1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

4.0K

Stars

Language

525.6K

Lines of Code

1.6K

Files

445

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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 338 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 273 finding(s).

PR Review Velocity Impact 6.2/100 · LOW

Which changes need focused human review? 445 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 1MEDIUM 112LOW 332

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 445 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.

Decorative Section Separators99 hits · 297 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/src/services/api-types.ts	2522	// ─── 预置数据（GET /api/presets）───────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	8	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	10	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	48	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	50	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	94	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	96	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	171	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	174	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	520	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	522	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	553	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	555	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	591	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	593	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	606	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	608	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	626	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/volcengine_afp_pricing_test.go	628	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/provider_usage_recover_test.go	52	// ── Kimi ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/provider_usage_recover_test.go	107	// ── MiMo ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/provider_usage_recover_test.go	130	// ── Volcengine ────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/provider_usage_recover_test.go	211	// ── 非自动恢复原因 ───────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/config/provider_usage_recover_test.go	236	// ── 无渠道/无账号 ────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_plan_scope.go	8	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_plan_scope.go	13	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	9	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	12	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	40	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	43	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	108	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	110	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	135	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	137	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	199	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/config/volcengine_afp_pricing.go	201	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/newapi_adapter.go	21	// ─── new-api 订阅集成适配器（§8.5.1）──────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_cockpit.go	9	// ── 驾驶舱 API 响应类型 ────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_cockpit.go	63	// ── 路由注册 ───────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_cockpit.go	73	// ── Handler ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_cockpit.go	98	// ── 内部聚合函数 ────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_abtest.go	12	// ─── A/B 测试 API 路由注册 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_abtest.go	29	// ─── 响应类型 ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_abtest.go	45	// ─── 处理函数 ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…kend-go/internal/autopilot/handlers_recommendations.go	10	// ─── 渠道推荐 API（Phase 4 Item 4）───────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/model_frontier_scoring.go	9	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/model_frontier_scoring.go	20	// ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers.go	11	// ─── 响应类型 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers.go	102	// ─── 路由注册 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers.go	125	// ─── Handler 实现 ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers.go	289	// ─── 内部辅助 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckend-go/internal/autopilot/handlers_routing_config.go	12	// ─── 请求/响应类型 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckend-go/internal/autopilot/handlers_routing_config.go	44	// ─── 路由注册 ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckend-go/internal/autopilot/handlers_routing_config.go	59	// ─── 处理函数 ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_auto_managed.go	21	// ─── 请求/响应类型 ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_auto_managed.go	111	// ─── 路由注册 ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_auto_managed.go	1928	// ─── 辅助函数 ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_auto_managed.go	1943	// ─── 处理函数 ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/handlers_auto_managed.go	3033	// ─── 辅助函数 ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend-go/internal/autopilot/model_frontier.go	8	// ────────────────────────────────────────────────────────────────	COMMENT
39 more matches not shown…

