1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.4K

Stars

Language

821.8K

Lines of Code

2.7K

Files

698

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 4.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 616 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 67 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 212 finding(s).

PR Review Velocity Impact 5.7/100 · LOW

Which changes need focused human review? 698 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 5HIGH 30MEDIUM 33LOW 630

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 698 distinct pattern matches across 15 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.

Over-Commented Block283 hits · 283 pts

Severity	File	Line	Snippet	Context
LOW	config.example.yml	1	# yaml-language-server: $schema=https://github.com/looplj/axonhub/releases/latest/download/config.schema.json	COMMENT
LOW	config.example.yml	181	# Examples:	COMMENT
LOW	config.example.yml	201	# Warning channels are checked at check_interval / ratio	COMMENT
LOW	.golangci.yml	341	no-prefix-comments: false	COMMENT
LOW	.golangci.yml	361	reformat-tags: false	COMMENT
LOW	.golangci.yml	401	# Maximum count of issues with the same text. Set to 0 to disable. Default is 3.	COMMENT
LOW	docker-compose.yml	1	# AxonHub Docker Compose Configuration	COMMENT
LOW	docker-compose.yml	101	interval: 30s	COMMENT
LOW	docker-compose.yml	121	# # 配置文件挂载 - 用于复杂配置	COMMENT
LOW	docker-compose.yml	141	# "--tries=1",	COMMENT
LOW	docker-compose.yml	161	# - mysql_data:/var/lib/mysql	COMMENT
LOW	docker-compose.yml	181	# - "${AXONHUB_BIND_ADDRESS:-127.0.0.1}:${AXONHUB_HOST_PORT:-8090}:8090"	COMMENT
LOW	docker-compose.yml	201	# healthcheck:	COMMENT
LOW	…t/openai/responses/streaming/client_disconnect_test.go	21	//	COMMENT
LOW	llm/embedding.go	101	type EmbeddingRequest struct {	COMMENT
LOW	llm/tools.go	41	// such as OpenAI Responses. Flat-name transformers use Name and ignore it.	COMMENT
LOW	llm/model.go	21		COMMENT
LOW	llm/model.go	41	//	COMMENT
LOW	llm/model.go	61	// documentation](https://platform.openai.com/docs/api-reference/parameter-details)	COMMENT
LOW	llm/model.go	81	// [o-series models](https://platform.openai.com/docs/guides/reasoning).	COMMENT
LOW	llm/model.go	101		COMMENT
LOW	llm/model.go	121	// model considers the results of the tokens with top_p probability mass. So 0.1	COMMENT
LOW	llm/model.go	141		COMMENT
LOW	llm/model.go	161	// increase likelihood of selection; values like -100 or 100 should result in a ban	COMMENT
LOW	llm/model.go	181	// Please note that not all models support audio and image generation.	COMMENT
LOW	llm/model.go	201		COMMENT
LOW	llm/model.go	221	// Whether to enable	COMMENT
LOW	llm/model.go	281		COMMENT
LOW	llm/model.go	301	// - "include": []string - additional output data to include in the model response	COMMENT
LOW	llm/model.go	401		COMMENT
LOW	llm/model.go	421	// Annotations contains citation information for the message.	COMMENT
LOW	llm/model.go	441	// Signature is opaque provider data and must not be concatenated or modified.	COMMENT
LOW	llm/model.go	661	// And other llm provider should convert the response to this format.	COMMENT
LOW	llm/pipeline/pipeline.go	41	// also implement to override the global max same-channel retries for the current	COMMENT
LOW	llm/pipeline/middleware.go	21	// Timing: Once per Request, before any attempts.	COMMENT
LOW	llm/pipeline/middleware.go	41	// Timing: Once per failed Attempt.	COMMENT
LOW	llm/httpclient/decoder.go	81	// newline, as sent by synthetic.new) loses its terminal event entirely. The	COMMENT
LOW	llm/httpclient/decoder.go	161	func (r *newlineTerminatingReader) Close() error {	COMMENT
LOW	llm/httpclient/decoder.go	181	// Why we close the underlying reader instead of sse.Stream.Close:	COMMENT
LOW	llm/httpclient/decoder.go	201	// that race is gone at the source. The pass-through producer goroutine	COMMENT
LOW	llm/oauth/device_flow_provider.go	61	// Returns the exchanged token, expiration timestamp, and any error.	COMMENT
LOW	llm/transformer/interfaces.go	41	// The returned httpclient.Request must have RequestType and APIFormat fields set,	COMMENT
LOW	llm/transformer/gemini/convert.go	81	// OTHER Unknown reason.	COMMENT
LOW	llm/transformer/gemini/model.go	161	}	COMMENT
LOW	llm/transformer/gemini/model.go	181	// for the parameter. For function with no parameters, this can be left unset. Parameter	COMMENT
LOW	llm/transformer/gemini/model.go	421	TokenID int64 `json:"tokenId,omitempty"`	COMMENT
LOW	llm/transformer/gemini/convert_test.go	521	})	COMMENT
LOW	llm/transformer/gemini/openai/outbound.go	161	}	COMMENT
LOW	llm/transformer/aisdk/model.go	41	type Usage struct {	COMMENT
LOW	llm/transformer/aisdk/model.go	61	// State of the part.	COMMENT
LOW	llm/transformer/aisdk/model.go	81	URL string `json:"url,omitempty"`	COMMENT
LOW	llm/transformer/aisdk/steam.go	1	package aisdk	COMMENT
LOW	llm/transformer/anthropic/outbound_stream.go	341	default:	COMMENT
LOW	llm/transformer/anthropic/outbound_stream_delta_test.go	21	// errors in the openai-go client's streaming parser.	COMMENT
LOW	llm/transformer/anthropic/tool_blocks.go	21	// `caller` object as json.RawMessage so it round-trips without the proxy	COMMENT
LOW	…mer/anthropic/server_tool_use_stream_roundtrip_test.go	21	// anthropic SSE → llm.Response chunks → anthropic SSE pipeline with the	COMMENT
LOW	llm/transformer/anthropic/outbound.go	181	// System and developer messages are extracted into the top-level system	COMMENT
LOW	llm/transformer/anthropic/model.go	21	// A list of beta features to use for this request, for bedrock only.	COMMENT
LOW	llm/transformer/anthropic/model.go	41	// Recommended for advanced use cases only. You usually only need to use	COMMENT
LOW	llm/transformer/anthropic/model.go	61	//	COMMENT
223 more matches not shown…

