0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.0K

Stars

Language

2.0M

Lines of Code

7.3K

Files

446

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 410 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 281 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 446 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 11HIGH 14MEDIUM 21LOW 400

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 446 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.

Hyper-Verbose Identifiers266 hits · 252 pts

Severity	File	Line	Snippet	Context
LOW	docs-site/components/developer-contracts.tsx	155	export function JavaScriptCapabilityMatrix({ locale = 'en' }: { locale?: Locale }) {	CODE
LOW	docs-site/components/client-protocol-contracts.tsx	16	export function ClientProtocolPacketTable({	CODE
LOW	docs-site/scripts/check-static-output.ts	122	export function findStaticRoutePayloadIssues(	CODE
LOW	docs-site/scripts/check-static-output.ts	154	export function getBasicAccessibilityIssues(html: string, locale: Locale): string[] {	CODE
LOW	docs-site/scripts/generate-rsc-refresh-urls.ts	22	export function staticHTMLToRSCPayloadPath(path: string): string \| null {	CODE
LOW	docs-site/scripts/generate-rsc-refresh-urls.ts	73	export function findRSCRefreshURLInventoryIssues(	CODE
LOW	docs-site/scripts/generate-rsc-refresh-urls.ts	115	export async function generateRSCRefreshURLInventory(	CODE
LOW	docs-site/lib/service-openapi.ts	33	export function localizedServiceOpenAPIDocumentId(	CODE
LOW	docs-site/lib/service-openapi.ts	55	export function serviceOpenAPIContractForSlugs(	CODE
LOW	docs-site/lib/openapi-markdown.ts	399	function appendParameterSearchFacts(	CODE
LOW	docs-site/lib/openapi-markdown.ts	469	export function getOpenAPISearchStructuredData(locale: Locale, slugs: readonly string[]) {	CODE
LOW	docs-site/lib/openapi-markdown.ts	491	export function renderOpenAPIOperationMarkdown(locale: Locale, slugs: readonly string[]) {	CODE
LOW	docs-site/lib/navigation.ts	191	function publishedFullSDKPlatformGroup(platform: FullSDKPlatform): NavigationGroup {	CODE
LOW	docs-site/lib/navigation.ts	314	function publishedJavaScriptSDKGroup(): NavigationGroup {	CODE
LOW	docs-site/lib/navigation.ts	366	function publishedHarmonyOSSDKGroup(): NavigationGroup {	CODE
LOW	docs-site/lib/navigation.ts	495	function publishedWuKongIMSDKGroup(): NavigationGroup {	CODE
LOW	docs-site/lib/navigation.ts	529	function publishedProductHTTPGroup(): NavigationGroup {	CODE
LOW	docs-site/lib/navigation.ts	1362	export function navigationChildParentSlugs(	CODE
LOW	docs-site/lib/navigation.ts	1403	export function getIndexedNavigationEntries(locale: Locale): NavigationEntry[] {	CODE
LOW	docs-site/lib/navigation-tree.tsx	177	export function getDomainPublicationCounts(	CODE
LOW	docs-site/lib/shared.ts	87	export function getDocumentationFeedbackUrl({	CODE
LOW	docs-site/lib/product-http-parameter-explanations.ts	682	export function applyProductHTTPParameterExplanations(	CODE
LOW⚡	docs-site/lib/product-http-operation-semantics.ts	331	export function getProductHTTPOperationSemantics(method: string, path: string) {	CODE
LOW⚡	docs-site/lib/product-http-operation-semantics.ts	337	export function localizeProductHTTPOperationSemantics(	CODE
LOW⚡	docs-site/lib/product-http-operation-semantics.ts	346	export function applyProductHTTPOperationSemantics(	CODE
LOW	docs-site/lib/product-http-complete-openapi.test.ts	115	async function registeredProductOperations() {	CODE
LOW	docs-site/lib/product-http-openapi.ts	374	function isProductHTTPOpenAPIMethod(method: string): method is ProductHTTPOpenAPIMethod {	CODE
