0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.8K

Stars

Vue

Language

177.8K

Lines of Code

693

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 38 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 60 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 98 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 97

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 98 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.

Fake / Example Data60 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	locales/zh-CN/mobile_edit_bio.json	3	"placeholder": "介绍一下你自己~",	CODE
LOW	locales/zh-CN/fileManager.json	13	"placeholder": {	CODE
LOW	locales/zh-CN/dynamic.json	85	"placeholder": "写下你的评论...",	CODE
LOW	locales/zh-CN/chatHistory.json	3	"placeholder": "搜索聊天记录"	CODE
LOW	locales/zh-CN/chatHistory.json	11	"placeholder": "选择日期范围",	CODE
LOW	locales/zh-CN/editor.json	10	"placeholder": "善言一句暖人心，恶语一句伤人心",	CODE
LOW	locales/zh-CN/login.json	13	"placeholder": "邮箱/HuLa账号"	CODE
LOW	locales/zh-CN/login.json	16	"placeholder": "输入 HuLa 密码"	CODE
LOW	locales/zh-CN/login.json	121	"placeholder": {	CODE
LOW	locales/zh-CN/mobile_edit_profile.json	9	"placeholder": {	CODE
LOW	locales/zh-CN/mobile_post.json	5	"placeholder": "尽情分享生活吧~😎"	CODE
LOW	locales/zh-CN/home.json	54	"placeholder": {	CODE
LOW	locales/zh-CN/home.json	120	"placeholder": "请输入群聊备注",	CODE
LOW	locales/zh-CN/home.json	127	"placeholder": "请输入本群昵称",	CODE
LOW	locales/zh-CN/home.json	311	"placeholder": "请输入你的昵称",	CODE
LOW	locales/zh-CN/home.json	337	"placeholder": "搜索"	CODE
LOW	locales/zh-CN/home.json	437	"placeholder": "请输入群昵称",	CODE
LOW	locales/zh-CN/announcement.json	8	"placeholder": "填写公告，1～600字",	CODE
LOW	locales/zh-CN/message.json	79	"placeholder": "输入几句话，对TA说些什么吧",	CODE
LOW	locales/zh-CN/message.json	87	"placeholder": "输入验证消息",	CODE
LOW	locales/ko/mobile_edit_bio.json	3	"placeholder": "자기소개를 입력해주세요~",	CODE
LOW	locales/ko/fileManager.json	13	"placeholder": {	CODE
LOW	locales/ko/dynamic.json	85	"placeholder": "댓글을 입력하세요...",	CODE
LOW	locales/ko/chatHistory.json	3	"placeholder": "채팅 검색"	CODE
LOW	locales/ko/chatHistory.json	11	"placeholder": "날짜 범위 선택",	CODE
LOW	locales/ko/editor.json	10	"placeholder": "따뜻한 말 한마디가 마음을 녹이고, 모진 말 한마디가 마음에 상처를 남깁니다.",	CODE
LOW	locales/ko/login.json	13	"placeholder": "이메일 / HuLa 계정"	CODE
LOW	locales/ko/login.json	16	"placeholder": "HuLa 비밀번호 입력"	CODE
LOW	locales/ko/login.json	121	"placeholder": {	CODE
LOW	locales/ko/mobile_edit_profile.json	9	"placeholder": {	CODE
LOW	locales/ko/mobile_post.json	5	"placeholder": "당신의 일상을 공유해보세요 😎"	CODE
LOW	locales/ko/home.json	54	"placeholder": {	CODE
LOW	locales/ko/home.json	107	"placeholder": "메모를 입력하세요",	CODE
LOW	locales/ko/home.json	114	"placeholder": "닉네임을 입력하세요",	CODE
LOW	locales/ko/home.json	315	"placeholder": "닉네임을 입력하세요",	CODE
LOW	locales/ko/home.json	341	"placeholder": "검색"	CODE
LOW	locales/ko/home.json	441	"placeholder": "그룹 닉네임을 입력하세요",	CODE
LOW	locales/ko/announcement.json	8	"placeholder": "공지 내용을 입력하세요 (1~600자)",	CODE
LOW	locales/ko/message.json	79	"placeholder": "하고 싶은 말을 남겨보세요...",	CODE
LOW	locales/ko/message.json	87	"placeholder": "인증 메시지를 입력하세요",	CODE
LOW	locales/en/mobile_edit_bio.json	3	"placeholder": "Introduce yourself ~",	CODE
LOW	locales/en/fileManager.json	13	"placeholder": {	CODE
LOW	locales/en/dynamic.json	85	"placeholder": "Write your comment...",	CODE
LOW	locales/en/chatHistory.json	3	"placeholder": "Search chats"	CODE
LOW	locales/en/chatHistory.json	11	"placeholder": "Select date range",	CODE
LOW	locales/en/editor.json	10	"placeholder": "A kind word warms the heart; a harsh word wounds it.",	CODE
LOW	locales/en/login.json	13	"placeholder": "Email / HuLa Account"	CODE
LOW	locales/en/login.json	16	"placeholder": "Enter HuLa Password"	CODE
LOW	locales/en/login.json	121	"placeholder": {	CODE
LOW	locales/en/mobile_edit_profile.json	9	"placeholder": {	CODE
LOW	locales/en/mobile_post.json	5	"placeholder": "Share your life 😎"	CODE
LOW	locales/en/home.json	54	"placeholder": {	CODE
LOW	locales/en/home.json	107	"placeholder": "Enter a remark",	CODE
LOW	locales/en/home.json	114	"placeholder": "Enter nickname",	CODE
LOW	locales/en/home.json	315	"placeholder": "Enter your nickname",	CODE
LOW	locales/en/home.json	341	"placeholder": "Search"	CODE
LOW	locales/en/home.json	441	"placeholder": "Enter a group nickname",	CODE
LOW	locales/en/announcement.json	8	"placeholder": "Enter announcement (1-600 characters)",	CODE
LOW	locales/en/message.json	79	"placeholder": "Say something to them...",	CODE
LOW	locales/en/message.json	87	"placeholder": "Enter your verification message",	CODE