Hyper-Verbose Identifiers197 hits · 202 pts

Severity	File	Line	Snippet	Context
LOW	integration_test/gemini/node/qa_simple.js	68	function containsAnyCaseInsensitive(text, ...substrings) {	CODE
LOW	integration_test/gemini/node/qa_simple.js	130	async function testSimpleQAWithDifferentQuestion() {	CODE
LOW	integration_test/gemini/node/streaming.js	61	async function testBasicStreamingChatCompletion() {	CODE
LOW	integration_test/gemini/node/streaming.js	109	async function testLongResponseStreaming() {	CODE
LOW	frontend/tests/data-storages.spec.ts	4	async function createFilesystemDataStorage(page: Page) {	CODE
LOW	frontend/tests/responsive-page-header.spec.ts	28	async function expectPaginationReachable(page: Page, pagination: Locator, table: Locator) {	CODE
LOW	frontend/src/gql/graphql.ts	42	export function isUnauthorizedGraphQLError(error: any): boolean {	CODE
LOW	frontend/src/features/traces/utils/span-display.ts	67	export function getSpanTypeTranslationKey(type?: string \| null): string {	CODE
LOW	frontend/src/features/traces/data/traces.ts	86	function buildTraceWithRequestTracesQuery() {	CODE
LOW	…eatures/projects/components/projects-action-dialog.tsx	343	function ProjectProfilesDialogWrapper() {	CODE
LOW	…/apikeys/components/apikeys-create-template-dialog.tsx	28	export function ApiKeyCreateTemplateDialog({ open, onOpenChange }: ApiKeyCreateTemplateDialogProps) {	CODE
LOW	…nd/src/features/apikeys/components/apikeys-dialogs.tsx	36	function ApiKeysProfilesDialogWrapper() {	CODE
LOW	…nd/src/features/apikeys/components/apikeys-dialogs.tsx	72	function ApiKeysProfileTemplatesDialogWrapper() {	CODE
LOW	…pikeys/components/apikeys-profile-templates-dialog.tsx	95	export function ApiKeysProfileTemplatesDialog({ open, onOpenChange }: ApiKeysProfileTemplatesDialogProps) {	CODE
LOW	…s/apikeys/components/apikeys-load-template-popover.tsx	84	export function ApiKeyLoadTemplatePopover({	CODE
LOW	…pikeys/components/apikeys-template-transfer-dialog.tsx	62	export function exportApiKeyProfileTemplate(template: ApiKeyProfileTemplate) {	CODE
LOW	…pikeys/components/apikeys-template-transfer-dialog.tsx	83	export function ApiKeyTemplateTransferDialog({ open, onOpenChange, mode, template }: ApiKeyTemplateTransferDialogProps)	CODE
LOW	frontend/src/features/apikeys/data/schema.ts	25	export function normalizeRoutingPolicyValue(value?: string \| null): string {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	134	function buildCreateApiKeyMutation(permissions: { canViewUsers: boolean }) {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	161	function buildUpdateApiKeyMutation(permissions: { canViewUsers: boolean }) {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	858	export function useApiKeyProfileTemplates(projectID: string \| null) {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	885	export function useCreateApiKeyProfileTemplate() {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	911	export function useUpdateApiKeyProfileTemplate() {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	935	export function useDeleteApiKeyProfileTemplate() {	CODE
LOW	frontend/src/features/apikeys/data/apikeys.ts	961	export function useLoadApiKeyProfileTemplate() {	CODE
LOW	…atures/models/components/models-association-dialog.tsx	175	function dailyTimeRangeHasDifferentEndpoints(value: string): boolean {	CODE
LOW	…atures/models/components/models-association-dialog.tsx	229	function hasDailyTimeConditionNode(condition?: FilterBuilderCondition): boolean {	CODE
LOW	…atures/models/components/models-association-dialog.tsx	245	function validateWhenConditionNode(	CODE
LOW	…atures/models/components/models-association-dialog.tsx	472	function isCompleteAssociationFormRow(assoc: AssociationFormRow, inheritedModelID?: string) {	CODE
LOW	…atures/models/components/models-association-dialog.tsx	590	function formAssociationToModelAssociation(assoc: AssociationFormRow): ModelAssociation {	CODE
LOW	…atures/models/components/models-association-dialog.tsx	645	function modelAssociationToFormRow(assoc: ModelAssociation, inheritModel = false): AssociationFormRow {	CODE