Hyper-Verbose Identifiers173 hits · 180 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/composables/useChannelEditorFormDerived.ts	13	export function useChannelEditorFormDerived(	CODE
LOW	frontend/src/composables/useGlobalTick.ts	80	function getOrCreateEntry(intervalMs: number): TimerEntry {	CODE
LOW	frontend/src/composables/useChannelEditorHeaderState.ts	13	export function useChannelEditorHeaderState(theme: ThemeLike) {	CODE
LOW	frontend/src/composables/useEditChannelSectionNav.ts	37	function updateActiveSectionFromScroll() {	CODE
LOW	frontend/src/composables/useRuntimePresets.ts	79	function normalizeSubscriptionPreset(subscription?: Partial<SubscriptionPreset> \| null): SubscriptionPreset {	CODE
LOW	frontend/src/composables/useRuntimePresets.ts	143	function normalizeBenchmarkProfiles(modelRegistry?: PresetBundle['modelRegistry'] \| null): RuntimeBenchmarkProfiles {	CODE
LOW	frontend/src/composables/useRuntimePresets.ts	200	export async function ensureRuntimePresetsLoaded(force = false): Promise<RuntimePresetState> {	CODE
LOW	frontend/src/composables/useDialogHotkeys.ts	45	export function dispatchDialogHotkeyEvent(e: KeyboardEvent) {	CODE
LOW	frontend/src/utils/channelApiKeys.ts	91	export function availableChannelApiKeyCount(channel: ChannelKeyState): number {	CODE
LOW⚡	frontend/src/utils/channelApiKeys.ts	103	export function disabledChannelApiKeyCount(channel: ChannelKeyState): number {	CODE
LOW⚡	frontend/src/utils/channelApiKeys.ts	108	export function hasOnlyDisabledChannelApiKeys(channel: ChannelKeyState): boolean {	CODE
LOW⚡	frontend/src/utils/channelApiKeys.ts	114	export function hasNoUsableChannelApiKeys(channel: ChannelKeyState): boolean {	CODE
LOW	frontend/src/utils/quickAddChannel.ts	44	function normalizeQuickAddURLIdentity(rawUrl: string): string {	CODE
LOW	frontend/src/utils/quickAddChannel.ts	59	function equivalentQuickAddURLIdentities(rawUrl: string): Set<string> {	CODE
LOW	frontend/src/utils/quickAddChannel.ts	68	export function findExistingQuickAddChannel(	CODE
LOW⚡	frontend/src/utils/quickAddChannel.ts	90	export function supportsQuickAddProtocolDiscovery(kind: ChannelKind): kind is ChannelDiscoveryKind {	CODE
LOW⚡	frontend/src/utils/quickAddChannel.ts	94	export function defaultQuickAddServiceType(kind: ChannelKind): Channel['serviceType'] {	CODE
LOW⚡	frontend/src/utils/quickAddChannel.ts	102	export function normalizeQuickAddBaseUrls(rawUrls: string[], kind: ChannelKind): string[] {	CODE
LOW	frontend/src/utils/quickAddChannel.ts	192	export function normalizeDiscoveredChannelKind(kind: string): ChannelDiscoveryKind \| null {	CODE
LOW	frontend/src/utils/newApiGroups.ts	10	export function isValidNewApiGroupMultiplier(value: number): boolean {	CODE
LOW	frontend/src/utils/add-channel-modal-state.ts	6	export function resolveChannelWatcherAction(params: {	CODE
LOW	frontend/src/utils/add-channel-modal-state.ts	164	export function isValidSupportedModelPattern(pattern: string): boolean {	CODE
LOW	frontend/src/utils/add-channel-modal-state.ts	200	export function filterValidSupportedModelPatterns(patterns: string[]): {	CODE
LOW	frontend/src/utils/channelModelAvailability.ts	115	export async function loadLegacyManagedModelAvailability(	CODE
LOW	frontend/src/utils/channelModelAvailability.ts	198	export function buildNativeProtocolModelRoutes(	CODE
LOW	frontend/src/utils/conversationDashboard.ts	19	export function buildConversationBoardItems(items: ConversationInfo[]): ConversationBoardItem[] {	CODE
LOW	frontend/src/utils/conversationDashboard.ts	83	export function buildConversationColumnBuckets(items: ConversationInfo[]): Record<BoardColumnKey, ConversationBoardItem[	CODE
LOW	frontend/src/utils/conversationDashboard.ts	96	export function filterConversationBoardItems(items: ConversationBoardItem[], kindFilter: string, searchQuery: string): C	CODE
LOW	frontend/src/utils/conversationDashboard.ts	108	export function getConversationBoardColumnKey(conversation: ConversationInfo, subagents: ConversationInfo[] = []): Board	CODE
LOW	frontend/src/utils/conversationDashboard.ts	140	function matchesConversationSearch(query: string): (conversation: ConversationInfo) => boolean {	CODE
LOW	frontend/src/utils/baseUrlSemantics.ts	25	export function stripDashboardPathFromBaseUrl(rawUrl: string): string {	CODE
LOW	frontend/src/utils/baseUrlSemantics.ts	80	export function deduplicateEquivalentBaseUrls(urls: string[], serviceType: ServiceType): string[] {	CODE
LOW	frontend/src/utils/channelMerge.ts	56	export function mergeChannelsWithLocalData(	CODE
LOW	frontend/src/utils/channelMerge.ts	92	function deduplicateChannelsByIndex(channels: Channel[]): Channel[] {	CODE
LOW	frontend/src/utils/exchangeRates.ts	3	export function defaultExchangeRateQuotes(): ExchangeRateQuote[] {	CODE
LOW	frontend/src/utils/exchangeRates.ts	10	export function normalizeExchangeRateQuotes(quotes: ExchangeRateQuote[]): ExchangeRateQuote[] {	CODE
LOW	frontend/src/utils/expectedRequestUrls.ts	28	export function buildDiscoveryExpectedRequestUrls(baseUrl: string): DiscoveryExpectedRequestUrlItem[] {	CODE
LOW	frontend/src/utils/managedChannelPatch.ts	64	export function listDroppedManagedChannelFields(	CODE
LOW	frontend/src/utils/managedChannelPatch.ts	102	export function buildStagedKeyMultiplierConfigs(	CODE
LOW	frontend/src/utils/editChannelHelpers.ts	12	export function normalizeModelCapabilities(record: Channel['modelCapabilities'] = {}): Channel['modelCapabilities'] {	CODE
LOW	frontend/src/utils/editChannelHelpers.ts	21	export function requiresAnthropicBillingHeader(baseUrl: string): boolean {	CODE
LOW	frontend/src/utils/editChannelHelpers.ts	38	export function defaultStripBillingHeader(baseUrls: string[]): boolean {	CODE
LOW	frontend/src/utils/channelWebsite.ts	21	export function getVolcenginePlanConsoleURL(plan?: string): string \| undefined {	CODE
LOW	frontend/src/utils/channelWebsite.ts	54	export function getVolcenginePlanWebsiteLinks(channel: WebsiteChannel): ChannelWebsiteLink[] {	CODE
LOW	frontend/src/utils/channelWebsite.ts	77	export function getManagedProviderWebsiteLinks(channel: WebsiteChannel): ChannelWebsiteLink[] {	CODE
LOW	frontend/src/utils/editChannelPayload.ts	14	export function extractEditChannelPayloadFields(channel: Channel): Record<string, unknown> {	CODE
LOW	frontend/src/utils/conversationPreview.ts	32	export function buildConversationTurnPreview(text: string, options: ConversationTurnPreviewOptions): string {	CODE
LOW	frontend/src/utils/conversationPreview.ts	51	export function normalizeConversationTurnSources(text: string, structuredTurns?: string[]): string[] {	CODE
LOW	frontend/src/utils/conversationPreview.ts	62	export function buildConversationTurnMiddlePreview(	CODE
LOW	frontend/src/utils/conversationPreview.ts	103	function normalizeConversationSourceText(text: string): string {	CODE
LOW	frontend/src/utils/conversationPreview.ts	107	function wrapConversationParagraph(	CODE
LOW	frontend/src/utils/conversationPreview.ts	224	function splitConversationGraphemes(text: string): string[] {	CODE
LOW	frontend/src/utils/channelPayload.ts	46	export function normalizeMaxGroupMultiplier(value: unknown): number \| null {	CODE
LOW	frontend/src/utils/channelPayload.ts	152	export function parseModelCapabilitiesText(text?: string): Record<string, UpstreamModelCapability> \| null {	CODE
LOW⚡	frontend/src/utils/channelPayload.ts	259	export function setRuntimeUpstreamModelCapabilities(capabilities: Record<string, UpstreamModelCapability> \| null \| undef	CODE
LOW⚡	frontend/src/utils/channelPayload.ts	263	function getEffectiveUpstreamModelCapabilities(): Record<string, UpstreamModelCapability> {	CODE
LOW⚡	frontend/src/utils/channelPayload.ts	267	export function resolveBuiltinUpstreamModelCapability(model: string): { capability: UpstreamModelCapability; pattern: st	CODE
LOW	frontend/src/utils/channelPayload.ts	315	export function capabilityRowDefaultsFromBuiltin(capability: UpstreamModelCapability) {	CODE
LOW	frontend/src/utils/channelPayload.ts	340	export function modelCapabilityRowsToRecord(rows: ModelCapabilityRow[] = []): Record<string, UpstreamModelCapability> \|	CODE
LOW	frontend/src/utils/channelPayload.ts	385	export function createEmbeddingCapabilityRow(	CODE
113 more matches not shown…

