0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.1K

Stars

Language

219.1K

Lines of Code

1.4K

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 37 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 77 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 12MEDIUM 1LOW 64

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 77 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.

Cross-Language Confusion (JS/TS)12 hits · 68 pts

Severity	File	Line	Snippet	Context
HIGH⚡	apps/cli/src/output/result.ts	20	print(result.json);	CODE
HIGH⚡	apps/cli/src/output/result.ts	24	print(yamlFromJson(result.json).trimEnd());	CODE
HIGH⚡	apps/cli/src/output/result.ts	27	print(result.human);	CODE
HIGH	apps/cli/src/output/stream.ts	70	print("");	CODE
HIGH	apps/cli/src/output/stream.ts	83	print(`[${frame.event}] ${frame.data}`);	CODE
HIGH	apps/cli/src/output/stream.ts	88	print(JSON.stringify(data));	CODE
HIGH	apps/cli/src/output/stream.ts	161	print(JSON.stringify({ event: frame.event, data: payload ?? frame.data }));	CODE
HIGH	apps/cli/src/commands/help.ts	16	print(JSON.stringify(model, null, 2));	CODE
HIGH	apps/cli/src/commands/help.ts	50	print(colors().dim(`匹配「${query}」· ${total} 个`));	CODE
HIGH	apps/cli/src/commands/operation.ts	497	print(raw);	CODE
HIGH	apps/cli/src/commands/operation.ts	501	print(JSON.stringify(payload?.data ?? raw));	CODE
HIGH	hub/dev-dist/workbox-5119daf5.js	75	print(method, args);	CODE

Fake / Example Data25 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	web/src/locales/messages/ja-JP.json	390	"placeholder": "コンテンツを検索…",	CODE
LOW	web/src/locales/messages/ja-JP.json	1187	"placeholder": "何でも聞いてください…",	CODE
LOW	web/src/locales/messages/zh-CN.json	390	"placeholder": "搜索内容…",	CODE
LOW	web/src/locales/messages/zh-CN.json	1187	"placeholder": "问点什么…",	CODE
LOW	web/src/locales/messages/de-DE.json	390	"placeholder": "Inhalte durchsuchen…",	CODE
LOW	web/src/locales/messages/de-DE.json	1187	"placeholder": "Frag etwas…",	CODE
LOW	web/src/locales/messages/en-US.json	390	"placeholder": "Search content…",	CODE
LOW	web/src/locales/messages/en-US.json	1187	"placeholder": "Ask anything…",	CODE
LOW	web/src/components/common/BaseCombobox.vue	32	:placeholder="placeholder"	CODE
LOW	web/src/components/common/BaseInput.vue	19	:placeholder="placeholder"	CODE
LOW	web/src/components/common/BaseTextArea.vue	17	:placeholder="placeholder"	CODE
LOW	web/src/editor/components/MarkdownEditor.vue	21	:placeholder="placeholder"	CODE
LOW	web/src/editor/components/MarkdownEditor.vue	68	:placeholder="placeholder"	CODE
LOW⚡	internal/service/echo/extension_internal_test.go	95	"placeholder": "Shanghai",	CODE
LOW⚡	internal/service/echo/extension_internal_test.go	101	assert.Equal(t, "Shanghai", got.Payload["placeholder"])	CODE
LOW⚡	internal/service/echo/extension_internal_test.go	107	Payload: map[string]any{"placeholder": "x"},	CODE
LOW	internal/service/echo/extension_internal_test.go	118	"placeholder": "x",	CODE
LOW	internal/service/echo/echo.go	583	placeholder := strings.TrimSpace(getPayloadString(ext.Payload, "placeholder"))	CODE
LOW	internal/service/echo/echo.go	590	"placeholder": placeholder,	CODE
LOW	internal/service/copilot/enrich.go	95	if place := str("placeholder"); place != "" {	CODE
LOW	internal/service/copilot/enrich_extra_test.go	76	{"location", ext(echoModel.Extension_LOCATION, map[string]any{"placeholder": "北京"}), "[位置] 北京"},	CODE
LOW	internal/service/comment/comment_query_test.go	256	SMTPUsername: "user@example.com",	CODE
LOW	internal/service/comment/comment_notify_test.go	133	SMTPUsername: "user@example.com",	CODE
LOW	internal/service/comment/comment_notify_test.go	178	SMTPUsername: "user@example.com",	CODE
LOW	internal/service/comment/comment_template_test.go	242	SMTPUsername: "user@example.com",	CODE