LOW	…atures/models/components/models-association-dialog.tsx	672	function buildDeveloperChannelPreview(associations: AssociationFormRow[], channelOptions: ChannelOption[]): ModelChannel	CODE
LOW	…atures/models/components/models-association-dialog.tsx	1197	function readPromptTokensCondition(	CODE
LOW	…atures/models/components/models-association-dialog.tsx	1325	function AssociationTypeSelectContent({ isDeveloperMode }: { isDeveloperMode: boolean }) {	CODE
LOW	frontend/src/features/models/data/schema.ts	132	export function normalizeModelRoutingPolicyValue(value?: string \| null): string {	CODE
LOW	…ntend/src/features/models/data/association-priority.ts	18	export function hasInvalidAssociationPriority(priorities: ReadonlyArray<number \| null \| undefined>): boolean {	CODE
LOW	frontend/src/features/models/data/providers.ts	101	export function useRefreshProvidersCatalog() {	CODE
LOW	frontend/src/features/models/data/models.ts	750	export function useQueryUnassociatedChannels() {	CODE
LOW	frontend/src/features/models/data/models.ts	779	export function useQueryModelChannelConnections() {	CODE
LOW	frontend/src/features/requests/index.tsx	142	function parseRequestSearchFilters(search: Record<string, unknown>): RequestSearchFilters {	CODE
LOW	frontend/src/features/requests/utils/curl-generator.ts	17	function getApiFormatFromChannelType(channelType?: ChannelType): ApiFormat \| undefined {	CODE
LOW	frontend/src/features/requests/utils/curl-generator.ts	111	function generateResponsesWebSocketCommand(headers: Record<string, unknown> \| undefined, body: unknown, url: string): st	CODE
LOW	…nd/src/features/requests/utils/upstream-model-audit.ts	74	export function getRequestModelAuditTooltip(modelAudit: ModelAuditSummary, requestStatus: ModelAuditExecution['status'],	CODE
LOW	…nd/src/features/requests/utils/upstream-model-audit.ts	99	export function getExecutionModelAuditVerdict(	CODE
LOW	…es/requests/components/request-conversation-viewer.tsx	398	export function RequestConversationViewer({ body, format, className }: RequestConversationViewerProps) {	CODE
LOW	frontend/src/features/requests/data/requests.ts	182	function buildRequestDetailPollingQuery(permissions: { canViewApiKeys: boolean; canViewChannels: boolean; canViewCallerU	CODE
LOW	frontend/src/features/requests/data/requests.ts	228	function buildRequestExecutionsQuery(permissions: { canViewChannels: boolean }) {	CODE
LOW	…-storages/components/data-storages-primary-buttons.tsx	9	export function DataStoragesPrimaryButtons() {	CODE
LOW	…src/features/dashboard/channel-success-rates/index.tsx	19	export default function DashboardChannelSuccessRates() {	CODE
LOW	frontend/src/features/dashboard/data/dashboard.ts	642	export function useChannelPerformanceStats() {	CODE
LOW	…res/system/components/codex-compatibility-settings.tsx	40	export function CodexCompatibilitySettings() {	CODE
LOW	frontend/src/features/system/data/quotas.ts	447	export function isClineActivePassQuotaData(qd: ProviderClineQuotaData): qd is ProviderClinePassQuotaData {	CODE
LOW	frontend/src/features/system/data/quotas.ts	451	export function isClineUnavailablePassQuotaData(qd: ProviderClineQuotaData): qd is ProviderClineUnavailablePassQuotaData	CODE
LOW	…src/features/system/data/claude-code-safeguards-api.ts	23	export function useClaudeCodeSafeguardsSettings() {	CODE
LOW	…src/features/system/data/claude-code-safeguards-api.ts	37	export function useSaveClaudeCodeSafeguardsSettings() {	CODE
LOW	…nd/src/features/system/data/codex-compatibility-api.ts	71	export function useCodexCompatibilitySettings() {	CODE
LOW	…nd/src/features/system/data/codex-compatibility-api.ts	90	export function useCodexCompatibilityEnabled() {	CODE
LOW	…nd/src/features/system/data/codex-compatibility-api.ts	128	export function useUpdateCodexCompatibilitySettings() {	CODE
LOW	frontend/src/features/system/data/system.ts	613	export function useUpdateWebhookNotifierConfig() {	CODE
LOW	frontend/src/features/system/data/system.ts	650	export function useUpdateDefaultDataStorage() {	CODE
137 more matches not shown…

