1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.4K

Stars

HTML

Language

199.4K

Lines of Code

433

Files

180

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 162 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 180 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 1MEDIUM 19LOW 160

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 180 distinct pattern matches across 10 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 Block143 hits · 143 pts

Severity	File	Line	Snippet	Context
LOW	util/run-clang-tidy.py	1	#!/usr/bin/env python3	COMMENT
LOW	util/update-release-files.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/pw_module_manager.hpp	21		COMMENT
LOW	src/pw_model_modules.hpp	21		COMMENT
LOW	src/stream_output_effects.cpp	21	#include <pipewire/link.h>	COMMENT
LOW	src/presets_list_model.cpp	21	#include <qabstractitemmodel.h>	COMMENT
LOW	src/multiband_gate.hpp	21		COMMENT
LOW	src/stereo_tools.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/equalizer.cpp	21	#include <qlist.h>	COMMENT
LOW	src/deepfilternet.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/util.cpp	21	#include <gsl/gsl_interp.h>	COMMENT
LOW	src/pw_metadata_manager.cpp	21		COMMENT
LOW	src/stream_input_effects.cpp	21	#include <pipewire/link.h>	COMMENT
LOW	src/midside_equalizer_preset.cpp	21		COMMENT
LOW	src/rnnoise.hpp	21		COMMENT
LOW	src/tags_plugin_name.cpp	21	#include <qabstractitemmodel.h>	COMMENT
LOW	src/gate.hpp	21		COMMENT
LOW	src/lv2_wrapper.hpp	21		COMMENT
LOW	src/pitch.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/expander.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/pw_model_nodes.hpp	21		COMMENT
LOW	src/echo_canceller.hpp	21		COMMENT
LOW	src/plugin_base.hpp	21		COMMENT
LOW	src/test_signals.hpp	21		COMMENT
LOW	src/pw_manager.cpp	21	#include <pipewire/client.h>	COMMENT
LOW	src/pw_manager.cpp	41	#include <spa/monitor/device.h>	COMMENT
LOW	src/pw_manager.cpp	61	#include <QString>	COMMENT
LOW	src/speex.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/presets_directory_manager.cpp	21	#include <qcontainerfwd.h>	COMMENT
LOW	src/convolver.cpp	21	#include <fftw3.h>	COMMENT
LOW	src/convolver.cpp	41	#include <span>	COMMENT
LOW	src/presets_rnnoise_manager.cpp	21	#include <qcontainerfwd.h>	COMMENT
LOW	src/voice_suppressor.hpp	21		COMMENT
LOW	src/spectrum.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/equalizer_apo.cpp	21	#include <qtypes.h>	COMMENT
LOW	src/pw_client_manager.hpp	21		COMMENT
LOW	src/pw_model_clients.hpp	21		COMMENT
LOW	src/effects_base.cpp	21	#include <qcontainerfwd.h>	COMMENT
LOW	src/effects_base.cpp	41	#include <vector>	COMMENT
LOW	src/effects_base.cpp	61	#include "gate.hpp"	COMMENT
LOW	src/pw_link_manager.cpp	21		COMMENT
LOW	src/crystalizer.cpp	21	#include <qlist.h>	COMMENT
LOW	src/presets_autoload_manager.hpp	21		COMMENT
LOW	src/limiter.cpp	21	#include <qnamespace.h>	COMMENT
LOW	src/autogain.hpp	21		COMMENT
LOW	src/db_manager.cpp	21	#include <kconfiggroup.h>	COMMENT
LOW	src/db_manager.cpp	41	#include "easyeffects_db_crusher.h"	COMMENT
LOW	src/db_manager.cpp	61	#include "easyeffects_db_pitch.h"	COMMENT
LOW	src/pw_node_manager.cpp	21		COMMENT
LOW	src/pw_node_manager.cpp	41	#include <spa/pod/pod.h>	COMMENT
LOW	src/multiband_compressor.hpp	21		COMMENT
LOW	src/autotune.cpp	21	#include <lilv/lilv.h>	COMMENT
LOW	src/presets_manager.cpp	21	#include <qcontainerfwd.h>	COMMENT
LOW	src/presets_manager.cpp	41	#include <optional>	COMMENT
LOW	src/presets_manager.cpp	61	#include "delay_preset.hpp"	COMMENT
LOW	src/presets_manager.cpp	81	#include "plugin_preset_base.hpp"	COMMENT
LOW	src/presets_community_manager.cpp	21	#include <qcontainerfwd.h>	COMMENT
LOW	src/midside_equalizer.cpp	21		COMMENT
LOW	src/midside_equalizer.cpp	41	#include "easyeffects_db_midside_equalizer.h"	COMMENT
LOW	src/ladspa_wrapper.cpp	21	#include <dlfcn.h>	COMMENT
83 more matches not shown…