Hyper-Verbose Identifiers21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	web/src/service/api/setting.ts	81	export function fetchUpdatePasskeySettings(passkeySetting: App.Api.Setting.PasskeySetting) {	CODE
LOW	web/src/service/api/setting.ts	155	export function fetchGetSnapshotScheduleSetting() {	CODE
LOW	web/src/service/api/setting.ts	162	export function fetchUpdateSnapshotScheduleSetting(	CODE
LOW	web/src/service/api/other.ts	130	export function fetchUploadMigrationSourceZip(	CODE
LOW	web/src/service/api/embedding.ts	6	export function fetchGetEmbeddingSettings() {	CODE
LOW	web/src/service/api/embedding.ts	13	export function fetchUpdateEmbeddingSettings(data: App.Api.Embedding.EmbeddingSettingDto) {	CODE
LOW	web/src/service/api/comment.ts	58	export function fetchUpdatePanelCommentStatus(id: string, status: App.Api.Comment.CommentStatus) {	CODE
LOW	web/src/service/api/comment.ts	66	export function fetchUpdatePanelCommentHot(id: string, hot: boolean) {	CODE
LOW	web/src/service/api/comment.ts	89	export function fetchGetCommentSystemSetting() {	CODE
LOW	web/src/service/api/comment.ts	96	export function fetchUpdateCommentSystemSetting(setting: App.Api.Comment.SystemSetting) {	CODE
LOW	web/src/service/api/user.ts	28	export function fetchUpdateUserPermission(id: string) {	CODE
LOW	web/src/service/api/auth.ts	38	export function fetchPasskeyRegisterBegin(deviceName: string) {	CODE
LOW	web/src/service/api/auth.ts	46	export function fetchPasskeyRegisterFinish(nonce: string, credential: unknown) {	CODE
LOW	web/src/service/api/auth.ts	84	export function fetchUpdatePasskeyDeviceName(id: string, deviceName: string) {	CODE
LOW	…c/views/panel/modules/TheSetting/ThePasskeySetting.vue	269	function assertCreationOptionsJSON(raw: unknown): CreationOptionsJSON {	CODE
LOW	…c/views/panel/modules/TheSetting/ThePasskeySetting.vue	360	async function handleUpdatePasskeySetting() {	CODE
LOW	site/vite.config.ts	9	function reactRouterDevSpuriousRequestFilter(): Plugin {	CODE
LOW	hub/dev-dist/workbox-5119daf5.js	1514	function canConstructResponseFromBodyStream() {	CODE
LOW	hub/dev-dist/workbox-5119daf5.js	1682	async function executeQuotaErrorCallbacks() {	CODE
LOW	hub/dev-dist/workbox-5119daf5.js	2989	function removeIgnoredSearchParams(urlObject, ignoreURLParametersMatching = []) {	CODE
LOW	hub/src/services/connectApi.ts	44	export async function fetchInstancesConnectBundle(	CODE

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	web/env.d.ts	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	web/src/global.d.ts	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	internal/agent/window.go	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	internal/agent/run.go	421	return false	COMMENT
LOW	internal/agent/run.go	501	// Anthropic (~w×h/750, capped near 1.6k after its own downscale) and OpenAI	COMMENT
LOW	internal/agent/tokens.go	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	internal/service/copilot/session.go	21	const maxStoredChatMessages = 50	COMMENT
LOW	internal/service/copilot/ask.go	21	//	COMMENT
LOW	internal/service/copilot/ask.go	81	maxAskLabelRunes = 64	COMMENT
LOW	internal/service/copilot/budget.go	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	internal/service/copilot/echo_write.go	221	}	COMMENT
LOW	internal/service/copilot/ask_tool.go	81		COMMENT
LOW	internal/service/copilot/ask_roundtrip_test.go	21	userModel "github.com/lin-snow/ech0/internal/model/user"	COMMENT
LOW	scripts/spdx-boilerplate.txt	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	site/public/arch/index.html	141	#edges .arrowhead { fill: var(--line); }	COMMENT
LOW	site/public/arch/index.html	1541	// fo/tOff: shift the anchor along its side (px from the side's midpoint)	COMMENT
LOW	pkg/log/tint/handler.go	741	func Err(err error) slog.Attr {	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/dev/architecture-overview.md	536	### 13.2 站内问 Copilot（Agent 出站 + RAG + SSE 流）	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hub/dev-dist/workbox-5119daf5.js	2609	* then we need to check if one is `defaultPrecacheCacheabilityPlugin`. If so,	COMMENT

lin-snow/Ech0

Open-Source Code Quality, Security and Technical Debt Review