0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

12.8K

Stars

JavaScript

Language

213.4K

Lines of Code

362

Files

156

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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 140 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 125 finding(s).

PR Review Velocity Impact 4.3/100 · LOW

Which changes need focused human review? 156 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 17LOW 139

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 156 distinct pattern matches across 8 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 Identifiers114 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	web/admin-spa/src/views/DashboardView.vue	1285	function createApiKeysUsageTrendChart() {	CODE
LOW	web/admin-spa/src/views/DashboardView.vue	1479	async function updateApiKeysUsageTrendChart() {	CODE
LOW	web/admin-spa/src/views/DashboardView.vue	1485	function createAccountUsageTrendChart() {	CODE
LOW	web/admin-spa/src/views/DashboardView.vue	1652	async function handleAccountUsageGroupChange(group) {	CODE
LOW	tests/metadataUserIdHelper.integration.test.js	131	function oldExtractSessionFromMetadata(userId) {	CODE
LOW	tests/metadataUserIdHelper.integration.test.js	137	function oldExtractOriginalSessionId(userId) {	CODE
LOW	scripts/reset-request-detail-retention-hours.js	58	async function resetRequestDetailRetentionHours() {	CODE
LOW	src/middleware/auth.js	29	async function shouldRejectDueToOverload(apiKeyId, timeoutMs, queueConfig, maxQueueSize) {	CODE
LOW	src/utils/signatureCache.js	43	function getOrCreateSessionCache(sessionId) {	CODE
LOW	src/utils/testPayloadHelper.js	303	function createChatCompletionsTestPayload(model = 'gpt-4o-mini', options = {}) {	CODE
LOW	src/utils/requestDetailHelper.js	133	function extractOpenAIReasoningInfo(payload) {	CODE
LOW	src/utils/requestDetailHelper.js	147	function extractAnthropicReasoningInfo(payload) {	CODE
LOW	src/utils/requestDetailHelper.js	205	function extractGeminiReasoningInfo(payload) {	CODE
LOW	src/utils/requestDetailHelper.js	243	function extractRequestReasoningInfo(payload) {	CODE
LOW	src/utils/requestDetailHelper.js	289	function extractPreviewReasoningInfo(preview) {	CODE
LOW	src/utils/requestDetailHelper.js	363	function resolveRequestDetailReasoning(detail = {}) {	CODE
LOW	src/utils/requestDetailHelper.js	515	function sanitizeRequestBodySnapshot(body, options = {}) {	CODE
LOW	src/utils/requestDetailHelper.js	590	function finalizeRequestDetailMeta(requestMeta = null) {	CODE
LOW	src/utils/requestDetailHelper.js	607	function extractOpenAICacheReadTokens(usage = {}) {	CODE
LOW	src/utils/requestDetailHelper.js	658	function getRequestDetailCacheMetrics(detail = {}) {	CODE
LOW	src/utils/oauthHelper.js	105	function generateSetupTokenAuthUrl(codeChallenge, state) {	CODE
LOW	src/utils/antigravityUpstreamDump.js	67	async function dumpAntigravityUpstreamRequest(requestInfo) {	CODE
LOW	src/utils/grokHelper.js	314	function normalizeKnownBaseURLPath(raw) {	CODE
LOW	src/utils/grokHelper.js	392	function defaultBaseUrlForAuthType(authType) {	CODE
LOW	src/utils/grokHelper.js	466	function supportsXHighReasoningEffort(model) {	CODE
LOW	src/utils/grokHelper.js	472	function normalizeReasoningEffortValue(raw, model) {	CODE
LOW	src/utils/grokHelper.js	507	function normalizeChatCompletionsBody(body) {	CODE