Magic Placeholder Names24 hits · 135 pts

Severity	File	Line	Snippet	Context
HIGH	integration_test/gemini/README.md	49	export TEST_AXONHUB_API_KEY="your-api-key-here"	CODE
HIGH	integration_test/openai/README.md	77	export TEST_AXONHUB_API_KEY="your-api-key-here"	CODE
HIGH	…gration_test/openai/chat/load_balance/TESTING_GUIDE.md	9	export TEST_AXONHUB_API_KEY="your-api-key"	CODE
HIGH	integration_test/openai/chat/load_balance/README.md	96	export TEST_AXONHUB_API_KEY="your-api-key"	CODE
HIGH	docs/zh/api-reference/anthropic-api.md	112	- 头部：`X-API-Key: <your-api-key>`	CODE
HIGH	docs/zh/api-reference/rerank-api.md	80	- 请求头：`Authorization: Bearer <your-api-key>`	CODE
HIGH⚡	docs/zh/api-reference/openai-api.md	661	-H "Authorization: Bearer your-api-key" \| jq	CODE
HIGH⚡	docs/zh/api-reference/openai-api.md	667	-H "Authorization: Bearer your-api-key" \| jq	CODE
HIGH⚡	docs/zh/api-reference/openai-api.md	673	-H "Authorization: Bearer your-api-key" \| jq	CODE
HIGH	docs/zh/api-reference/openai-api.md	728	- 头部：`Authorization: Bearer <your-api-key>`	CODE
HIGH	docs/zh/api-reference/gemini-api.md	161	- 头部：`X-Goog-API-Key: <your-api-key>`	CODE
HIGH	docs/zh/api-reference/embedding-api.md	161	- 请求头: `Authorization: Bearer <your-api-key>`	CODE
HIGH	docs/zh/guides/security.md	100	-H "Authorization: Bearer your-api-key" \	CODE
HIGH	docs/zh/guides/security.md	105	-H "Authorization: Bearer your-api-key" \	CODE
HIGH	docs/en/api-reference/anthropic-api.md	112	- Header: `X-API-Key: <your-api-key>`	CODE
HIGH	docs/en/api-reference/rerank-api.md	80	- Header: `Authorization: Bearer <your-api-key>`	CODE
HIGH⚡	docs/en/api-reference/openai-api.md	684	-H "Authorization: Bearer your-api-key" \| jq	CODE
HIGH⚡	docs/en/api-reference/openai-api.md	690	-H "Authorization: Bearer your-api-key" \| jq	CODE
HIGH⚡	docs/en/api-reference/openai-api.md	696	-H "Authorization: Bearer your-api-key" \| jq	CODE
HIGH	docs/en/api-reference/openai-api.md	751	- Header: `Authorization: Bearer <your-api-key>`	CODE
HIGH	docs/en/api-reference/gemini-api.md	161	- Header: `X-Goog-API-Key: <your-api-key>`	CODE
HIGH	docs/en/api-reference/embedding-api.md	161	- Header: `Authorization: Bearer <your-api-key>`	CODE
HIGH	docs/en/guides/security.md	100	-H "Authorization: Bearer your-api-key" \	CODE
HIGH	docs/en/guides/security.md	105	-H "Authorization: Bearer your-api-key" \	CODE

