1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-07-28

Last Push

6.6K

Stars

JavaScript

Language

149.0K

Lines of Code

491

Files

Pattern Hits

2026-10-31

Scan Date

0.03

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 2.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 62 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 6.5/100 · LOW

Which changes need focused human review? 80 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 9HIGH 4MEDIUM 9LOW 58

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 80 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.

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	130	`java.util.concurrent.locks.AbstractQueuedSynchronizer.acquire()`:	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	171	`java.util.concurrent.locks.AbstractQueuedSynchronizer.addWaiter()`:	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	222	`java.util.concurrent.locks.AbstractQueuedSynchronizer.acquireQueued()`:	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	321	`java.util.concurrent.locks.AbstractQueuedSynchronizer.release()`	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	359	接着执行`java.util.concurrent.locks.AbstractQueuedSynchronizer.unparkSuccessor()`方法，唤醒`head`的后置节点：	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	453	`#java.util.concurrent.locks.AbstractQueuedSynchronizer.acquire()`:	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	465	`#java.util.concurrent.locks.ReentrantLock.FairSync.tryAcquire()`:	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	495	`#java.util.concurrent.locks.AbstractQueuedSynchronizer.hasQueuedPredecessors()`:	CODE
CRITICAL	archive-bestjavaer/java-concurrent/java-aqs.md	590	先看下具体的代码实现，`#java.util.concurrent.locks.AbstractQueuedSynchronizer.ConditionObject.await()`：	CODE

Hyper-Verbose Identifiers45 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	index.html	151	window.setTimeout(function revealArticleDetailWhenRendered() {	CODE
LOW	index.html	281	function cleanDesignNavigationQuery() {	CODE
LOW	print.html	111	window.setTimeout(function revealArticleDetailWhenRendered() {	CODE
LOW	print.html	228	function cleanDesignNavigationQuery() {	CODE
LOW	scripts/generate_english_articles.py	371	def update_english_readme_links(article_map: dict[str, dict[str, str]]) -> None:	CODE
LOW	scripts/check_article_quality.py	186	def mask_ignored_markdown_blocks(text: str) -> str:	CODE
LOW	scripts/check_article_quality.py	255	def looks_like_local_absolute_path(path: str) -> bool:	CODE
LOW	assets/article-cards.js	643	function scheduleSidebarLocalization() {	CODE
LOW	assets/article-cards.js	648	function scheduleAlgoliaAttribution() {	CODE
LOW	assets/article-cards.js	829	function localizeSidebarGroupLabels(sidebar, locale) {	CODE
LOW	assets/article-cards.js	1066	function prepareDesignRouteTransition(hashOrHref, forcePending) {	CODE
LOW	assets/article-cards.js	1094	function hasRenderedDesignRouteContent(routeState) {	CODE
LOW	assets/article-cards.js	1123	function scheduleHomeLanguageDetection() {	CODE
LOW	assets/article-cards.js	1173	function applyDetectedHomeLanguage(language) {	CODE
LOW	assets/article-cards.js	1347	function detectHomeLanguageFromBrowser() {	CODE
LOW	assets/article-cards.js	1393	function getCachedDetectedHomeLanguage() {	CODE
LOW	assets/article-cards.js	1409	function cacheDetectedHomeLanguage(language) {	CODE
LOW	assets/article-cards.js	1609	function renderCategoryArticlePage(state, requestedPage, userTriggered) {	CODE
LOW	assets/article-cards.js	1739	function updateDesignDocumentTitle(title) {	CODE
LOW	assets/article-cards.js	1938	function localizeCategoryDefinition(category, articleRoot) {	CODE
LOW	assets/article-cards.js	2007	function hydrateCategoryArticleSummaries(articles, list, isEnglish) {	CODE
LOW	assets/article-cards.js	2026	function getCategoryArticleSummary(article, isEnglish) {	CODE
LOW	assets/article-cards.js	2782	function renderDesignFeaturedCards(section, routeState) {	CODE
LOW	assets/article-cards.js	3027	function ensureHomeNeuralThemeToggle(cover) {	CODE
LOW	assets/article-cards.js	3124	function updateHomeNeuralThemeToggle(toggle) {	CODE
LOW	assets/article-cards.js	3440	function findNearestHomeNeuralNode(nodes, sourceIndex, start, end, offset, random) {	CODE
LOW	assets/article-cards.js	3720	function updateHomeNeuralPointerState(timestamp) {	CODE
LOW	assets/article-cards.js	3745	function shouldSkipHomeNeuralFrame(timestamp) {	CODE
LOW	assets/article-cards.js	3753	function applyHomeNeuralPointerInfluence(pointer, x, y, depth, width) {	CODE
LOW	assets/article-cards.js	3979	function drawHomeNeuralConnections(ctx, positions, time) {	CODE
LOW	assets/article-cards.js	4175	function collectHomeUpdateArticles(section) {	CODE
LOW	assets/article-cards.js	4258	function renderLatestFeaturedCards(list, articles) {	CODE
LOW	assets/article-cards.js	4371	function bindDesignHomeInteractions() {	CODE
LOW	assets/article-cards.js	4531	function prepareDesignAnchorNavigation(event) {	CODE
LOW	assets/article-cards.js	4583	function handleSamePageDesignAnchorHash(hash) {	CODE
LOW	assets/article-cards.js	4592	function navigateSamePageDesignAnchor(hash, updateUrl) {	CODE
LOW	assets/article-cards.js	4670	function syncArticleGuideAnchorActive(hash) {	CODE
LOW	assets/article-cards.js	4680	function isDuplicateDesignRouteEvent(hash) {	CODE
LOW	assets/article-cards.js	4883	function renderDesignSearchResults(container, index, query, isEnglish) {	CODE
LOW	assets/article-cards.js	4913	function renderDesignRecentUpdates(section, routeState) {	CODE
LOW	assets/article-cards.js	5036	function openDynamicDesignPostPreview(trigger) {	CODE
LOW	assets/article-cards.js	5115	function extractMarkdownPreviewParagraphs(markdown) {	CODE
LOW	assets/article-cards.js	5155	function openDesignCategoryPreview(key) {	CODE
LOW	assets/article-cards.js	5202	function shouldHandleDesignRouteClick(event) {	CODE
LOW	assets/article-cards.js	5543	function resolveRelativeMarkdownPath(href) {	CODE