LOW	docs-site/lib/openapi.ts	62	function localizedContractDocument(	CODE
LOW	docs-site/lib/openapi.ts	73	export function createProductHTTPOpenAPIContract(	CODE
LOW	docs-site/lib/openapi.ts	90	export function createProductHTTPManagementOpenAPI(locale: ProductHTTPOpenAPILocale) {	CODE
LOW	docs-site/lib/openapi.ts	95	export function createProductHTTPMessagingOpenAPI(locale: ProductHTTPOpenAPILocale) {	CODE
LOW	docs-site/lib/developer-contracts.ts	106	function resolveVerificationStatus({	CODE
LOW	docs-site/lib/developer-contracts.ts	146	export function buildCompatibilitySnapshot({	CODE
LOW	docs-site/lib/developer-contracts.ts	549	export function renderProtocolDictionaryMarkdown(	CODE
LOW	docs-site/lib/developer-contracts.ts	587	export function renderCompatibilityMarkdown(	CODE
LOW	docs-site/lib/developer-contracts.ts	634	export function renderGoldenPathContractMarkdown(locale: DeveloperContractLocale): string {	CODE
LOW	docs-site/lib/developer-contracts.ts	649	export function renderJavaScriptCapabilityMarkdown(	CODE
LOW	docs-site/lib/developer-contracts.ts	689	export function renderDeveloperContractSupplement(	CODE
LOW	docs-site/lib/developer-contracts.test.ts	72	function parseGoReasonCodeAuthority(source: string): Array<{ name: string; value: number }> {	CODE
LOW	docs-site/lib/client-protocol-contracts.ts	92	export function renderClientProtocolPacketMarkdown(locale: ClientProtocolLocale): string {	CODE
LOW	…er/manager_browser_smoke/manager_browser_smoke.spec.ts	124	async function expectNoManagerErrorState(page: Page) {	CODE
LOW	web/src/app/theme-store.ts	30	function readPersistedThemePreference(): ThemePreference {	CODE
LOW	web/src/auth/auth-store.ts	54	function createHydratedAnonymousState() {	CODE
LOW	web/src/auth/auth-store.ts	106	function applyAuthenticatedSession(session: AuthSession) {	CODE
LOW	web/src/components/ui/chart.tsx	308	function getPayloadConfigFromPayload(	CODE
LOW	web/src/components/manager/channel-status-badges.tsx	13	export function ChannelRuntimeStatusBadge({ channel }: { channel: ManagerChannelRuntimeMeta }) {	CODE
LOW	web/src/lib/navigation.ts	274	export function getActiveNavigationSection(pathname: string) {	CODE
LOW	web/src/lib/node-config-i18n.ts	261	export function nodeConfigLabelUnknownWords(label: string) {	CODE
LOW	web/src/lib/manager-message-payload.ts	3	function hasUnsupportedControlCharacter(value: string) {	CODE
LOW	web/src/lib/manager-message-payload.ts	15	export function decodeManagerMessagePayload(value: string) {	CODE
LOW⚡	web/src/lib/manager-api.ts	1023	export function streamApplicationLogEntries(params: ApplicationLogListParams) {	CODE
LOW⚡	web/src/lib/manager-api.ts	1033	export function compactControllerRaftLogs() {	CODE
LOW⚡	web/src/lib/manager-api.ts	1039	export function compactControllerRaftLogOnNode(nodeId: number) {	CODE
LOW⚡	web/src/lib/manager-api.ts	1045	function slotLeaderTransferBatchBody(input: SlotLeaderTransferBatchInput) {	CODE
LOW⚡	web/src/lib/manager-api.ts	1391	export function getChannelClusterUnhealthy(params?: ChannelClusterUnhealthyParams) {	CODE
LOW⚡	web/src/lib/manager-api.ts	1395	export function getChannelClusterReplicas(channelType: number, channelId: string) {	CODE
LOW⚡	web/src/lib/manager-api.ts	1401	export function repairChannelClusterLeader(	CODE
LOW	web/src/lib/manager-api.ts	235	function buildChannelRuntimeMetaPath(params?: ChannelRuntimeMetaListParams) {	CODE
LOW	web/src/lib/manager-api.ts	257	function buildRuntimeWorkqueuesPath(params?: RuntimeWorkqueueParams) {	CODE
LOW	web/src/lib/manager-api.ts	273	function buildChannelClusterUnhealthyPath(params?: ChannelClusterUnhealthyParams) {	CODE
206 more matches not shown…

