4.4

Adjusted Signal

4.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

36.5K

Stars

TypeScript

Language

124.7K

Lines of Code

508

Files

148

Pattern Hits

2026-10-31

Scan Date

0.20

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? 24 finding(s).

Hallucinated Dependency & Supply Chain Risk 17.9/100 · LOW

Are imports declared and package/API names verified? 112 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 27 finding(s).

PR Review Velocity Impact 23.7/100 · LOW

Which changes need focused human review? 148 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 100MEDIUM 13LOW 35

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 148 distinct pattern matches across 9 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.

Magic Placeholder Names100 hits · 480 pts

Severity	File	Line	Snippet	Context
HIGH	docs/cn/ai-providers.md	17	OPENAI_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	32	ANTHROPIC_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	54	GOOGLE_GENERATIVE_AI_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	67	DEEPSEEK_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	80	QWEN_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	93	DOUBAO_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	100	GLM_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	113	KIMI_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	133	MINIMAX_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	156	MIMO_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	169	OPENROUTER_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	184	AIHUBMIX_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	197	SILICONFLOW_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	210	MODELSCOPE_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	223	NOVITA_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	236	ATLASCLOUD_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	251	QINIU_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	316	GOOGLE_VERTEX_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	333	AZURE_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	341	AZURE_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	380	SGLANG_API_KEY=your_api_key	CODE
HIGH	docs/cn/ai-providers.md	397	CUSTOM_API_KEY=your_api_key	CODE
HIGH	docs/cn/docker.md	15	-e OPENAI_API_KEY=your_api_key \	CODE
HIGH	docs/cn/docker.md	61	-e OPENAI_API_KEY=your_api_key \	CODE
HIGH	docs/cn/docker.md	70	-e OPENAI_API_KEY=your_api_key \	CODE
HIGH	docs/ja/ai-providers.md	17	OPENAI_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	32	ANTHROPIC_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	54	GOOGLE_GENERATIVE_AI_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	67	DEEPSEEK_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	80	QWEN_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	93	DOUBAO_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	100	GLM_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	113	KIMI_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	133	MINIMAX_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	156	MIMO_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	169	OPENROUTER_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	184	AIHUBMIX_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	197	SILICONFLOW_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	210	MODELSCOPE_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	223	NOVITA_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	236	ATLASCLOUD_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	251	QINIU_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	316	GOOGLE_VERTEX_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	333	AZURE_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	341	AZURE_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	380	SGLANG_API_KEY=your_api_key	CODE
HIGH	docs/ja/ai-providers.md	397	CUSTOM_API_KEY=your_api_key	CODE
HIGH	docs/ja/docker.md	15	-e OPENAI_API_KEY=your_api_key \	CODE
HIGH	docs/ja/docker.md	61	-e OPENAI_API_KEY=your_api_key \	CODE
HIGH	docs/ja/docker.md	70	-e OPENAI_API_KEY=your_api_key \	CODE
HIGH	docs/tw/ai-providers.md	17	OPENAI_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	32	ANTHROPIC_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	54	GOOGLE_GENERATIVE_AI_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	67	DEEPSEEK_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	80	QWEN_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	93	DOUBAO_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	100	GLM_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	113	KIMI_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	133	MINIMAX_API_KEY=your_api_key	CODE
HIGH	docs/tw/ai-providers.md	156	MIMO_API_KEY=your_api_key	CODE
40 more matches not shown…

