0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.7K

Stars

QML

Language

538.3K

Lines of Code

1.3K

Files

118

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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 94 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 52 finding(s).

PR Review Velocity Impact 1.2/100 · LOW

Which changes need focused human review? 118 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 3LOW 113

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 118 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.

Hyper-Verbose Identifiers41 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	quickshell/Modals/DLauncherV2/ItemTransformers.js	126	function transformBuiltInLauncherItem(item, pluginId, openLabel) {	CODE
LOW	quickshell/Modals/DLauncherV2/NavigationHelpers.js	171	function calculateNextSectionIndex(flatModel, selectedFlatIndex) {	CODE
LOW	quickshell/Modals/DLauncherV2/NavigationHelpers.js	194	function calculatePrevSectionIndex(flatModel, selectedFlatIndex) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	153	function hyprlandMonitorWorkspaces(raw, workspaces, screenName) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	217	function hyprlandPersistentWorkspaces(raw, records, screenName, followFocus, minCount) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	245	function hyprlandSpecialDisplayName(name) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	258	function hyprlandSpecialWorkspaces(raw, screenName, followFocus, occupiedOnly) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	291	function hyprlandWorkspacesForScreen(raw, screenName, followFocus, occupiedOnly, minCount, showSpecial) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	351	function hyprlandWindowsOnWorkspace(windows, workspace, toplevels) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	360	function hyprlandWorkspaceOccupied(toplevels, workspace) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	583	function aqueousWorkspacesForScreen(raw, screenName, occupiedOnly, cache) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	599	function aqueousWindowsOnWorkspace(windows, workspace) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	623	function umbrielWorkspacesForScreen(workspaces, screenName, occupiedOnly, cache) {	CODE
LOW	quickshell/Common/WorkspaceModel.js	634	function umbrielWindowsOnWorkspace(windows, workspace) {	CODE
LOW	quickshell/Common/KeyUtils.js	399	function compositorTextInputSelected(imModules, imModule) {	CODE
LOW	quickshell/Common/KeybindActions.js	3221	function parseCompositorActionArgs(compositor, action) {	CODE
LOW⚡	quickshell/Common/PamStack.js	103	function hasEnrolledFingerprintOutput(output) {	CODE
LOW⚡	quickshell/Common/PamStack.js	113	function hasMissingFingerprintEnrollmentOutput(output) {	CODE
LOW⚡	quickshell/Common/PamStack.js	118	function hasMissingFingerprintReaderOutput(output) {	CODE
LOW	quickshell/Common/OutputModel.js	50	function hyprlandProfileOutputIdentifier(output, key, isConnector) {	CODE
LOW	quickshell/Common/OutputModel.js	193	function parseHyprlandLuaMonitorLine(line) {	CODE
LOW	quickshell/Common/OutputModel.js	593	function outputsDataFromConfigEntry(configEntry, outputs, displayNameMode, compositor) {	CODE
LOW	quickshell/Common/OutputModel.js	651	function findConfigEntryByFingerprint(data, outputIdentifiers, autoOnly) {	CODE
LOW	quickshell/Common/OutputModel.js	737	function configEntryMatchesLiveLayout(configEntry, outputs, displayNameMode, compositor) {	CODE
LOW	quickshell/Common/OutputModel.js	982	function recalculateAdjacentPositions(outputs, pendingChanges, changedOutput, newScale, compositor) {	CODE
LOW	quickshell/Common/WindowModel.js	65	function niriActiveWorkspaceOccupied(windows, allWorkspaces, screenName) {	CODE
LOW	quickshell/Common/WindowModel.js	70	function niriWindowOnActiveWorkspace(windows, allWorkspaces, screenName, currentOutput, focusedWindow) {	CODE
LOW	quickshell/Common/WindowModel.js	142	function hyprlandWindowOnActiveWorkspace(hyprToplevels, focusedWorkspace, toplevel) {	CODE
LOW	quickshell/Common/WindowModel.js	151	function hyprlandSpecialWorkspaceName(hyprToplevels, toplevel) {	CODE
LOW	quickshell/Common/settings/SettingsStore.js	102	function withoutSessionBackedPluginState(pluginSettings) {	CODE
LOW	quickshell/Common/settings/SettingsStore.js	813	function migrateControlCenterFooter(settings) {	CODE
LOW	quickshell/Common/settings/SettingsStore.js	890	function migrateScrollColumnBehavior(settings) {	CODE
LOW	quickshell/Common/settings/SettingsStore.js	902	function migrateIslandReducedMotion(settings) {	CODE
LOW	quickshell/Common/settings/SettingsStore.js	955	function migrateControlCenterHeader(widgets, fixedHeader, columns) {	CODE
LOW	quickshell/scripts/i18nsync_plugins.py	103	def warn_unresolved_shell_terms(shell_terms):	CODE
LOW	quickshell/scripts/i18nsync_plugins.py	142	def pending_translation_files(checkout):	CODE
LOW	quickshell/scripts/i18nsync_plugins.py	258	def keep_existing_translations(existing, incoming):	CODE
LOW	quickshell/scripts/i18nsync.py	333	def collect_rename_translations(api_token, project_id, renames):	CODE
LOW	quickshell/scripts/i18nsync.py	353	def apply_rename_translations(api_token, project_id, carry):	CODE
LOW	quickshell/translations/extract_translations.py	184	def create_plugin_poeditor_json(scoped):	CODE
LOW	quickshell/translations/extract_settings_index.py	878	def extract_bar_widget_option_labels(root_dir):	CODE