Hallucination Indicators11 hits · 125 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	web/src/pages/slots/page.tsx	213	...overview.anomalies.slots.quorum_lost.items.map((item) => ({ ...item, reason: "quorum_lost" as const })),	CODE
CRITICAL⚡	web/src/pages/slots/page.tsx	214	...overview.anomalies.slots.leader_missing.items.map((item) => ({ ...item, reason: "leader_missing" as const })),	CODE
CRITICAL⚡	web/src/pages/slots/page.tsx	215	...overview.anomalies.slots.sync_mismatch.items.map((item) => ({ ...item, reason: "sync_mismatch" as const })),	CODE
CRITICAL	…rnal/bench/localbaseline/terminal_cut_evidence_test.go	23	e.Timeline.Terminal.TerminalCut.ReadyAt = e.Timeline.Terminal.TerminalCut.ObservedAt.Add(time.Nanosecond)	CODE
CRITICAL	…rnal/bench/localbaseline/terminal_cut_evidence_test.go	29	e.Timeline.Terminal.TerminalCut.AcknowledgedAt = e.Timeline.Terminal.TerminalCut.DeadlineAt.Add(time.Nanosecond)	CODE
CRITICAL	internal/usecase/mqttsession/sender.go	297	return out, errors.Join(err, s.sender.window.options.Owners.Quiesce(ctx, s.connection.Owner))	CODE
CRITICAL	internal/usecase/mqttsession/delivery_coordinator.go	127	op, e := s.stream.sender.window.options.Owners.Begin(ctx, s.stream.connection.Owner)	CODE
CRITICAL	internal/usecase/mqttsession/delivery_coordinator.go	232	r, err := s.stream.sender.window.options.Store.ReadMQTT(ctx, meta.MQTTRead{Kind: meta.MQTTReadSession, Namespace: o.Key	CODE
CRITICAL	internal/usecase/mqttsession/delivery_coordinator.go	268	_ = s.stream.sender.window.options.Owners.Fence(s.stream.connection.Owner)	CODE
CRITICAL	pkg/db/message/mqtt_anchor_test.go	161	snap, err := f.target.log.db.engine.NewSnapshot()	CODE
CRITICAL	pkg/db/message/mqtt_anchor_test.go	180	snapshot, err := f.target.log.db.engine.NewSnapshot()	CODE