Structural Annotation Overuse51 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW⚡	llm/pipeline/pipeline.go	291	// Step 1: Transform httpclient.Request to llm.Request using inbound transformer	COMMENT
LOW⚡	llm/pipeline/pipeline.go	300	// Step 2: Apply before request middlewares	COMMENT
LOW	llm/pipeline/pipeline.go	313	// Step 3: Process the request	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	160	// Step 1: Transform Gemini request to LLM Request	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	190	// Step 2: Transform LLM Request to Gemini outbound request	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	215	// Step 3: Simulate Gemini response and transform back	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	246	// Step 4: Transform Gemini response to LLM Response	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	260	// Step 5: Transform LLM Response back to Gemini format	COMMENT
LOW⚡	llm/transformer/gemini/integraion_test.go	722	// Step 1: Gemini -> LLM	COMMENT
LOW⚡	llm/transformer/gemini/integraion_test.go	726	// Step 2: LLM -> Gemini	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	176	// Step 1: Transform Anthropic request to ChatCompletionRequest	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	193	// Step 2: Transform ChatCompletionRequest to Anthropic outbound request	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	220	// Step 3: Simulate Anthropic response and transform back	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	247	// Step 4: Transform Anthropic response to ChatCompletionResponse	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	265	// Step 5: Transform ChatCompletionResponse back to Anthropic format	COMMENT
LOW⚡	llm/transformer/antigravity/router.go	34	// Step 1: Check for explicit suffix	COMMENT
LOW⚡	llm/transformer/antigravity/router.go	43	// Step 2: Check for explicit antigravity- prefix	COMMENT
LOW⚡	llm/transformer/antigravity/router.go	48	// Step 3: Check for Antigravity-only models	COMMENT
LOW	llm/transformer/antigravity/router.go	74	// Step 4: Default to Gemini CLI quota for standard Gemini models	COMMENT
LOW	llm/transformer/openai/integration_test.go	110	// Step 1: Inbound transformation (HTTP -> ChatCompletionRequest)	COMMENT
LOW	llm/transformer/openai/integration_test.go	125	// Step 2: Outbound transformation (ChatCompletionRequest -> HTTP)	COMMENT
LOW⚡	llm/transformer/openai/integration_test.go	139	// Step 3: Execute HTTP request	COMMENT
LOW⚡	llm/transformer/openai/integration_test.go	149	// Step 4: Outbound response transformation (HTTP -> ChatCompletionResponse)	COMMENT
LOW	llm/transformer/openai/integration_test.go	173	// Step 5: Inbound response transformation (ChatCompletionResponse -> HTTP)	COMMENT
LOW	frontend/tests/projects.spec.ts	16	// Step 1: Create a new project	COMMENT
LOW	frontend/tests/projects.spec.ts	44	// Step 2: Edit the project	COMMENT
LOW	frontend/tests/projects.spec.ts	71	// Step 3: Archive the project	COMMENT
LOW	frontend/tests/projects.spec.ts	97	// Step 4: Activate the project	COMMENT
LOW	frontend/tests/project-users.spec.ts	16	// Step 1: Create a new user first	COMMENT
LOW⚡	frontend/tests/project-users.spec.ts	49	// Step 2: Navigate back to project users page	COMMENT
LOW⚡	frontend/tests/project-users.spec.ts	54	// Step 3: Add the newly created user to project	COMMENT
LOW	frontend/tests/channels.spec.ts	23	// Step 1: Create a new channel	COMMENT
LOW	frontend/tests/channels.spec.ts	115	// Step 2: Edit the channel (click the dedicated edit button in the actions cell)	COMMENT
LOW	frontend/tests/channels.spec.ts	145	// Step 3: Archive the channel	COMMENT
LOW	frontend/tests/channels.spec.ts	247	// Step 1: Create a channel with a custom response timeout.	COMMENT
LOW	frontend/tests/channels.spec.ts	317	// Step 2: Reopen the channel and verify the override was persisted and echoed.	COMMENT
LOW	frontend/tests/channels.spec.ts	329	// Step 3: Switch back to inherit and confirm the override is cleared.	COMMENT
LOW⚡	internal/server/biz/system_onboarding_test.go	271	// Step 1: Initially no onboarding info	COMMENT
LOW⚡	internal/server/biz/system_onboarding_test.go	276	// Step 2: Complete system model setting onboarding	COMMENT
LOW	internal/server/biz/system_onboarding_test.go	288	// Step 3: Complete main onboarding	COMMENT
LOW	internal/server/biz/system_onboarding_test.go	302	// Step 4: Complete auto-disable channel onboarding explicitly (should update timestamp)	COMMENT
LOW	internal/server/biz/channel_llm.go	170	// NOTE: This function panics when there is no enabled API key. This is intended as an assertion:	COMMENT
LOW	internal/server/gql/dashboard.resolvers.go	783	// Step 1: Get success/failure counts from request_execution	COMMENT
LOW	internal/server/api/copilot.go	180	// Step 1: Request device code from GitHub	COMMENT
LOW	internal/server/api/copilot.go	300	// Step 2: Poll for access token	COMMENT
LOW⚡	internal/server/orchestrator/performance_test.go	190	// Step 1: Inbound request processing	COMMENT
LOW⚡	internal/server/orchestrator/performance_test.go	200	// Step 2: Outbound request processing (this is where the bug occurred)	COMMENT
LOW⚡	docs/en/guides/api-key-profiles.md	57	### Step 1: Open the profile UI	COMMENT
LOW⚡	docs/en/guides/api-key-profiles.md	65	### Step 2: Create a profile	COMMENT
LOW⚡	docs/en/guides/api-key-profiles.md	71	### Step 3: Configure model mappings	COMMENT
LOW	docs/en/guides/api-key-profiles.md	91	### Step 4: Set the active profile	COMMENT