Modern AI Meta-Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	…3-tools-and-resources/36 张图彻底解释清楚 AI 圈 136 个造词艺术！！！.md	131	## RAG 与知识层	COMMENT
MEDIUM⚡	ai-articles/03-tools-and-resources/吴恩达发布了一个新的课程.md	91	- [Andrew Ng LinkedIn Announcement](https://www.linkedin.com/posts/andrewyng_announcing-my-new-course-agentic-ai-buildin	CODE
MEDIUM⚡	ai-articles/03-tools-and-resources/吴恩达发布了一个新的课程.md	92	- [Andrew Ng's Latest Agentic AI Course - The Tokenizer Newsletter](https://newsletter.artofsaience.com/p/andrew-ngs-lat	CODE
MEDIUM⚡	ai-articles/03-tools-and-resources/吴恩达发布了一个新的课程.md	93	- [Agent Skills with Anthropic - DeepLearning.AI](https://learn.deeplearning.ai/courses/agentic-ai/information)	CODE
MEDIUM	…raphs-completely-explain-the-ai-circle-136-synonyms.md	136	# RAG and the intellectual layer	COMMENT
MEDIUM⚡	…launched-a-new-course-on-standard-drive-development.md	96	- [Andrew Ng LinkedIn Announcement](https://www.linkedin.com/posts/andrewyng_announcing-my-new-course-agentic-ai-buildin	CODE
MEDIUM⚡	…launched-a-new-course-on-standard-drive-development.md	97	- [Andrew Ng's Latest Agentic AI Course - The Tokenizer Newsletter](https://newsletter.artofsaience.com/p/andrew-ngs-lat	CODE
MEDIUM⚡	…launched-a-new-course-on-standard-drive-development.md	98	- [Agent Skills with Anthropic - DeepLearning. AI](https://learn.deeplearning.ai/courses/agentic-ai/information)	CODE

Synthetic Comment Markers4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	…earch/claude-design-system-prompt-essential-lessons.md	68	What it says is that if it can be seen at a glance that it is a general-purpose AI aesthetic generated by AI in batches,	CODE
HIGH	…-design-647-line-system-prompt-complete-walkthrough.md	63	What it says is that if a general-purpose AI aesthetic that is batch-generated by AI can be seen at a glance, it should	CODE
HIGH	…tes-and-observations/how-to-get-ahead-in-the-ai-era.md	45	- Let them use the answers generated by AI directly as knowledge. Finish, copy, paste, send. The whole process doesn't a	CODE
HIGH	…arted-accepting-documents-written-by-ai-it-s-not-ai.md	1	# Linux started accepting documents written by AI? It's not AI.	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	scripts/postprocess_english_articles.py	4	CODE
LOW	scripts/generate_english_main_docs.py	4	CODE
LOW	scripts/clean_english_residual_chinese.py	4	CODE
LOW	scripts/generate_english_articles.py	4	CODE
LOW	scripts/check_article_quality.py	4	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…ls-and-research/Claude Design 的系统提示词被人扒出来了，精彩，确实精彩。.md	185	Lorem ipsum 是占位文字；「47% 用户」和「99.9% uptime」是没有来源的数字。它们看起来像证据，其实只是把页面撑起来。	CODE
LOW	…-design-647-line-system-prompt-complete-walkthrough.md	184	Lorem ipsum is placeholder text; "47% users" and "99.9% uptime" are unsourced numbers. They look like evidence, but real	CODE
LOW	archive-bestjavaer/http/http-cookesessiontoken.md	230	"name": "John Doe",	CODE

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…nosis-popx-workshop-type-on-the-line-this-is-a-fake.md	52	# Step 1: Generate a "bookbook sharing" application	COMMENT
LOW	…nosis-popx-workshop-type-on-the-line-this-is-a-fake.md	102	# # Step 3: Cellular End Management	COMMENT

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	archive-bestjavaer/spring/spring-configuration.md	481	* 在SpringConfigurationApplication中进行测试，如下	COMMENT
LOW	archive-bestjavaer/spring/spring-configuration.md	721		COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	assets/article-cards.js	368	{ title: '为每个任务配一套 harness：Claude Code 里的动态工作流', date: '2026-06-05', href: '#/ai-articles/01-agent-and-coding/为每	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate_english_articles.py	371	def update_english_readme_links(article_map: dict[str, dict[str, str]]) -> None:	CODE

crisxuan/bestJavaer

Open-Source Code Quality, Security and Technical Debt Review