Over-Commented Block136 hits · 136 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	1	services:	COMMENT
LOW	frontend/src/plugins/vuetify.ts	61	// 引入样式	COMMENT
LOW	backend-go/.air.toml	41	# 在发送中断信号时添加额外的参数	COMMENT
LOW	backend-go/cmd/benchmark-report/main.go	1	// 独立 CLI：根据当前 model-registry snapshot 输出渠道无关的	COMMENT
LOW	backend-go/.serena/project.yml	1	# the name by which the project can be referenced within Serena/when chatting with the LLM.	COMMENT
LOW	backend-go/.serena/project.yml	21	ignore_all_files_in_gitignore: true	COMMENT
LOW	backend-go/.serena/project.yml	41	# whether the project is in read-only mode	COMMENT
LOW	backend-go/.serena/project.yml	61	# list of mode names that are to be activated by default, overriding the setting in the global configuration.	COMMENT
LOW	backend-go/.serena/project.yml	81	# such as docstrings or parameter information.	COMMENT
LOW	backend-go/.serena/project.yml	101	# symbols and references across package boundaries, but these folders are not indexed by Serena,	COMMENT
LOW	backend-go/.serena/project.yml	121	# optional shell command to run before the language backend (LSP or JetBrains) is initialised.	COMMENT
LOW	backend-go/.serena/project.yml	141	# json julia julia_fatou kotlin latex	COMMENT
LOW	backend-go/.serena/project.yml	161	# - For Deno projects, use deno (serves the same .ts/.js files as typescript; requires the deno CLI on PATH)	COMMENT
LOW	backend-go/internal/metrics/key_autoweight.go	1	package metrics	COMMENT
LOW	backend-go/internal/metrics/channel_metrics_response.go	1161	ChannelIndex int `json:"channelIndex"`	COMMENT
LOW	backend-go/internal/guardrails/guardrails.go	1	// Package guardrails 提供内容级防护链（credential 掩码起步，预留 PII/注入/模态桥扩展点）。	COMMENT
LOW	backend-go/internal/guardrails/guardrails.go	41	}	COMMENT
LOW	backend-go/internal/config/channel_compat_latency.go	21		COMMENT
LOW	backend-go/internal/config/config.go	81	// LearnedRejectedBetaTokens 运行时字段：本次请求应从 anthropic-beta header 中剥离的	COMMENT
LOW	backend-go/internal/config/config.go	141	// 超过该值时自动退出调度（倍率回落后自动恢复）。nil=不启用闸门，Key 倍率仅用于成本折算。	COMMENT
LOW	backend-go/internal/config/config.go	161	// Autopilot 来源信任分类（设计 §3.2.1，仅用于隐私/治理展示和同分 tie-breaker，不参与质量推导）	COMMENT
LOW	backend-go/internal/config/config.go	1121	// 六个兼容性开关（developer role 降级、图片工具剥离、Codex 原生工具透传、空文本块剥离、	COMMENT
LOW	backend-go/internal/config/config.go	1461	// LogicalChannelSchemaVersion 逻辑渠道配置 schema 版本。	COMMENT
LOW	backend-go/internal/config/provider_templates.go	61	type ProviderCandidate struct {	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	41	TraitStripImageGenTool CompatTrait = "strip_image_generation_tool"	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	61	TraitNoToolCallSupport CompatTrait = "no_tool_call_support"	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	81	// 带工具请求的候选只从验证组合中产生；无记录渠道 fail-open 不受影响。	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	101	// ToolRouteIdentity 返回工具能力学习（TraitVerifiedToolCalls / TraitNoToolCallSupport）	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	181		COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	201	Evidence string `json:"evidence"`	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	461	// rejectedBetaTokenPattern 从上游错误文案/合并态证据中提取被拒 anthropic-beta token 名。	COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	941		COMMENT
LOW	backend-go/internal/config/channel_compat_cache.go	1201		COMMENT
LOW	backend-go/internal/config/config_loader.go	761	// compatSeedMigrationJSONKeys 历史手工兼容开关的 JSON 字段名 -> trait。	COMMENT
LOW	backend-go/internal/config/config_loader.go	921	}	COMMENT
LOW	backend-go/internal/config/config_loader.go	1481	// 任何物理渠道变更（Add/Update/Remove、状态/促销/批量导入等）持久化前，	COMMENT
LOW	backend-go/internal/config/channel_authoritative.go	1	package config	COMMENT
LOW	backend-go/internal/config/channel_authoritative.go	421	return fmt.Errorf("%s[%d] 字段不一致\n磁盘: %s\n重建: %s", p.kind, i, wb, gb)	COMMENT
LOW	backend-go/internal/config/autopilot_config.go	21	// 避免 omitempty 字段在后续重载时被重复解释为“缺失”。	COMMENT
LOW	backend-go/internal/config/autopilot_config.go	121		COMMENT
LOW	backend-go/internal/config/autopilot_config.go	181	// PerTaskClass 按任务类别覆盖价格偏向模式。	COMMENT
LOW	backend-go/internal/config/autopilot_config.go	441		COMMENT
LOW	backend-go/internal/config/autopilot_config.go	461	}	COMMENT
LOW	backend-go/internal/config/channel_model.go	1	package config	COMMENT
LOW	backend-go/internal/config/logical_channel.go	181	// RegisterLogicalChannelTagDeriver 注册逻辑渠道标签推导函数。	COMMENT
LOW	backend-go/internal/config/logical_channel.go	241	// 历史一次性缺陷曾给同账号的不同协议渠道分别回填了不同的 LogicalChannelUID，	COMMENT
LOW	backend-go/internal/config/converter_upstream_cache.go	21	// ConverterUpstreamEntry 记录某个渠道被识别为"转换层上游"的事实。	COMMENT
LOW	backend-go/internal/racing/registry.go	81	type Behavior struct {	COMMENT
LOW	…ckend-go/internal/providers/client_budget_reminders.go	21	// - messages → chat/gemini/responses 转换：无条件剔（跨协议必换模型语义），	COMMENT
LOW	backend-go/internal/providers/responses.go	1501	ctx := converters.BuildCodexToolContextFromRaw(rawTools)	COMMENT
LOW	backend-go/internal/healthcheck/model_select.go	61	IsAlias bool // 是否为另一候选模型的别名	COMMENT
LOW	backend-go/internal/converters/responses_to_chat.go	21	//	COMMENT
LOW	…o/internal/converters/responses_reasoning_normalize.go	1	package converters	COMMENT
LOW	backend-go/internal/scheduler/channel_scheduler.go	221	}	COMMENT
LOW	backend-go/internal/utils/image_tokens_test.go	781	// 这里用 makeNoisePNG 造不可压缩的随机像素图：base64 体积巨大，于是	COMMENT
LOW	backend-go/internal/utils/image_tokens.go	21	//	COMMENT
LOW	backend-go/internal/utils/audio_tokens.go	1	package utils	COMMENT
LOW	backend-go/internal/utils/audio_tokens.go	21	// 时长解析零第三方依赖，只读容器头（sniff 策略与图片模块一致）：	COMMENT
LOW	backend-go/internal/utils/image_tokens_gjson.go	81	start int	COMMENT
LOW	backend-go/internal/utils/image_tokens_gjson.go	101	// 其他附件（固定 attachmentTokenFallback）：	COMMENT
76 more matches not shown…

