1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.3K

Stars

Language

82.4K

Lines of Code

482

Files

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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 61 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 26 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 73 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 1LOW 72

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 73 distinct pattern matches across 6 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 Identifiers26 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	frontend/wailsjs/go/app/App.d.ts	8	export function HardwareKeyUnavailableReason():Promise<string>;	CODE
LOW	frontend/wailsjs/go/app/App.js	9	export function HardwareKeyUnavailableReason() {	CODE
LOW	frontend/wailsjs/runtime/runtime.d.ts	103	export function WindowSetSystemDefaultTheme(): void;	CODE
LOW	frontend/wailsjs/runtime/runtime.d.ts	203	export function WindowSetBackgroundColour(R: number, G: number, B: number, A: number): void;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	290	export function RequestNotificationAuthorization(): Promise<boolean>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	294	export function CheckNotificationAuthorization(): Promise<boolean>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	302	export function SendNotificationWithActions(options: NotificationOptions): Promise<void>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	306	export function RegisterNotificationCategory(category: NotificationCategory): Promise<void>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	310	export function RemoveNotificationCategory(categoryId: string): Promise<void>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	314	export function RemoveAllPendingNotifications(): Promise<void>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	318	export function RemovePendingNotification(identifier: string): Promise<void>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	322	export function RemoveAllDeliveredNotifications(): Promise<void>;	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.d.ts	326	export function RemoveDeliveredNotification(identifier: string): Promise<void>;	CODE
LOW	frontend/wailsjs/runtime/runtime.js	76	export function WindowSetSystemDefaultTheme() {	CODE
LOW	frontend/wailsjs/runtime/runtime.js	164	export function WindowSetBackgroundColour(R, G, B, A) {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	256	export function RequestNotificationAuthorization() {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	260	export function CheckNotificationAuthorization() {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	268	export function SendNotificationWithActions(options) {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	272	export function RegisterNotificationCategory(category) {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	276	export function RemoveNotificationCategory(categoryId) {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	280	export function RemoveAllPendingNotifications() {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	284	export function RemovePendingNotification(identifier) {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	288	export function RemoveAllDeliveredNotifications() {	CODE
LOW⚡	frontend/wailsjs/runtime/runtime.js	292	export function RemoveDeliveredNotification(identifier) {	CODE
LOW	frontend/src/main.tsx	12	(function polyfillCountryFlagEmojis() {	CODE
LOW	jslibs/scriptlets/src/helpers/storage.ts	30	export function validateUntrustedStorageValue(value: string): string {	CODE

Over-Commented Block25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	frontend/wailsjs/runtime/runtime.d.ts	101	// Windows only	COMMENT
LOW	internal/app/filter.go	21		COMMENT
LOW	internal/proxy/clienthello.go	21		COMMENT
LOW	internal/proxy/clienthello.go	61	//	COMMENT
LOW	internal/asset/extendedcss/extendedcss.go	1	package extendedcss	COMMENT
LOW	internal/asset/scriptlet/parseargs.go	1	package scriptlet	COMMENT
LOW	internal/systray/systray_linux.c	21	// libappindicator3) is loaded at runtime via dlopen instead of being linked at	COMMENT
LOW	internal/hwkey/keychain_darwin.h	1	#ifndef ZEN_HWKEY_KEYCHAIN_DARWIN_H	COMMENT
LOW	internal/hwkey/hwkey.go	1	// Package hwkey keeps ECDSA P-256 signing keys in the device's key hardware: the Secure Enclave	COMMENT
LOW	internal/hwkey/syscall_windows.go	1	package hwkey	COMMENT
LOW	internal/constants/constants.go	1	package constants	COMMENT
LOW	internal/constants/constants.go	21	// list fetches already reveal an ad blocker to the network. A record	COMMENT
LOW	internal/ruletree/tokenize.go	1	package ruletree	COMMENT
LOW	internal/filterliststore/filterliststore.go	21	)	COMMENT
LOW	internal/filterliststore/filterliststore.go	161	}, nil	COMMENT
LOW	internal/filterliststore/filterliststore.go	281	st.flightMu.Unlock()	COMMENT
LOW	internal/filterliststore/cachingreader.go	21	// ErrEmptyBody reports a body that ended cleanly without a single byte.	COMMENT
LOW	internal/fetchmeta/fetchmeta.go	21		COMMENT
LOW	internal/filter/filter.go	281	// A property of the response, not a broken stream: zero rules	COMMENT
LOW	internal/filter/directives.go	1	package filter	COMMENT
LOW	internal/filter/directives.go	21	// would also drop the browser-extension rules that Zen can run. Revisit once	COMMENT
LOW	internal/networkrules/rule/rule.go	21	FilterName *string	COMMENT
LOW	docs/external/linux-proxy-conf.md	1	# How to configure proxy on Linux	COMMENT
LOW	.github/FUNDING.yml	1	# These are supported funding model platforms	COMMENT
LOW	.github/workflows/scorecard.yml	41	- name: "Run analysis"	COMMENT