LOW	src/utils/grokHelper.js	581	function shouldApplyCLIProxyHeaders(targetUrl) {	CODE
LOW	src/utils/grokHelper.js	741	async function exchangeAuthorizationCode({	CODE
LOW	src/utils/grokHelper.js	835	function extractAccountInfoFromTokens(tokens = {}) {	CODE
LOW	src/utils/anthropicResponseDump.js	55	function summarizeAnthropicResponseBody(body) {	CODE
LOW	src/utils/anthropicResponseDump.js	102	async function dumpAnthropicNonStreamResponse(req, statusCode, body, meta = {}) {	CODE
LOW	src/utils/anthropicResponseDump.js	110	async function dumpAnthropicStreamSummary(req, summary, meta = {}) {	CODE
LOW	src/utils/antigravityUpstreamResponseDump.js	68	async function dumpAntigravityUpstreamResponse(responseInfo) {	CODE
LOW	src/utils/antigravityUpstreamResponseDump.js	105	async function dumpAntigravityStreamEvent(eventInfo) {	CODE
LOW	src/utils/antigravityUpstreamResponseDump.js	133	async function dumpAntigravityStreamSummary(summaryInfo) {	CODE
LOW	src/utils/contents.js	316	function getTrailingPlaceholderAnchor(template) {	CODE
LOW	src/utils/contents.js	339	function trimRawValueByTrailingPlaceholder(rawValue, template) {	CODE
LOW	src/utils/contents.js	404	function normalizeValueForTemplate(normalizedValue, template, normalizedTemplate) {	CODE
LOW	src/utils/contents.js	425	function matchesTemplateIgnoringPlaceholders(normalizedValue, parts) {	CODE
LOW	src/utils/contents.js	450	function bestSimilarityByTemplates(value) {	CODE
LOW	src/utils/warmupInterceptor.js	69	function isTitleExtractionSystemPrompt(systemText) {	CODE
LOW	src/utils/grokQuota.js	165	function normalizeSubscriptionTier(raw) {	CODE
LOW	src/utils/grokQuota.js	200	function subscriptionTierFromClaims(payload = {}) {	CODE
LOW	src/utils/performanceOptimizer.js	62	function getHttpsAgentForNonStream() {	CODE
LOW	src/utils/anthropicRequestDump.js	89	async function dumpAnthropicMessagesRequest(req, meta = {}) {	CODE
LOW	src/utils/accountRollingUsage.js	60	function extractModelUsageFromHourlyHash(data = {}) {	CODE
LOW	src/utils/antigravityModel.js	99	function normalizeAntigravityModelInput(model, defaultModel = DEFAULT_ANTIGRAVITY_MODEL) {	CODE
LOW	src/utils/antigravityModel.js	114	function getAntigravityModelMetadata(modelName) {	CODE
LOW	src/utils/antigravityModel.js	132	function mapAntigravityUpstreamModel(model) {	CODE
LOW	src/routes/unified.js	557	function buildGeminiRequestFromOpenAI(body) {	CODE
LOW	src/routes/openaiGeminiRoutes.js	24	function ensureAntigravityProjectId(account) {	CODE
LOW	src/routes/openaiGeminiRoutes.js	143	function convertGeminiResponseToOpenAI(geminiResponse, model, stream = false) {	CODE
LOW	src/routes/admin/apiKeys.js	409	async function getApiKeysSortedByCostPrecomputed(options) {	CODE
LOW	src/routes/admin/apiKeys.js	517	async function getApiKeysSortedByCostCustom(options) {	CODE
LOW	src/routes/admin/sync.js	52	function buildModelMappingFromSupportedModels(supportedModels) {	CODE
LOW	src/handlers/geminiHandlers.js	203	function ensureGeminiPermissionMiddleware(req, res, next) {	CODE
LOW	src/handlers/geminiHandlers.js	259	function sanitizeFunctionResponsesForApiKey(contents) {	CODE
LOW	src/handlers/geminiHandlers.js	322	async function normalizeAxiosStreamError(error) {	CODE
LOW	src/handlers/geminiHandlers.js	1806	async function handleStreamGenerateContent(req, res) {	CODE
54 more matches not shown…