Excessive Try-Catch Wrapping17 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	util/check-kcfg-numeric-defaults.sh	51	except Exception as e:	CODE
LOW	util/check-kcfg-numeric-defaults.sh	80	except Exception:	CODE
LOW⚡	util/check-kcfg-numeric-defaults.sh	114	except Exception as e:	CODE
LOW⚡	util/check-kcfg-numeric-defaults.sh	120	except Exception:	CODE
LOW⚡	util/check-kcfg-numeric-defaults.sh	126	except Exception:	CODE
LOW	util/check-kcfg-numeric-defaults.sh	147	except Exception as e:	CODE
LOW	util/check-kcfg-numeric-defaults.sh	155	except Exception as e:	CODE
MEDIUM	util/check-kcfg-numeric-defaults.sh	117	def to_number(s):	CODE
MEDIUM	util/port_po_files.py	23	print(f"Error: Source directory not found at '{source_po_dir}'")	CODE
LOW⚡	util/port_po_files.py	47	except Exception as e:	CODE
MEDIUM	util/run-clang-tidy.py	81	print('Error: could not find compilation database.')	CODE
MEDIUM	util/run-clang-tidy.py	379	print('Error exporting fixes.\n', file=sys.stderr)	CODE
MEDIUM	util/run-clang-tidy.py	388	print('Error applying fixes.\n', file=sys.stderr)	CODE
MEDIUM	util/generate_command_docs.py	13	print(f"Error: {TAGS_FILE} not found.")	CODE
MEDIUM	util/generate_command_docs.py	25	print(f"Error: Directory '{KCFG_DIR}' not found.")	CODE
LOW	util/generate_command_docs.py	127	except Exception as e:	CODE
MEDIUM	util/generate_command_docs.py	128	print(f"Error parsing {kcfg_path}: {e}")	CODE

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	util/check-kcfg-numeric-defaults.sh	30	# Embedded Python: robust XML parsing + namespace handling + type filtering	COMMENT
LOW	.github/workflows/CI.yaml	37	# so on pull requests we create a user-friendly string to use in place of the merge commit sha, otherwise we just	COMMENT
MEDIUM	src/util.hpp	104	// This is a more robust implementation of `std::from_chars`	COMMENT
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE

Self-Referential Comments2 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	util/port_po_files.py	34	# Define the destination path based on the language code and project name	COMMENT
MEDIUM⚡	util/port_po_files.py	40	# Create the destination directory if it doesn't exist	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE
LOW⚡	src/contents/site/search/search_index.json	1	{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"],"fields":{"title":{"boost":1000.0},"text"	CODE

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	util/port_po_files.py	7	def copy_po_files_to_qt_structure(source_po_dir, dest_translations_dir, project_name="easyeffects"):	CODE
LOW	util/run-clang-tidy.py	75	def find_compilation_database(path):	CODE
LOW	src/contents/site/assets/javascripts/lunr/wordcut.js	5137	function createPredicateIndexFinder(dir) {	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	util/port_po_files.py	21	# Check if the source directory exists	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	util/run-clang-tidy.py	38		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	util/generate_command_docs.py	23		CODE

wwmm/easyeffects

Open-Source Code Quality, Security and Technical Debt Review