Structural Annotation Overuse16 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	quickshell/PLUGINS/README.md	846	### Step 1: Create Plugin Directory	COMMENT
LOW	quickshell/PLUGINS/README.md	853	### Step 2: Create Manifest	COMMENT
LOW	quickshell/PLUGINS/README.md	874	### Step 3: Create Widget Component	COMMENT
LOW	quickshell/PLUGINS/README.md	924	### Step 4: Create Settings Component (Optional)	COMMENT
LOW	quickshell/PLUGINS/README.md	962	### Step 5: Enable Plugin	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	54	## Step 1: Determine Plugin Type	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	73	## Step 2: Create the Manifest	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	149	## Step 3: Create the Main Component	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	367	## Step 4: Add Startup Check (Optional)	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	411	## Step 5: Add Settings (Optional)	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	455	## Step 6: Use Data Persistence	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	472	## Step 7: Theme Integration	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	487	## Step 8: Add Popout Content (Widgets Only)	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	522	## Step 9: Control Center Integration (Widgets Only)	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	551	## Step 10: External Commands and Clipboard	COMMENT
LOW	.agents/skills/dms-plugin-dev/SKILL.md	613	## Step 11: Validate and Test	COMMENT

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	quickshell/tests/run-qml.py	32	CODE
LOW	quickshell/scripts/i18nsync_plugins.py	463	CODE
LOW	quickshell/scripts/i18nsync_plugins.py	615	CODE
LOW	quickshell/scripts/i18nsync.py	481	CODE
LOW	quickshell/translations/extract_translations.py	96	CODE
LOW	quickshell/translations/extract_translations.py	122	CODE
LOW	quickshell/translations/extract_settings_index.py	281	CODE
LOW	quickshell/translations/extract_settings_index.py	328	CODE
LOW	quickshell/translations/extract_settings_index.py	374	CODE
LOW	quickshell/translations/extract_settings_index.py	465	CODE
LOW	quickshell/translations/extract_settings_index.py	625	CODE
LOW	scripts/format-staged.py	300	CODE
LOW	scripts/release-notes.py	71	CODE
LOW	scripts/release-notes.py	141	CODE

Redundant / Tautological Comments9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	core/install.sh	16	# Check if running on Linux	COMMENT
LOW	core/cmd/dms/commands_open.go	31	dms open file.pdf # Open file (MIME auto-detected)	CODE
LOW	distro/scripts/copr-upload.sh	88	# Check if copr-cli is installed	COMMENT
LOW	distro/scripts/ppa-build.sh	280	# Check if this version already exists in PPA (for stable packages, use exact match)	COMMENT
LOW	distro/scripts/obs-upload.sh	50	# Check if last positional argument is a number (rebuild release)	COMMENT
LOW	distro/scripts/obs-upload.sh	172	# Check if we got valid spec content	COMMENT
LOW	distro/scripts/obs-upload.sh	297	# Check if package exists	COMMENT
LOW	distro/scripts/obs-upload.sh	411	# Check if this version already exists in OBS	COMMENT
LOW	quickshell/scripts/spam-notifications.sh	180	# Increment counter	COMMENT