Over-Commented Block86 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	demo/streamdemo/src/style.css	61	.stream-message:not([data-status="生成中"]) .typing { display: none; }	COMMENT
LOW	internal/bench/chatlifecycle/doc.go	1	// Package chatlifecycle defines the deterministic model, narrow startup	COMMENT
LOW	internal/bench/chatlifecycle/verifier.go	181	Sent uint64	COMMENT
LOW	internal/bench/wkproto/client.go	81	// InnerRecvDepth is the number of RECV packets queued by pkg/client.	COMMENT
LOW	internal/bench/workload/group.go	141	// GlobalRate is the configured per-channel rate before split partitioning.	COMMENT
LOW	internal/bench/worker/state.go	141	// Planned is the number of logical messages offered by the measured scheduler.	COMMENT
LOW	internal/bench/worker/state.go	181	ReconnectedUsers uint64 `json:"reconnected_users"`	COMMENT
LOW	internal/bench/worker/person_runner.go	61	personWorkloads []*benchworkload.PersonWorkload	COMMENT
LOW	internal/bench/worker/person_runner.go	81	receiveDrainTerminalSet bool	COMMENT
LOW	internal/infra/cloudsim/deploy/gate.go	21	// HealthySlotLeaders is the count of slots whose actual leader is a current voter with ready quorum and matched peers.	COMMENT
LOW	internal/infra/cloudsim/deploy/templates.go	21	// concurrency. The chat-20260822T063603Z-45db6ea8 rehearsal observed a	COMMENT
LOW	internal/infra/cloudsim/alibaba/provider.go	61	// VPCIPv4CIDR is the isolated per-run VPC range.	COMMENT
LOW	internal/app/mqtt_config.go	21	MaxConnections int	COMMENT
LOW	internal/app/config.go	321	// SystemDeviceID identifies trusted gateway sessions that bypass channel-type-specific	COMMENT
LOW	internal/app/cloud_medium_recipient_feedback_test.go	61	{messages: 25, recipients: 2, online: 2, person: true},	COMMENT
LOW	internal/access/api/server.go	241	// The stamp changes before data replacement and again before resuming entry.	COMMENT
LOW	internal/access/api/server.go	281	// are omitted and when legacy conversation responses hide system traffic.	COMMENT
LOW	internal/access/api/demoui/assets.go	21	//	COMMENT
LOW	internal/access/mqtt/handler.go	61	// ObserveSubscriptionClose receives fixed operation/reason names when a	COMMENT
LOW	internal/contracts/channelappend/types.go	281	// ChannelID is the canonical append target.	COMMENT
LOW	internal/contracts/messageevents/event.go	1	// Package messageevents defines dependency-light immutable event DTOs shared	COMMENT
LOW	internal/runtime/channelappend/ordered_submitter.go	21		COMMENT
LOW	internal/runtime/mqttsession/deadline_worker.go	41	type DeadlineWorkerOptions struct {	COMMENT
LOW	internal/runtime/mqttsession/deliveries.go	21	)	COMMENT
LOW	internal/runtime/delivery/types.go	41	// Envelope is the owner-push wire representation. Version two preserves the	COMMENT
LOW	internal/usecase/benchterminal/controller.go	41	// with a different run identity.	COMMENT
LOW	…ernal/usecase/management/slot_leader_transfer_batch.go	61	// SlotLeaderTransferBatchSkipSourceNotLeaderOrPreferred reports that source is neither actual nor preferred leader.	COMMENT
LOW	internal/usecase/management/channel_runtime_meta.go	41	// SlotLeader is the currently observed physical Slot Raft leader.	COMMENT
LOW	internal/usecase/message/app.go	41	EventNotifications EventNotificationSender	COMMENT
LOW	internal/usecase/presence/recovery.go	61	// inFlight owns fenced UID clones until their provider and installation join.	COMMENT
LOW	internal/usecase/presence/recovery_stats.go	1	package presence	COMMENT
LOW	internal/usecase/presence/recovery_provider_failure.go	161	// Remote owner scope includes encoding, RPC, decoding and merge; these are not	COMMENT
LOW	…ternal/usecase/mqttsession/will_attempt_reclamation.go	61	for _, a := range attempts {	COMMENT
LOW	internal/usecase/migration/device_lookup.go	21	DeriveUnreadFromBoundaries bool `json:"derive_unread_from_boundaries,omitempty"`	COMMENT
LOW	internal/usecase/migration/workflow.go	21	// ReadPlan normalizes an omitted or empty value before hashing or archiving.	COMMENT
LOW	internal/usecase/chatlifecyclerun/run.go	261		COMMENT
LOW	internal/usecase/conversation/legacy_sync.go	41		COMMENT
LOW	docs/wiki/design/slot-auto-scaling.md	381	# Slot-2: hash slots [64-127] (64 slots, 1.8GB, 900 QPS)	COMMENT
LOW	…s/2026-06-24-internalv2-webhook-workqueue-migration.md	2001	# WK_WEBHOOK_FOCUS_EVENTS=["msg.notify","msg.offline","user.onlinestatus"]	COMMENT
LOW	…-fairness/evidence/source-will_attempt_reclamation.txt	61	for _, a := range attempts {	COMMENT
LOW	…pts/run-wukongim-three-node-chat-lifecycle-shakeout.sh	61	HOST_OVERLAP_MONITOR_JOINED=0	COMMENT
LOW	…n-wukongim-three-node-chat-lifecycle-local-baseline.sh	21	sed -n '/^# Usage:/,/^# -h, --help/p' "$0" \| sed 's/^# \{0,1\}//'	COMMENT
LOW	pkg/bench/model/config.go	401	// AckTimeout bounds one sendack wait for this traffic stream; zero uses the worker default.	COMMENT
LOW	pkg/bench/model/receive_drain.go	21	Required bool `json:"required"`	COMMENT
LOW	pkg/bench/model/receive_drain.go	41	// AdapterHandoffs counts adapter RECV, SENDACK, or error results owned	COMMENT
LOW	pkg/bench/model/receive_drain.go	61	// completed successfully. Auto-ack explicit no-ops do not increment it.	COMMENT
LOW	pkg/cluster/node_snapshot.go	61	// A failed initial task may leave its committed publication visible while	COMMENT
LOW	pkg/cluster/storage_metrics.go	21	// BlockCacheSizeBytes is the current retained block-cache bytes, not its capacity.	COMMENT
LOW	pkg/cluster/node.go	121	// defaultChannelStore owns the Node-created message DB factory.	COMMENT
LOW	pkg/cluster/channels/meta_create_batcher.go	21	metaCreateRerouteMax = 2	COMMENT
LOW	pkg/transport/internal/core/types.go	201	Concurrency int	COMMENT
LOW	pkg/transport/internal/core/types.go	221	// It borrows payload read-only and must not retain it. True follows the original	COMMENT
LOW	pkg/protocol/publication/metadata.go	61		COMMENT
LOW	pkg/protocol/codec/decoder.go	1	package codec	COMMENT
LOW	pkg/protocol/codec/decoder.go	21	// decEight = sync.Pool{	COMMENT
LOW	pkg/protocol/codec/decoder.go	221	// }	COMMENT
LOW	pkg/protocol/codec/decoder.go	241	// }	COMMENT
LOW	pkg/protocol/codec/decoder.go	261	// } else {	COMMENT
LOW	pkg/protocol/codec/protocol.go	281		COMMENT
LOW	pkg/protocol/codec/recv.go	81		COMMENT
26 more matches not shown…

