2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.5K

Stars

C++

Language

206.2K

Lines of Code

1.4K

Files

325

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 6.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 268 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 36 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 325 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 20LOW 304

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 325 distinct pattern matches across 11 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 Block255 hits · 255 pts

Severity	File	Line	Snippet	Context
LOW	src/data-control-server/src/selection.hpp	1	#pragma once	COMMENT
LOW	src/data-control-server/src/ext/clipman.cpp	1	#include <cerrno>	COMMENT
LOW	src/data-control-server/src/ext/clipman.hpp	1	#pragma once	COMMENT
LOW	src/typescript/extension-manager/tsconfig.json	1	{	COMMENT
LOW	src/typescript/extension-manager/tsconfig.json	21	// "jsxImportSource": "", /* Specify module specifier used to import the JSX factory functi	COMMENT
LOW	src/typescript/extension-manager/tsconfig.json	41	// "customConditions": [], /* Conditions to set in addition to the resolver-specific default	COMMENT
LOW	src/typescript/extension-manager/tsconfig.json	61	// "importHelpers": true, /* Allow importing helper functions from tslib once per project,	COMMENT
LOW	src/typescript/extension-manager/tsconfig.json	81	// "preserveSymlinks": true, /* Disable resolving symlinks to their realpath. This correlates	COMMENT
LOW	…pescript/extension-manager/types/react-reconciler.d.ts	901	alternate: Fiber \| null;	COMMENT
LOW	src/snippet/src/server.cpp	1	#include "snippet/snippet.hpp"	COMMENT
LOW	src/browser-extension/src/browser.cpp	1	#include <cstdint>	COMMENT
LOW	src/server/src/pch.h	1	#pragma once	COMMENT
LOW	src/server/src/pch.h	21		COMMENT
LOW	src/server/src/navigation-controller.cpp	1	#include "navigation-controller.hpp"	COMMENT
LOW	src/server/src/service-registry.cpp	1	#include "service-registry.hpp"	COMMENT
LOW	src/server/src/service-registry.cpp	21	#include "services/selection/abstract-selection-service.hpp"	COMMENT
LOW	src/server/src/navigation-controller.hpp	1	#pragma once	COMMENT
LOW	src/server/src/vicinae.cpp	1	#include "vicinae.hpp"	COMMENT
LOW	src/server/src/server.cpp	1	#include "config/config.hpp"	COMMENT
LOW	src/server/src/server.cpp	21	#include "ui/windows/overlay-controller.hpp"	COMMENT
LOW	src/server/src/server.cpp	41	#include "ui/quick/shortcut-inhibitor-attached.hpp"	COMMENT
LOW	src/server/src/server.cpp	61	#include "services/news/news-service.hpp"	COMMENT
LOW	src/server/src/server.cpp	81	#include "services/snippet/linux-snippet-server.hpp"	COMMENT
LOW	src/server/src/server.cpp	101	#endif	COMMENT
LOW	src/server/src/server.cpp	121	#include <QtQuickControls2/QQuickStyle>	COMMENT
LOW	src/server/src/ui/settings/general-settings-model.cpp	1	#include "ui/settings/general-settings-model.hpp"	COMMENT
LOW	src/server/src/ui/settings/extension-settings-model.cpp	1	#include "ui/settings/extension-settings-model.hpp"	COMMENT