Verbosity Indicators46 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW⚡	llm/pipeline/pipeline.go	291	// Step 1: Transform httpclient.Request to llm.Request using inbound transformer	COMMENT
LOW⚡	llm/pipeline/pipeline.go	300	// Step 2: Apply before request middlewares	COMMENT
LOW	llm/pipeline/pipeline.go	313	// Step 3: Process the request	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	160	// Step 1: Transform Gemini request to LLM Request	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	190	// Step 2: Transform LLM Request to Gemini outbound request	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	215	// Step 3: Simulate Gemini response and transform back	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	246	// Step 4: Transform Gemini response to LLM Response	COMMENT
LOW	llm/transformer/gemini/integraion_test.go	260	// Step 5: Transform LLM Response back to Gemini format	COMMENT
LOW⚡	llm/transformer/gemini/integraion_test.go	722	// Step 1: Gemini -> LLM	COMMENT
LOW⚡	llm/transformer/gemini/integraion_test.go	726	// Step 2: LLM -> Gemini	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	176	// Step 1: Transform Anthropic request to ChatCompletionRequest	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	193	// Step 2: Transform ChatCompletionRequest to Anthropic outbound request	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	220	// Step 3: Simulate Anthropic response and transform back	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	247	// Step 4: Transform Anthropic response to ChatCompletionResponse	COMMENT
LOW	llm/transformer/anthropic/integration_test.go	265	// Step 5: Transform ChatCompletionResponse back to Anthropic format	COMMENT
LOW⚡	llm/transformer/antigravity/router.go	34	// Step 1: Check for explicit suffix	COMMENT
LOW⚡	llm/transformer/antigravity/router.go	43	// Step 2: Check for explicit antigravity- prefix	COMMENT
LOW⚡	llm/transformer/antigravity/router.go	48	// Step 3: Check for Antigravity-only models	COMMENT
LOW	llm/transformer/antigravity/router.go	74	// Step 4: Default to Gemini CLI quota for standard Gemini models	COMMENT
LOW	llm/transformer/openai/integration_test.go	110	// Step 1: Inbound transformation (HTTP -> ChatCompletionRequest)	COMMENT
LOW	llm/transformer/openai/integration_test.go	125	// Step 2: Outbound transformation (ChatCompletionRequest -> HTTP)	COMMENT
LOW⚡	llm/transformer/openai/integration_test.go	139	// Step 3: Execute HTTP request	COMMENT
LOW⚡	llm/transformer/openai/integration_test.go	149	// Step 4: Outbound response transformation (HTTP -> ChatCompletionResponse)	COMMENT
LOW	llm/transformer/openai/integration_test.go	173	// Step 5: Inbound response transformation (ChatCompletionResponse -> HTTP)	COMMENT
LOW	frontend/tests/projects.spec.ts	16	// Step 1: Create a new project	COMMENT
LOW	frontend/tests/projects.spec.ts	44	// Step 2: Edit the project	COMMENT
LOW	frontend/tests/projects.spec.ts	71	// Step 3: Archive the project	COMMENT
LOW	frontend/tests/projects.spec.ts	97	// Step 4: Activate the project	COMMENT
LOW	frontend/tests/project-users.spec.ts	16	// Step 1: Create a new user first	COMMENT
LOW⚡	frontend/tests/project-users.spec.ts	49	// Step 2: Navigate back to project users page	COMMENT
LOW⚡	frontend/tests/project-users.spec.ts	54	// Step 3: Add the newly created user to project	COMMENT
LOW	frontend/tests/channels.spec.ts	23	// Step 1: Create a new channel	COMMENT
LOW	frontend/tests/channels.spec.ts	115	// Step 2: Edit the channel (click the dedicated edit button in the actions cell)	COMMENT
LOW	frontend/tests/channels.spec.ts	145	// Step 3: Archive the channel	COMMENT
LOW	frontend/tests/channels.spec.ts	247	// Step 1: Create a channel with a custom response timeout.	COMMENT
LOW	frontend/tests/channels.spec.ts	317	// Step 2: Reopen the channel and verify the override was persisted and echoed.	COMMENT
LOW	frontend/tests/channels.spec.ts	329	// Step 3: Switch back to inherit and confirm the override is cleared.	COMMENT
LOW⚡	internal/server/biz/system_onboarding_test.go	271	// Step 1: Initially no onboarding info	COMMENT
LOW⚡	internal/server/biz/system_onboarding_test.go	276	// Step 2: Complete system model setting onboarding	COMMENT
LOW	internal/server/biz/system_onboarding_test.go	288	// Step 3: Complete main onboarding	COMMENT
LOW	internal/server/biz/system_onboarding_test.go	302	// Step 4: Complete auto-disable channel onboarding explicitly (should update timestamp)	COMMENT
LOW	internal/server/gql/dashboard.resolvers.go	783	// Step 1: Get success/failure counts from request_execution	COMMENT
LOW	internal/server/api/copilot.go	180	// Step 1: Request device code from GitHub	COMMENT
LOW	internal/server/api/copilot.go	300	// Step 2: Poll for access token	COMMENT
LOW⚡	internal/server/orchestrator/performance_test.go	190	// Step 1: Inbound request processing	COMMENT
LOW⚡	internal/server/orchestrator/performance_test.go	200	// Step 2: Outbound request processing (this is where the bug occurred)	COMMENT