Decorative Section Separators12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/[lang]/admin/setting-field.tsx	18	// ── Small shared UI bits ─────────────────────────────────────────────	COMMENT
MEDIUM	app/[lang]/admin/setting-field.tsx	129	// ── General settings field (registry-driven) ─────────────────────────	COMMENT
MEDIUM	app/[lang]/admin/admin-shared.ts	8	// ── Shared types ─────────────────────────────────────────────────────	COMMENT
MEDIUM	app/[lang]/admin/models-section.tsx	47	// ── Models section (mirrors the user ModelConfigDialog) ──────────────	COMMENT
MEDIUM	app/[lang]/admin/page.tsx	36	// ── Page ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/[lang]/admin/page.tsx	322	// ── Login screen ─────────────────────────────────────────────────	COMMENT
MEDIUM	app/[lang]/admin/page.tsx	390	// ── Settings screen ──────────────────────────────────────────────	COMMENT
MEDIUM	lib/admin/settings-registry.ts	72	// ── Generation ───────────────────────────────────────────────────	COMMENT
MEDIUM	lib/admin/settings-registry.ts	91	// ── Access Control ───────────────────────────────────────────────	COMMENT
MEDIUM	lib/admin/settings-registry.ts	102	// ── Features ─────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/admin/settings-registry.ts	136	// ── Observability ────────────────────────────────────────────────	COMMENT
MEDIUM	lib/admin/settings-registry.ts	161	// ── Quota ────────────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	components/provider-credentials-fields.tsx	79	export function ProviderCredentialsFields({	CODE
LOW	components/chat/message-text.ts	16	export function splitTextIntoFileSections(text: string): TextSection[] {	CODE
LOW	packages/mcp-server/src/dom.ts	69	function normalizeAttributeWhitespace(xml: string): string {	CODE
LOW	packages/mcp-server/src/http-server.ts	219	function ensureSessionStateInitialized(sessionId: string): void {	CODE
LOW	packages/mcp-server/src/custom-instructions.ts	52	export function guideWithCustomInstructions(	CODE
LOW	packages/mcp-server/src/xml-validation.ts	978	export function validateAndFixXml(	CODE
LOW	lib/output-token-limit.ts	163	export function withOutputTokenLimitFallback(	CODE
LOW	lib/ai-providers.ts	71	export function isAihubmixStandardBaseURL(	CODE
LOW	lib/ai-providers.ts	674	function validateProviderCredentials(	CODE
LOW	lib/server-model-config.ts	71	function configFromCommaSeparatedAiModel(): ServerModelsConfig \| null {	CODE
LOW	lib/server-model-config.ts	113	export async function loadEnvServerModelsConfig(): Promise<ServerModelsConfig \| null> {	CODE
LOW	lib/server-model-config.ts	149	export async function loadRawServerModelsConfig(): Promise<ServerModelsConfig \| null> {	CODE
LOW	lib/server-model-config.ts	172	export async function loadFlattenedServerModels(): Promise<	CODE
LOW	lib/deprecated-params.ts	73	export function withDeprecatedParamsFallback(	CODE
LOW	lib/drawio/editor-bridge.ts	428	function canvasHasLoadOnlySettings(): boolean {	CODE

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	lib/i18n/dictionaries/zh.json	20	"placeholder": "描述您的图表或上传文件...",	CODE
LOW	lib/i18n/dictionaries/zh.json	573	"placeholder": "说说要怎么改，也可以点图形旁边的画笔自己改样式"	CODE
LOW	lib/i18n/dictionaries/zh.json	635	"placeholder": "比如：用户登录的时序图，包含短信验证码和失败重试",	CODE
LOW	lib/i18n/dictionaries/ja.json	20	"placeholder": "ダイアグラムを説明するか、ファイルをアップロード...",	CODE
LOW	lib/i18n/dictionaries/ja.json	573	"placeholder": "変更内容を書いてください。図形の横のブラシで自分でスタイルを変えることもできます"	CODE
LOW	lib/i18n/dictionaries/ja.json	635	"placeholder": "例：SMS 認証とリトライを含むログインのシーケンス図",	CODE
LOW	lib/i18n/dictionaries/en.json	20	"placeholder": "Describe your diagram or upload a file...",	CODE
LOW	lib/i18n/dictionaries/en.json	573	"placeholder": "Describe the change, or restyle it yourself with the brush next to it"	CODE
LOW	lib/i18n/dictionaries/en.json	635	"placeholder": "For example: a login sequence diagram with SMS codes and retries",	CODE
LOW	lib/i18n/dictionaries/zh-Hant.json	20	"placeholder": "描述您的圖表或上傳檔案...",	CODE
LOW	lib/i18n/dictionaries/zh-Hant.json	573	"placeholder": "說說要怎麼改，也可以點圖形旁邊的畫筆自己改樣式"	CODE
LOW	lib/i18n/dictionaries/zh-Hant.json	635	"placeholder": "例如：使用者登入的時序圖，包含簡訊驗證碼和失敗重試",	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	components/provider-credentials-fields.tsx	61	// UI (e.g. the user dialog's inline Test button + validation error); the	COMMENT
LOW	hooks/use-diagram-tool-handlers.ts	141	}	COMMENT
LOW	packages/mcp-server/shell/mcp-sync-core.ts	941	// for a page-targeted export; otherwise the projection would be	COMMENT
LOW	packages/mcp-server/src/preview/preview.js	341	// draw.io echoes the request in msg.message, so the reply can	COMMENT
LOW	lib/admin/settings-registry.ts	1	// Declarative registry of the general env vars editable in the admin panel.	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/cached-responses.ts	411	<mxCell id="p3" parent="sec1" style="rounded=1;arcSize=6;fontSize=11;align=left;verticalAlign=top;spacing=6;fillColor=#f	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/chat-route-abort.test.ts	31	// Step 1: the model asks for a shape library (a tool run on the server) and	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/chat-route-abort.test.ts	31	// Step 1: the model asks for a shape library (a tool run on the server) and	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/mcp-server/src/http-server.ts	628	function handleRequest(	CODE

DayuanJiang/next-ai-draw-io

Open-Source Code Quality, Security and Technical Debt Review