Decorative Section Separators11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/utils/contents.js	100	text: '## Insights\nIn order to encourage learning, before and after writing code, always provide brief educational	CODE
MEDIUM⚡	src/utils/contents.js	105	text: 'You are an interactive CLI tool that helps users with software engineering tasks. In addition to software eng	CODE
MEDIUM⚡	src/utils/contents.js	110	text: 'You are an interactive CLI tool that helps users with software engineering tasks. In addition to software eng	CODE
MEDIUM	src/routes/userRoutes.js	764	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/routes/userRoutes.js	766	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/routes/admin/quotaCards.js	11	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/routes/admin/quotaCards.js	13	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/routes/admin/quotaCards.js	166	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/routes/admin/quotaCards.js	168	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/services/apiKeyService.js	2716	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/services/apiKeyService.js	2718	// ═══════════════════════════════════════════════════════════════════════════	COMMENT

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	web/admin-spa/src/views/AccountsView.vue	5581	// 监听排序选择变化 - 已重构为 handleDropdownSort，此处注释保留原逻辑参考	COMMENT
LOW	web/admin-spa/src/views/DashboardView.vue	1741	// 切换自动刷新	COMMENT
LOW	web/admin-spa/src/views/ApiKeysView.vue	4301	}	COMMENT
LOW	web/admin-spa/src/views/ApiKeysView.vue	4321	// if (!key.weeklyOpusCostLimit \|\| key.weeklyOpusCostLimit === 0) return 0	COMMENT
LOW	web/admin-spa/src/views/ApiKeysView.vue	4381		COMMENT
LOW	cli/index.js	621	// async function listClaudeAccounts() {	COMMENT
LOW	cli/index.js	641	// account.email \|\| '-',	COMMENT
LOW	src/middleware/auth.js	321	// 槽位所有权转移说明：	COMMENT
LOW	src/middleware/auth.js	581	// 当第一个请求正在处理，第二个请求进入排队时，它们共用同一个 socket	COMMENT
LOW	src/middleware/auth.js	2001		COMMENT
LOW	src/middleware/auth.js	2021	// points: 1000, // 请求数量	COMMENT
LOW	src/utils/modelHelper.js	161	// Match: -{major}-{minor}-{date} or -{major}-{date} or -{major}	COMMENT
LOW	src/routes/grokRoutes.js	61	//	COMMENT
LOW	src/routes/api.js	221	const isStream = req.body.stream === true	COMMENT

AI Slop Vocabulary5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/utils/contents.js	70	text: 'You are an interactive CLI tool that helps users __PLACEHOLDER__ Use the instructions below and the tools ava	CODE
MEDIUM⚡	src/utils/contents.js	165	text: 'Your job is to create a custom output style, which modifies the Claude Code system prompt, based on the user\	CODE
MEDIUM⚡	src/utils/contents.js	165	text: 'Your job is to create a custom output style, which modifies the Claude Code system prompt, based on the user\	CODE
MEDIUM	src/routes/openaiRoutes.js	26	"You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's computer.\n\n## General	CODE
MEDIUM	src/routes/openaiRoutes.js	26	"You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's computer.\n\n## General	CODE

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	README_EN.md	124	### Step 1: Environment Setup	COMMENT
LOW	README_EN.md	149	### Step 2: Download and Configure	COMMENT
LOW	README_EN.md	164	### Step 3: Configuration File Setup	COMMENT
LOW	README_EN.md	193	### Step 4: Start Service	COMMENT
LOW⚡	src/utils/contents.js	165	text: 'Your job is to create a custom output style, which modifies the Claude Code system prompt, based on the user\	CODE

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	web/admin-spa/src/components/common/ModelSelector.vue	22	:placeholder="placeholder"	CODE
LOW	web/admin-spa/src/views/SettingsView.vue	1797	placeholder="user@example.com"	CODE
LOW	web/admin-spa/src/views/SettingsView.vue	1853	placeholder="admin@example.com"	CODE
LOW	tests/grokAccountModes.test.js	198	email: 'user@example.com'	CODE
LOW	src/services/relay/droidRelayService.js	1050	headers['x-api-key'] = 'placeholder'	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/utils/contents.js	70	text: 'You are an interactive CLI tool that helps users __PLACEHOLDER__ Use the instructions below and the tools ava	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/utils/contents.js	165	text: 'Your job is to create a custom output style, which modifies the Claude Code system prompt, based on the user\	CODE

Wei-Shaw/claude-relay-service

Open-Source Code Quality, Security and Technical Debt Review