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/channels/components/channels-model-mapping-dialog.tsx	385	<p className='text-destructive mt-2 text-sm'>{form.formState.errors.extraModelPrefix.message.toStrin	CODE
CRITICAL	…/channels/components/channels-model-mapping-dialog.tsx	555	<p className='text-destructive text-sm'>{form.formState.errors.modelMappings.message.toString()}</p>	CODE
CRITICAL	…tures/channels/components/channels-override-dialog.tsx	460	<p className='text-destructive text-sm'>{t(form.formState.errors.headerOverrideOperations.message.	CODE
CRITICAL	…tures/channels/components/channels-override-dialog.tsx	489	<p className='text-destructive text-sm'>{t(form.formState.errors.bodyOverrideOperations.message.to	CODE
CRITICAL	internal/server/orchestrator/pass_through.go	443	if clientUA := outbound.state.LlmRequest.RawRequest.Headers.Get("User-Agent"); clientUA != "" {	CODE

Decorative Section Separators15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	36	// ─── Layout constants ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	52	// ─── Color ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	67	// ─── Tree layout (variable height) ───────────────────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	123	// ─── Span info for node data ─────────────────────────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	137	// ─── Convert to ReactFlow elements ───────────────────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	193	// ─── Custom Segment Node ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	292	// ─── Inner component (inside ReactFlowProvider) ──────────────────────────────	COMMENT
MEDIUM	…src/features/traces/components/trace-flow-timeline.tsx	339	// ─── Export ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	73	// ── internal navigation state ──────────────────────────────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	97	// ── toggle for expanding/collapsing all string values ────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	119	// ── fetch detail for current request ──────────────────────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	135	// ── active tab ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	151	// ── copy / curl ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	184	// ── navigation ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/features/requests/components/request-body-drawer.tsx	276	// ── render ─────────────────────────────────────────────────────────────────	COMMENT

Fake / Example Data32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/sidebar.ts	101	email: user?.email \|\| 'user@example.com',	CODE
LOW	frontend/src/locales/zh-CN/base.json	294	"initialization.form.placeholders.ownerEmail": "admin@example.com",	CODE
LOW	frontend/src/locales/en/base.json	218	"initialization.form.placeholders.ownerEmail": "admin@example.com",	CODE
LOW	frontend/src/features/chats/data/convo.json	110	"fullName": "John Doe",	CODE
LOW	internal/ent/migrate/datamigrate/v0.3.0_test.go	284	SetEmail("user@example.com").	CODE
LOW	internal/ent/migrate/datamigrate/v1.0.0-beta7_test.go	129	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	146	SetEmail("admin@example.com").	CODE
LOW	internal/server/biz/user_test.go	214	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	441	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	479	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	546	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	582	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	617	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	662	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	692	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	818	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	862	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	928	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	995	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1073	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1109	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1172	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1214	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1327	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1368	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1417	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/user_test.go	1468	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/role_test.go	539	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/permission_validator_test.go	65	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/permission_validator_test.go	295	SetEmail("user@example.com").	CODE
LOW	internal/server/biz/oidc_claims_test.go	14	"email": "user@example.com",	CODE
LOW	internal/server/biz/oidc_claims_test.go	24	require.Equal(t, "user@example.com", claims.Email)	CODE

Cross-Language Confusion (JS/TS)6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	…rc/features/apikeys/components/apikeys-view-dialog.tsx	232	print(message.content)`,	CODE
HIGH	…rc/features/apikeys/components/apikeys-view-dialog.tsx	251	print(message.content)`,	CODE
HIGH	…rc/features/apikeys/components/apikeys-view-dialog.tsx	267	print(response.output_text)`,	CODE
HIGH	…rc/features/apikeys/components/apikeys-view-dialog.tsx	280	print(response.output_text)`,	CODE
HIGH	…rc/features/apikeys/components/apikeys-view-dialog.tsx	301	print(response.text)`,	CODE
HIGH	…rc/features/apikeys/components/apikeys-view-dialog.tsx	319	print(response.text)`,	CODE