Modern AI Meta-Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend-go/internal/guardrails/guardrails.go	1	// Package guardrails 提供内容级防护链（credential 掩码起步，预留 PII/注入/模态桥扩展点）。	COMMENT
MEDIUM	backend-go/internal/guardrails/guardrails.go	6	// - 请求头豁免：x-ccx-disabled-guardrails 逗号分隔的 guardrail 名称可跳过	COMMENT
MEDIUM	backend-go/internal/guardrails/guardrails.go	39	// Headers 是入站请求头，用于解析 x-ccx-disabled-guardrails。	COMMENT
MEDIUM	backend-go/internal/guardrails/guardrails.go	59	// 统一入口 MaskForLog（handlers/common/guardrails.go），转发路径不挂载。	COMMENT
MEDIUM	backend-go/internal/config/channel_compat_cache.go	83	// 调用，负向清单打地鼠）的根治：agentic 流量只走实证可用的组合。	COMMENT
MEDIUM	backend-go/internal/config/channel_compat_cache.go	1106	// （qwen3.7-max），探针正向结论不得单独作为 agentic 白名单依据。	COMMENT
MEDIUM	backend-go/internal/handlers/tool_call_probe.go	133	// 正向结论：实测返回了真实工具调用 → 记入正向白名单（agentic 流量	COMMENT
MEDIUM	…go/internal/handlers/common/tool_unsupported_signal.go	224	// MaybeCountPseudoToolCallMiss 白名单负反馈补盲：agentic 干净 200 却零真实工具调用、	COMMENT
MEDIUM	backend-go/internal/handlers/common/compression.go	30	// 复用 guardrails 落定的钩子姿势：在 TryUpstreamWithAllKeys 入口附近调用。	COMMENT
MEDIUM	backend-go/internal/handlers/common/guardrails.go	10	// 日志脱敏是安全底线，不受 x-ccx-disabled-guardrails 请求头影响。	COMMENT