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/i18n/locales/kk-KZ.json	153	"placeholder": "Мұнда клиент ережелерін қосыңыз..."	CODE
LOW	frontend/src/i18n/locales/it-IT.json	153	"placeholder": "Aggiungi qui le tue regole personalizzate..."	CODE
LOW	frontend/src/i18n/locales/ja-JP.json	153	"placeholder": "ここにカスタムルールを追加してください..."	CODE
LOW	frontend/src/i18n/locales/zh-CN.json	153	"placeholder": "在此添加您的自定义规则..."	CODE
LOW	frontend/src/i18n/locales/tr-TR.json	153	"placeholder": "Özel kurallarınızı buraya ekleyin..."	CODE
LOW	frontend/src/i18n/locales/hu-HU.json	153	"placeholder": "Ide írd az egyéni szabályaidat..."	CODE
LOW	frontend/src/i18n/locales/de-DE.json	153	"placeholder": "Fügen Sie hier Ihre eigenen Regeln hinzu..."	CODE
LOW	frontend/src/i18n/locales/fr-FR.json	153	"placeholder": "Ajoutez vos règles personnalisées ici..."	CODE
LOW	frontend/src/i18n/locales/zh-TW.json	153	"placeholder": "在此新增您的自訂規則..."	CODE
LOW	frontend/src/i18n/locales/ru-RU.json	153	"placeholder": "Добавьте свои персональные правила здесь..."	CODE
LOW	frontend/src/i18n/locales/en-US.json	153	"placeholder": "Add your custom rules here..."	CODE
LOW	frontend/src/i18n/locales/vi-VN.json	153	"placeholder": "Thêm quy tắc tùy chỉnh của bạn vào đây..."	CODE

Structural Annotation Overuse6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	docs/how-to/localization-guide.md	28	### Step 1: Fork the repository	COMMENT
LOW⚡	docs/how-to/localization-guide.md	32	### Step 2: Set up your development environment	COMMENT
LOW⚡	docs/how-to/localization-guide.md	37	### Step 3: Create new translation files	COMMENT
LOW⚡	docs/how-to/localization-guide.md	43	### Step 4: Update the i18n configuration	COMMENT
LOW	docs/how-to/localization-guide.md	100	### Step 5: Test your translations	COMMENT
LOW	docs/how-to/localization-guide.md	107	### Step 6: Submit a Pull Request	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	internal/app/app.go	143	// TODO: implement a more reliable solution.	COMMENT
LOW	internal/proxy/proxy.go	170	// TODO: implement websocket shutdown	COMMENT
LOW	internal/proxy/proxy.go	321	// TODO: implement upstream certificate sniffing	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/update-changelog.yml	27	# Create the new changelog entry, preserving the "# Changelog" header	COMMENT

irbis-sh/zen-desktop

Open-Source Code Quality, Security and Technical Debt Review