LOW	src/server/src/ui/quick/markdown-model.cpp	1	#include "ui/quick/markdown-model.hpp"	COMMENT
LOW	src/server/src/ui/quick/syntax-highlighter.hpp	1	#pragma once	COMMENT
LOW	src/server/src/ui/bridges/config-bridge.hpp	1	#pragma once	COMMENT
LOW	src/server/src/ui/image/image-stream.cpp	1	#include "image-stream.hpp"	COMMENT
LOW	src/server/src/ui/image/win-file-icon-loader.cpp	1	#include "win-file-icon-loader.hpp"	COMMENT
LOW	src/server/src/ui/image/image-renderer.cpp	1	#include "image-renderer.hpp"	COMMENT
LOW	src/server/src/ui/image/image-renderer.cpp	21	#include <QIcon>	COMMENT
LOW	src/server/src/ui/image/url.cpp	1	#include "services/builtin-icon/builtin-icon.hpp"	COMMENT
LOW	src/server/src/ui/image/win-file-icon-loader.hpp	1	#pragma once	COMMENT
LOW	src/server/src/ui/image/url.hpp	1	#pragma once	COMMENT
LOW	src/server/src/ui/action-panel/action.hpp	1	#pragma once	COMMENT
LOW	…server/src/ui/action-panel/action-panel-controller.cpp	1	#include "ui/action-panel/action-panel-controller.hpp"	COMMENT
LOW	src/server/src/ui/windows/settings-window.cpp	1	#include "ui/windows/settings-window.hpp"	COMMENT
LOW	src/server/src/ui/windows/settings-window.cpp	21	#include "service-registry.hpp"	COMMENT
LOW	src/server/src/ui/windows/launcher-window.hpp	1	#pragma once	COMMENT
LOW	src/server/src/ui/windows/launcher-window.cpp	1	#include "ui/windows/launcher-window.hpp"	COMMENT
LOW	src/server/src/ui/windows/launcher-window.cpp	21	#include "ui/bridges/platform-bridge.hpp"	COMMENT
LOW	src/server/src/ui/windows/launcher-window.cpp	41	#include <QGuiApplication>	COMMENT
LOW	src/server/src/ui/windows/onboarding-window.cpp	1	#include "ui/windows/onboarding-window.hpp"	COMMENT
LOW	src/server/src/ui/views/drag-utils.cpp	1	#include <QDrag>	COMMENT
LOW	src/server/src/ui/views/dmenu-model.cpp	1	#include "ui/views/dmenu-model.hpp"	COMMENT
LOW	src/server/src/ui/views/view-utils.hpp	1	#pragma once	COMMENT
LOW	src/server/src/ui/views/section-source.hpp	1	#pragma once	COMMENT
LOW	src/server/src/extension/extension-command.hpp	1	#pragma once	COMMENT
LOW	…/server/src/extension/extension-interval-scheduler.cpp	1	#include "extension/extension-interval-scheduler.hpp"	COMMENT
LOW	src/server/src/extension/extension.hpp	1	#pragma once	COMMENT
LOW	src/server/src/extension/extension-command-runtime.cpp	1	#include "extension-command-runtime.hpp"	COMMENT
LOW	src/server/src/extension/extension-command-runtime.cpp	21	#include <QString>	COMMENT
LOW	src/server/src/extension/manager/extension-manager.hpp	1	#pragma once	COMMENT
LOW	src/server/src/extension/manager/extension-manager.cpp	1	#include "extension/manager/extension-manager.hpp"	COMMENT
LOW	src/server/src/extension/model/model-deser.cpp	1	#include "extension/model/model-deser.hpp"	COMMENT
LOW	src/server/src/extension/model/model-deser.cpp	21	#include "extension/model/list-model.hpp"	COMMENT
LOW	src/server/src/extension/api/ui-service.hpp	1	#pragma once	COMMENT
195 more matches not shown…