Over-Commented Block24 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql.yml	61	# If you wish to specify custom queries, you can do so here or in a config file.	COMMENT
LOW	src-tauri/Cargo.toml	181	[features]	COMMENT
LOW	src-tauri/src/configuration.rs	241	/// 根据APP_ENVIRONMENT环境变量确定运行环境，按优先级加载配置：	COMMENT
LOW	src-tauri/src/im_request_client.rs	181	/// 与 `request` 方法的区别：	COMMENT
LOW	src-tauri/src/vo/user_info.rs	1	// use serde::{Deserialize, Serialize};	COMMENT
LOW	src-tauri/src/desktops/common_cmd.rs	301	pub struct WindowsScaleInfo {	COMMENT
LOW	src-tauri/src/desktops/common_cmd.rs	321	// impl Default for UserInfo {	COMMENT
LOW	src-tauri/src/desktops/common_cmd.rs	661	if hide_close_button.unwrap_or(false) {	COMMENT
LOW	src-tauri/src/command/database_command.rs	1	use crate::AppData;	COMMENT
LOW	src/plugins/dynamic/index.vue	341	// const titleList = computed(() => [	COMMENT
LOW	src/layout/left/config.tsx	161	// version: 'v1.0.0-Alpha',	COMMENT
LOW	src/layout/left/config.tsx	181	// state: PluginEnum.NOT_INSTALLED,	COMMENT
LOW	src/layout/left/config.tsx	201	// tip: 'HuLa短视频开发中，敬请期待',	COMMENT
LOW	src/stores/chat.ts	801		COMMENT
LOW	src/mobile/login.vue	661		COMMENT
LOW	src/mobile/layout/friends/FriendsLayout.vue	21		COMMENT
LOW	src/mobile/views/my/index.vue	81	// const box = avatarBox.value	COMMENT
LOW	src/mobile/views/my/index.vue	101	// } else {	COMMENT
LOW	src/hooks/useVideoViewer.ts	21	const urlParts = url.split('/')	COMMENT
LOW	src/hooks/useVideoViewer.ts	41	// }	COMMENT
LOW	src/services/webSocketRust.ts	221	// }	COMMENT
LOW	src/services/webSocketRust.ts	481	// 创建全局实例	COMMENT
LOW	src/services/webSocketRust.ts	501	// await currentWindow.listen('tauri://blur', () => {	COMMENT

Hyper-Verbose Identifiers11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	docs/qiniu-upload.md	166	async function uploadLargeImageWithQiniu(path: string) {	CODE
LOW	scripts/link-skills.js	195	function createConsolePromptContext() {	CODE
LOW	src-tauri/gen/apple/assets/draco/draco_decoder.js	21	)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"insta	CODE
LOW	…gen/android/app/src/main/assets/draco/draco_decoder.js	21	)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"insta	CODE
LOW	src-tauri/draco/draco_decoder.js	21	)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"insta	CODE
LOW	src/utils/AudioCompression.ts	218	export function calculateCompressionRatio(originalSize: number, compressedSize: number): number {	CODE
LOW	src/utils/ImRequestUtils.ts	399	export async function getSessionDetailWithFriends(params: { id: string; roomType: number }) {	CODE
LOW	src/utils/ImRequestUtils.ts	905	export async function messageListByConversationId(params: {	CODE
LOW	src/utils/ImRequestUtils.ts	925	export async function messageDeleteByConversationId(body: { conversationIdList: string[] }) {	CODE
LOW	src/utils/ImRequestUtils.ts	1333	export async function messageSaveGeneratedContent(params: {	CODE
LOW	src/services/wsType.ts	248	export function getCallResponseStatusDesc(code: number): string {	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src-tauri/gen/schemas/acl-manifests.json	1	{"autostart":{"default_permission":{"identifier":"default","description":"This permission set configures if your\napplic	CODE

Redundant / Tautological Comments1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/release.yml	208	uses: dtolnay/rust-toolchain@stable # Set this to dtolnay/rust-toolchain@nightly	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	skills/hula-skill/scripts/hula_tauri_map.py	20		CODE

HuLaSpark/HuLa

Open-Source Code Quality, Security and Technical Debt Review