Verbosity Indicators8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend-go/internal/autopilot/model_resolver.go	200	// Step 2: 无 ModelProfileStore 时自动映射不可用，fail-open。	COMMENT
LOW⚡	backend-go/internal/autopilot/model_resolver.go	205	// Step 3: 查询候选模型画像。	COMMENT
LOW	backend-go/internal/autopilot/model_resolver.go	233	// Step 4: 能力过滤——上下文、推理、视觉、工具调用仍是硬约束；	COMMENT
LOW	backend-go/internal/autopilot/model_resolver.go	257	// Step 5: 精确模型始终优先；非自适应入口不得跨模型替代。	COMMENT
LOW	backend-go/internal/autopilot/model_resolver.go	275	// Step 6: 自适应入口在满足下界的候选中按模型质量、实测表现和成本选优。	COMMENT
LOW	…go/internal/handlers/capability_snapshot_store_test.go	87	// Step 1: jobA (messages) → snapshot 含 messages	COMMENT
LOW	…go/internal/handlers/capability_snapshot_store_test.go	110	// Step 2: jobB (chat) → snapshot 含 messages + chat，messages 保持 active	COMMENT
LOW	…go/internal/handlers/capability_snapshot_store_test.go	151	// Step 3: jobC (messages, done) → messages 更新为 done，chat 保持 done	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend-go/internal/autopilot/model_resolver.go	200	// Step 2: 无 ModelProfileStore 时自动映射不可用，fail-open。	COMMENT
LOW⚡	backend-go/internal/autopilot/model_resolver.go	205	// Step 3: 查询候选模型画像。	COMMENT
LOW	backend-go/internal/autopilot/model_resolver.go	233	// Step 4: 能力过滤——上下文、推理、视觉、工具调用仍是硬约束；	COMMENT
LOW	backend-go/internal/autopilot/model_resolver.go	257	// Step 5: 精确模型始终优先；非自适应入口不得跨模型替代。	COMMENT
LOW	backend-go/internal/autopilot/model_resolver.go	275	// Step 6: 自适应入口在满足下界的候选中按模型质量、实测表现和成本选优。	COMMENT
LOW	…go/internal/handlers/capability_snapshot_store_test.go	87	// Step 1: jobA (messages) → snapshot 含 messages	COMMENT
LOW	…go/internal/handlers/capability_snapshot_store_test.go	110	// Step 2: jobB (chat) → snapshot 含 messages + chat，messages 保持 active	COMMENT
LOW	…go/internal/handlers/capability_snapshot_store_test.go	151	// Step 3: jobC (messages, done) → messages 更新为 done，chat 保持 done	COMMENT

