2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

12.1K

Stars

C++

Language

48.4K

Lines of Code

345

Files

113

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 10.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 102 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 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 12.5/100 · LOW

Which changes need focused human review? 113 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 8LOW 105

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 113 distinct pattern matches across 7 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 Block96 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	test/taskbar_dnd.cpp	1	#if __has_include(<catch2/catch_test_macros.hpp>)	COMMENT
LOW	test/main.cpp	1	#define CATCH_CONFIG_RUNNER	COMMENT
LOW	test/smoke/hardware.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/smoke/lifecycle.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/smoke/state.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/smoke/lib.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/utils/SafeSignal.cpp	1	#include "util/SafeSignal.hpp"	COMMENT
LOW	test/utils/format.cpp	1	#include "util/format.hpp"	COMMENT
LOW	test/utils/netlink.cpp	1	#if __has_include(<catch2/catch_test_macros.hpp>)	COMMENT
LOW	test/utils/date.cpp	1	#include "util/date.hpp"	COMMENT
LOW	test/utils/command.cpp	1	#if __has_include(<catch2/catch_test_macros.hpp>)	COMMENT
LOW	include/AModule.hpp	1	#pragma once	COMMENT
LOW	include/ALabel.hpp	1	#pragma once	COMMENT
LOW	include/client.hpp	1	#pragma once	COMMENT
LOW	include/bar.hpp	1	#pragma once	COMMENT
LOW	include/util/clara.hpp	1	// Copyright 2017 Two Blue Cubes Ltd. All rights reserved.	COMMENT
LOW	include/util/clara.hpp	21	#ifndef CLARA_CONFIG_OPTIONAL_TYPE	COMMENT
LOW	include/util/ustring_clen.hpp	1	#pragma once	COMMENT
LOW	include/util/json.hpp	1	#pragma once	COMMENT
LOW	include/util/backlight_backend.hpp	1	#pragma once	COMMENT
LOW	include/util/date.hpp	1	#pragma once	COMMENT
LOW	include/util/command.hpp	1	#pragma once	COMMENT
LOW	include/util/SafeSignal.hpp	1	#pragma once	COMMENT
LOW	include/util/netlink.hpp	1	#pragma once	COMMENT
LOW	include/modules/battery.hpp	1	#pragma once	COMMENT
LOW	include/modules/gamemode.hpp	1	#pragma once	COMMENT
LOW	include/modules/network.hpp	1	#pragma once	COMMENT
LOW	include/modules/keyboard_state.hpp	1	#pragma once	COMMENT
LOW	include/modules/hyprland/workspaces.hpp	1	#pragma once	COMMENT
LOW	include/modules/hyprland/workspace_identity.hpp	1	#pragma once	COMMENT
LOW	include/modules/hyprland/workspace_identity.hpp	21	// Classifies a bare string for the paths that have no IPC `type` field to read:	COMMENT
LOW	include/modules/hyprland/workspace_identity.hpp	41	// called `name:foo` displays verbatim.	COMMENT
LOW	include/modules/hyprland/workspace.hpp	1	#pragma once	COMMENT
LOW	include/modules/hyprland/windowcreationpayload.hpp	1	#pragma once	COMMENT
LOW	include/modules/wayfire/backend.hpp	1	#pragma once	COMMENT
LOW	include/modules/sni/item.hpp	1	#pragma once	COMMENT
LOW	include/modules/ext/workspace_manager.hpp	1	#pragma once	COMMENT
LOW	include/modules/sway/workspaces.hpp	1	#pragma once	COMMENT
LOW	include/modules/sway/ipc/client.hpp	1	#pragma once	COMMENT
LOW	include/modules/niri/workspaces.hpp	1	#pragma once	COMMENT
LOW	include/modules/mpd/state.hpp	21		COMMENT
LOW	include/modules/wlr/taskbar.hpp	1	#pragma once	COMMENT
LOW	include/modules/cava/cava_frontend.hpp	1	#pragma once	COMMENT
LOW	include/modules/cava/cava_backend.hpp	1	#pragma once	COMMENT
LOW	resources/style.css	81	#battery,	COMMENT
LOW	…urces/custom_modules/cffi_example/waybar_cffi_module.h	21	/// Waybar version string	COMMENT
LOW	…urces/custom_modules/cffi_example/waybar_cffi_module.h	41	/// string, or the JSON representation of any other JSON object as a string.	COMMENT
LOW	…urces/custom_modules/cffi_example/waybar_cffi_module.h	61	/// Module deinit/delete function, called when Waybar is closed or when the module is removed	COMMENT
LOW	…urces/custom_modules/cffi_example/waybar_cffi_module.h	81	/// @param signal Signal ID	COMMENT
LOW	src/client.cpp	1	#include "client.hpp"	COMMENT
LOW	src/bar.cpp	1	#include "bar.hpp"	COMMENT
LOW	src/config.cpp	1	#include "config.hpp"	COMMENT
LOW	src/factory.cpp	1	#include "factory.hpp"	COMMENT
LOW	src/factory.cpp	21	#include "modules/ext/workspace_manager.hpp"	COMMENT
LOW	src/factory.cpp	41	#include "modules/niri/language.hpp"	COMMENT
LOW	src/factory.cpp	61	#include "modules/cpu_frequency.hpp"	COMMENT
LOW	src/factory.cpp	81	#include "modules/backlight.hpp"	COMMENT
LOW	src/factory.cpp	101	#include "modules/mpd/mpd.hpp"	COMMENT
LOW	src/factory.cpp	121	#endif	COMMENT
LOW	src/main.cpp	1	#include <fcntl.h>	COMMENT
36 more matches not shown…

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/modules/niri/workspace.cpp	48	// ── CSS classes ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/modules/niri/workspace.cpp	65	// ── Workspace label ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/modules/niri/workspace.cpp	92	// ── Visibility ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/modules/niri/workspace.cpp	104	// ── Taskbar ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/modules/niri/workspace.cpp	139	// ── Taskbar rebuild ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/modules/niri/workspace.cpp	211	// ── Icon loading ─────────────────────────────────────────────────────────────	COMMENT

Excessive Try-Catch Wrapping4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/smoke/a11y.py	18	except Exception:	CODE
LOW⚡	test/smoke/a11y.py	24	except Exception:	CODE
LOW⚡	test/smoke/a11y.py	29	except Exception:	CODE
MEDIUM	test/smoke/a11y.py	15	def collect(acc, out):	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/smoke/lib.sh	150	# Create a headless output at runtime (sway only). wlroots' headless backend	COMMENT

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	resources/custom_modules/mediaplayer.py	134	CODE
LOW	.github/wiki/generate.py	43	CODE
LOW	.github/wiki/generate.py	159	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	resources/custom_modules/mediaplayer.py	104	def on_playback_status_changed(self, player, status, _=None):	CODE
LOW	resources/custom_modules/mediaplayer.py	123	def show_most_important_player(self):	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	resources/custom_modules/mediaplayer.py	18	logger = logging.getLogger(__name__)	CODE

Alexays/Waybar

Open-Source Code Quality, Security and Technical Debt Review