41	#include "ardour/midi_operator.h"	COMMENT
LOW	gtk2_ardour/route_ui.h	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	gtk2_ardour/transcode_video_dialog.h	21		COMMENT
LOW	gtk2_ardour/track_record_axis.h	21		COMMENT
LOW	gtk2_ardour/automation_line.h	21	* You should have received a copy of the GNU General Public License along	COMMENT
LOW	gtk2_ardour/trigger_page.h	21	#include <ytkmm/box.h>	COMMENT
LOW	gtk2_ardour/mixer_ui.h	21	* with this program; if not, write to the Free Software Foundation, Inc.,	COMMENT
LOW	gtk2_ardour/mixer_ui.h	41	#include "pbd/stateful.h"	COMMENT
LOW	gtk2_ardour/audio_trigger_properties_box.h	21	#define _gtk_ardour_audio_trigger_properties_box_h_	COMMENT
1453 more matches not shown…

Slop Phrases5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/tk/ytkmm/ytkmm/widget.h	2205	* Here is a simple example:	COMMENT
MEDIUM	libs/tk/ytk/gtktreeviewcolumn.c	1473	* Here's a simple example:	COMMENT
MEDIUM	libs/tk/ytk/gtkdialog.c	558	* Here's a simple example:	COMMENT
MEDIUM	libs/tk/ytk/gtkwidget.c	8589	* Here is a simple example:	COMMENT
MEDIUM	libs/tk/ydk/gdkpango.c	552	* Creates a new #PangoRenderer for @screen. Normally you can use the	COMMENT

Fake / Example Data8 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	libs/tk/ytk/gtktypebuiltins.c	1768	{ GTK_UI_MANAGER_PLACEHOLDER, "GTK_UI_MANAGER_PLACEHOLDER", "placeholder" },	CODE
LOW	libs/tk/ytk/gtkbuilderparser.c	887	else if (strcmp (element_name, "placeholder") == 0)	CODE
LOW	libs/tk/ytk/gtkbuilderparser.c	1042	else if (strcmp (element_name, "placeholder") == 0)	CODE
LOW	libs/tk/ytk/gtkuimanager.c	1410	!strcmp (element_name, "placeholder"))	CODE
LOW	…re/web_surfaces/builtin/mixer/toolkit/widgets/value.js	231	if (O.placeholder) E.setAttribute("placeholder", O.placeholder);	CODE
LOW	…re/web_surfaces/builtin/mixer/toolkit/widgets/value.js	232	else E.removeAttribute("placeholder");	CODE
LOW	…re/web_surfaces/builtin/mixer/toolkit/widgets/pager.js	65	* content: "<h1>Foobar</h1><p>Lorem ipsum dolor sit amet</p>"	COMMENT
LOW	…re/web_surfaces/builtin/mixer/toolkit/widgets/pager.js	65	* content: "<h1>Foobar</h1><p>Lorem ipsum dolor sit amet</p>"	COMMENT

Unused Imports8 hits · 8 pts

Severity	File	Line	Context
LOW	tools/misc.py	14	CODE
LOW	tools/misc.py	15	CODE
LOW	tools/misc.py	15	CODE
LOW	tools/autowaf.py	15	CODE
LOW	tools/autowaf.py	15	CODE
LOW	tools/autowaf.py	15	CODE
LOW	tools/autowaf.py	15	CODE
LOW	tools/autowaf.py	15	CODE

Hyper-Verbose Identifiers5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tools/session_exchange.py	631	def add_session_ok_file_btn_clicked(self, w):	CODE
LOW	tools/session_exchange.py	660	def create_file_ok_btn_clicked(self, w):	CODE
LOW⚡	tools/session_exchange.py	684	def cb_session_selection_changed(self, selection_object):	CODE
LOW⚡	tools/session_exchange.py	692	def cb_collab_selection_changed(self, selection_object):	CODE
LOW⚡	tools/session_exchange.py	700	def cb_snap_selection_changed(self, selection_object):	CODE

Self-Referential Comments2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/gendef.py	35	self.create_task('nm_def', obj_files, d) # Create the task	CODE
MEDIUM	tools/cstyle.py	252	# Create a new CStyleChecker object	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/session_exchange.py	727	mid = self.status_bar.push(self._status_cid, text)	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	share/web_surfaces/builtin/mixer/toolkit/toolkit.js	1118	print("%s (%s, children: %o)", w._class, state.join(" "), nchildren);	CODE

Excessive Try-Catch Wrapping2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	share/scripts/tomsloop.lua	172	print ("Error: A Loop range must be set.")	CODE
MEDIUM	share/scripts/tomsloop.lua	179	print ("Error: The Playhead (paste point) needs to be after the loop.")	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	libs/tk/ytk/gtkmenu.c	4670	/* We need to check if the selected item fully visible.	COMMENT
LOW	libs/aaf/AAFIParser.c	1679	* We need to check if OperationGroup is a direct child of TopLevelCompositionMob > TimelineMobSlot.	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/autowaf.py	276		CODE
LOW	tools/cstyle.py	87		CODE

AI Slop Vocabulary2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/fmt-bindings.py	530	# If there is a linebreak, just use everything up the linebreak	STRING
LOW	libs/tk/ydk-pixbuf/gdk-pixbuf-loader.c	51	* To use #GdkPixbufLoader to load an image, just create a new one, and	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	libs/tk/ytkmm/ytkmm/main.h	277	// TODO: implement this to use the new Glib::OptionEntry argument parsing classes.	COMMENT

Ardour/ardour

Open-Source Code Quality, Security and Technical Debt Review