Slop Phrases3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend-go/.serena/project.yml	30	# Same syntax as gitignore, so you can use * and **.	COMMENT
MEDIUM	.serena/project.yml	30	# Same syntax as gitignore, so you can use * and **.	COMMENT
MEDIUM	desktop/.serena/project.yml	30	# Same syntax as gitignore, so you can use * and **.	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…src/components/edit-channel/NewApiAccountPanel.test.ts	45	props: ['modelValue', 'type', 'placeholder'],	CODE
LOW	…src/components/edit-channel/NewApiAccountPanel.test.ts	47	template: '<input :type="type" :placeholder="placeholder" :value="modelValue" @input="$emit(\'update:modelValue\', $ev	CODE
LOW	…omponents/edit-channel/ApiKeyManagementSection.test.ts	46	props: ['modelValue', 'type', 'placeholder'],	CODE
LOW	…omponents/edit-channel/ApiKeyManagementSection.test.ts	48	template: '<input :type="type" :placeholder="placeholder" :value="modelValue" @input="$emit(\'update:modelValue\', $ev	CODE
LOW	…sktop/frontend/src/components/ui/textarea/Textarea.vue	10	placeholder?: TextareaHTMLAttributes["placeholder"]	CODE
LOW	…sktop/frontend/src/components/ui/textarea/Textarea.vue	28	:placeholder="placeholder"	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ude/skills/store-update/scripts/download_store_msix.py	66	except FileNotFoundError:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ude/skills/store-update/scripts/download_store_msix.py	8		CODE

BenedictKing/ccx

Open-Source Code Quality, Security and Technical Debt Review