Decorative Section Separators20 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	extra/matugen.toml	9	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	11	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	21	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	23	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	31	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	33	# ============================================================================	COMMENT
MEDIUM	extra/matugen.toml	45	# ============================================================================	COMMENT
MEDIUM	extra/matugen.toml	47	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	64	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	66	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	73	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	75	# ============================================================================	COMMENT
MEDIUM	extra/matugen.toml	87	# ============================================================================	COMMENT
MEDIUM	extra/matugen.toml	89	# ============================================================================	COMMENT
MEDIUM	extra/matugen.toml	101	# ============================================================================	COMMENT
MEDIUM	extra/matugen.toml	103	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	114	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	116	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	121	# ============================================================================	COMMENT
MEDIUM⚡	extra/matugen.toml	123	# ============================================================================	COMMENT

Fake / Example Data36 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	extra/extension-boilerplate/src/form.tsx	252	text="This is a description. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididu	CODE
LOW	extra/extension-boilerplate/src/form.tsx	252	text="This is a description. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididu	CODE
LOW	extra/schemas/extension.json	23	"required": ["type", "name", "placeholder"],	CODE
LOW	extra/schemas/extension.json	75	"placeholder": {	CODE
LOW	extra/schemas/extension.json	295	"placeholder": {	CODE
LOW	src/server/src/ui/settings/preference-form-model.cpp	67	{PlaceholderRole, "placeholder"},	CODE
LOW	src/server/src/ui/windows/launcher-window.cpp	215	map[QStringLiteral("placeholder")] = arg.placeholder;	CODE
LOW	src/server/src/extension/views/extension-form-model.cpp	68	{PlaceholderRole, "placeholder"},	CODE
LOW	src/server/src/extension/views/extension-form-model.cpp	353	if (f.placeholder) data["placeholder"] = toQ(*f.placeholder);	CODE
LOW	…r/src/extension/views/missing-preference-view-host.cpp	122	{PlaceholderRole, "placeholder"},	CODE
LOW	…src/services/extension-registry/extension-manifest.cpp	82	base.setPlaceholder(obj["placeholder"].toString());	CODE
LOW	…src/services/extension-registry/extension-manifest.cpp	129	arg.placeholder = obj.value("placeholder").toString();	CODE
LOW	src/lib/script-command/tests/edge-cases.cpp	152	# @vicinae.argument1 { "type": "text", "placeholder": "query", "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/tests/edge-cases.cpp	167	# @vicinae.argument1 { "type": "text", "placeholder": "query", "percentEncoded": false }	COMMENT
LOW	src/lib/script-command/tests/edge-cases.cpp	180	# @vicinae.argument1 { "type": "text", "placeholder": "query" }	COMMENT
LOW	src/lib/script-command/tests/edge-cases.cpp	193	# @vicinae.argument1 { "type": "text", "placeholder": "query", "optional": true }	COMMENT
LOW	src/lib/script-command/tests/edge-cases.cpp	206	# @vicinae.argument1 { "type": "text", "placeholder": "query", "optional": false }	COMMENT
LOW⚡	src/lib/script-command/tests/edge-cases.cpp	219	# @vicinae.argument1 { "type": "text", "placeholder": "first" }	COMMENT
LOW⚡	src/lib/script-command/tests/edge-cases.cpp	220	# @vicinae.argument2 { "type": "password", "placeholder": "second" }	COMMENT
LOW⚡	src/lib/script-command/tests/edge-cases.cpp	221	# @vicinae.argument3 { "type": "dropdown", "placeholder": "third", "data": { "title": "Option", "value": "val" } }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	8	# @vicinae.argument1 { "type": "unknown_type", "placeholder": "test" }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	19	# @vicinae.argument1 { "type": "dropdown", "placeholder": "select" }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	30	# @vicinae.argument1 { "type": "dropdown", "placeholder": "select", "data": { "title": "Option", "value": "opt1" } }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	47	# @vicinae.argument1 { "type": "text", "placeholder": "enter text" }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	59	# @vicinae.argument1 { "type": "password", "placeholder": "enter password" }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	71	# @vicinae.argument1 { "type": "text", "placeholder": "test" }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	84	# @vicinae.argument1 { "type": "text", "placeholder": "test", "optional": true, "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	109	# @vicinae.argument1 { "type": "text", "placeholder": "test", "secure": true }	COMMENT
LOW	src/lib/script-command/tests/argument-validation.cpp	121	# @vicinae.argument1 { "type": "password", "placeholder": "test", "secure": false }	COMMENT
LOW	src/lib/script-command/tests/main.cpp	20	# @vicinae.argument1 { "type": "text", "placeholder": "from city", "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/tests/main.cpp	21	# @vicinae.argument2 { "type": "text", "placeholder": "to city", "optional": true, "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/tests/main.cpp	65	# @vicinae.argument1 { "type": "text", "placeholder": "from city", "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/tests/main.cpp	66	# @vicinae.argument2 { "type": "text", "placeholder": "to city", "optional": true, "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/tests/fields.cpp	18	REQUIRE(result->author.value() == "John Doe");	CODE
LOW	src/lib/script-command/scripts/demo-with-args.sh	11	# @raycast.argument1 { "type": "text", "placeholder": "from city", "percentEncoded": true }	COMMENT
LOW	src/lib/script-command/scripts/demo-with-args.sh	12	# @raycast.argument2 { "type": "text", "placeholder": "to city", "optional": true, "percentEncoded": true }	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	33	### AI generated code	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	118	# Check if we can write to the target directories	COMMENT
LOW	scripts/install.sh	789	# Check if binary directory is in PATH	COMMENT
LOW	scripts/macdeploy.sh	5	# Set VICINAE_CODESIGN_IDENTITY to use a real Developer ID identity.	COMMENT

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ra/extension-boilerplate/src/desktop-notif-interval.ts	10	export default async function DesktopNotificationInterval() {	CODE
LOW	src/typescript/api/src/utils/extension-types.ts	58	function generateExtensionPreferences(manifest: Manifest): string {	CODE
LOW	src/typescript/api/src/utils/extension-types.ts	117	function generateCommandPreferences(manifest: Manifest): string {	CODE
LOW	src/typescript/api/src/api/window-management.ts	210	export async function getWindowsOnActiveWorkspace(): Promise<	CODE

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/typescript/CMakeLists.txt	42	# Step 1: generate all TS proto files from .fig definitions	COMMENT
LOW	src/typescript/CMakeLists.txt	60	# Step 2: bundle the extension manager (depends on generated proto + source + API package)	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-nix-npm-hashes.sh	5	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/typescript/api/src/api/components/actions.tsx	343	// TODO: implement date picker action. This probably requires a full rework of the action panel.	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	extra/pywal_to_json_converter.py	83	except Exception as e:	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/browser-extension/chrome/background.js	87	function handleRequest(id, type, data) {	CODE

vicinaehq/vicinae

Open-Source Code Quality, Security and Technical Debt Review