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…/anthropic/testdata/anthropic-claude-code.request.json	1	{"model":"deepseek-reasoner","messages":[{"role":"user","content":"<system-reminder>\nCalled the Bash tool with the foll	CODE
MEDIUM⚡	…anthropic/testdata/anthropic-claude-code2.request.json	1	{"model":"deepseek-reasoner","messages":[{"role":"user","content":"<system-reminder>\nCalled the Bash tool with the foll	CODE
MEDIUM⚡	…r/openai/responses/testdata/llm-reasoning.request.json	6	"content": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's computer	CODE
MEDIUM⚡	…r/openai/responses/testdata/llm-reasoning.request.json	6	"content": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's computer	CODE
MEDIUM	…former/openai/responses/testdata/compact.response.json	25	"text": "# AGENTS.md instructions for axonhub/dev\n\n<INSTRUCTIONS>\n# AGENTS.md\n\nThis file provides guidanc	CODE
MEDIUM⚡	…ormer/openai/responses/testdata/reasoning.request.json	3	"instructions": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's compute	CODE
MEDIUM⚡	…ormer/openai/responses/testdata/reasoning.request.json	3	"instructions": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's compute	CODE
MEDIUM⚡	…nai/responses/testdata/reasoning.request.expected.json	3	"instructions": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's compute	CODE
MEDIUM⚡	…nai/responses/testdata/reasoning.request.expected.json	3	"instructions": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's compute	CODE

Redundant / Tautological Comments14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	deploy/setup.sh	388	# Check if loaded	COMMENT
LOW	deploy/setup.sh	463	# Check if running	COMMENT
LOW	deploy/install.sh	435	# Check if running as root	COMMENT
LOW	deploy/stop.sh	132	# Check if any processes are still running	COMMENT
LOW	deploy/start.sh	54	# Check if already running	COMMENT
LOW	deploy/start.sh	66	# Check if binary exists	COMMENT
LOW	deploy/start.sh	73	# Check if config exists	COMMENT
LOW	deploy/start.sh	172	# Check if port is available	COMMENT
LOW	scripts/utils/filter-load-balance-logs.sh	516	# Check if any logs found	COMMENT
LOW	scripts/e2e/e2e-backend.sh	138	# Check if server is already running	COMMENT
LOW	scripts/e2e/e2e-backend.sh	201	# Check if binary is older than 30 minutes (1800 seconds)	COMMENT
LOW	scripts/migration/migration-test.sh	359	# Check if cached	COMMENT
LOW	scripts/migration/migration-test.sh	547	# Check if the server process is still running after becoming ready	COMMENT
LOW	.github/workflows/release.yml	64	# Check if VERSION files have changes	COMMENT

Slop Phrases8 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…/anthropic/testdata/anthropic-claude-code.request.json	1	{"model":"deepseek-reasoner","messages":[{"role":"user","content":"<system-reminder>\nCalled the Bash tool with the foll	CODE
MEDIUM⚡	…anthropic/testdata/anthropic-claude-code2.request.json	1	{"model":"deepseek-reasoner","messages":[{"role":"user","content":"<system-reminder>\nCalled the Bash tool with the foll	CODE
LOW⚡	…r/openai/responses/testdata/llm-reasoning.request.json	6	"content": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's computer	CODE
LOW⚡	…ormer/openai/responses/testdata/reasoning.request.json	3	"instructions": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's compute	CODE
LOW⚡	…nai/responses/testdata/reasoning.request.expected.json	3	"instructions": "You are Codex, based on GPT-5. You are running as a coding agent in the Codex CLI on a user's compute	CODE
MEDIUM	frontend/src/features/chats/data/convo.json	57	"message": "Great! Let me know if you need any help.",	CODE
MEDIUM	frontend/src/features/chats/data/convo.json	178	"message": "Just sent you the files. Let me know if you need any changes.",	CODE
MEDIUM	frontend/src/features/chats/data/convo.json	298	"message": "Let me know if you need anything else.",	CODE

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…/anthropic/testdata/anthropic-claude-code.request.json	1	{"model":"deepseek-reasoner","messages":[{"role":"user","content":"<system-reminder>\nCalled the Bash tool with the foll	CODE
MEDIUM⚡	…anthropic/testdata/anthropic-claude-code2.request.json	1	{"model":"deepseek-reasoner","messages":[{"role":"user","content":"<system-reminder>\nCalled the Bash tool with the foll	CODE
MEDIUM	…former/openai/responses/testdata/compact.response.json	25	"text": "# AGENTS.md instructions for axonhub/dev\n\n<INSTRUCTIONS>\n# AGENTS.md\n\nThis file provides guidanc	CODE

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	internal/authz/bypass.go	52	// Example usage:	COMMENT
LOW	internal/authz/bypass.go	70	// Example usage:	COMMENT
LOW	internal/pkg/xcache/cache.go	32	// Usage example:	COMMENT
LOW	scripts/cleanup-sqlite.sh	5	# Usage:	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yml	1	# This file contains all available configuration options	COMMENT

looplj/axonhub

Open-Source Code Quality, Security and Technical Debt Review