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	core/internal/keybinds/providers/niri_parser.go	101	// in double quotes. kdl-go rejects '_' as the first character of a bare	COMMENT
LOW	core/internal/highlight/generate.go	1	// Package highlight replaces chroma's lexers and styles packages, whose	COMMENT
LOW	core/internal/server/wayland/manager.go	1721	// releaseIdleControls tears the gamma controls down once nothing needs them,	COMMENT
LOW	core/internal/server/wayland/suncalc.go	81	}	COMMENT
LOW	core/internal/icc/parser.go	541	return t	COMMENT
LOW	core/internal/matugen/sourcecolor.go	41	}	COMMENT
LOW	distro/scripts/ppa-upload.sh	1	#!/bin/bash	COMMENT
LOW	distro/scripts/obs-upload.sh	1	#!/bin/bash	COMMENT
LOW	distro/scripts/ppa-status.sh	1	#!/bin/bash	COMMENT
LOW	quickshell/Common/suncalc.js	1	.pragma library	COMMENT
LOW	scripts/notify-issues.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/release.yml	181	core/dms-${{ env.ASSET }}.gz.sha256	COMMENT
LOW	.github/workflows/release.yml	201	# uses: actions/checkout@v6	COMMENT

Fake / Example Data11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	core/cmd/dms/commands_dmenu.go	77	dmenuCmd.Flags().StringVar(&dmenuPlaceholder, "placeholder", "", "Input placeholder text")	CODE
LOW	core/internal/highlight/lexers/caddyfile.go	146	Include("placeholder"),	CODE
LOW	core/internal/highlight/lexers/caddyfile.go	152	Include("placeholder"),	CODE
LOW	core/internal/highlight/lexers/caddyfile.go	171	"placeholder": {	CODE
LOW	core/internal/highlight/lexers/caddyfile.go	186	Include("placeholder"),	CODE
LOW	core/internal/highlight/lexers/caddyfile.go	242	Include("placeholder"),	CODE
LOW	core/internal/server/tailscale/manager_test.go	113	Name: "user@example.com",	CODE
LOW	core/internal/server/tailscale/client_test.go	22	Name: "user@example.com",	CODE
LOW	core/internal/server/tailscale/client_test.go	60	LoginName: "user@example.com",	CODE
LOW	core/internal/server/tailscale/client_test.go	76	assert.Equal(t, "user@example.com", state.TailnetName)	CODE
LOW	core/internal/server/tailscale/client_test.go	92	assert.Equal(t, "user@example.com", peer.Owner)	CODE

Excessive Try-Catch Wrapping9 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	quickshell/scripts/i18nsync.py	90	except Exception as e:	CODE
LOW	quickshell/scripts/i18nsync.py	113	except Exception as e:	CODE
LOW	quickshell/scripts/i18nsync.py	249	except Exception as e:	CODE
LOW	quickshell/scripts/i18nsync.py	317	except Exception as e:	CODE
LOW	quickshell/scripts/i18nsync.py	514	except Exception as e:	CODE
LOW	quickshell/translations/replace_qstr.py	42	except Exception as e:	CODE
MEDIUM	quickshell/translations/replace_qstr.py	43	print(f"Error processing {qml_file}: {e}")	CODE
LOW	scripts/format-staged.py	220	except Exception:	CODE
MEDIUM	scripts/format-staged.py	216	def shutdown(self):	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/format-staged.py	220	except Exception:	CODE
HIGH	scripts/format-staged.py	190	except OSError:	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	473	# Create the full package	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	quickshell/scripts/i18nsync_plugins.py	7		CODE
LOW	quickshell/translations/replace_qstr.py	2		CODE

AvengeMedia/DankMaterialShell

Open-Source Code Quality, Security and Technical Debt Review