Modern AI Meta-Vocabulary16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/e2e/message/send_ban/permission_fixed_load_v2_test.go	41	// scaffold's own deferred receipt, and preserves every v2 schema rejection.	COMMENT
MEDIUM	test/e2e/message/send_ban/permission_fixed_load_test.go	15	// with predeclared arrival, observation and CPU windows. The historical scaffold	COMMENT
MEDIUM	…cs/adr/0015-require-cost-and-concurrency-guardrails.md	5	# Require cost and concurrency guardrails	COMMENT
MEDIUM	docs/specs/mqtt-outbound-acknowledgements.md	1	# MQTT outbound acknowledgement orchestration	COMMENT
MEDIUM	docs/specs/mqtt-consumer-accounting.md	1	# MQTT consumer accounting orchestration	COMMENT
MEDIUM	docs/specs/mqtt-subscription-orchestration.md	1	# MQTT subscription orchestration	COMMENT
MEDIUM	…powers/plans/2026-07-30-review-agent-implementation.md	549	### Task 7: Add the zero-permission Signal and event-driven Controller	COMMENT
MEDIUM	…superpowers/plans/2026-03-31-gateway-implementation.md	430	## Task 4: Core server orchestration with in-memory tests	COMMENT
MEDIUM	…owers/plans/2026-04-01-app-bootstrap-implementation.md	156	## Task 2: Extend `internal/service` for app-owned dependency injection	COMMENT
MEDIUM	…2026-04-22-controller-observation-hint-delta-design.md	500	### 2. Pure event-driven design	COMMENT
MEDIUM	…wers/specs/2026-05-22-channel-plane-reactors-design.md	64	### 5. Side effects are coupled to send orchestration	COMMENT
MEDIUM	…wers/specs/2026-05-22-channel-plane-reactors-design.md	131	### 1. Synchronous shell, event-driven core	COMMENT
MEDIUM	…s/superpowers/specs/2026-04-15-logging-rules-design.md	80	### 5. Prefer light guardrails over a heavy framework	COMMENT
MEDIUM	…-14-channel-runtime-execution-virtualization-design.md	67	### Recent guardrails	COMMENT
MEDIUM	docs/reports/mqtt-implementation-progress.md	1693	## Recoverable subscription intent orchestration	COMMENT
MEDIUM	docs/reports/mqtt-implementation-progress.md	4370	## Exact outbound acknowledgement orchestration	COMMENT

Empty Error Handlers9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/run-v3-candidate-check.py	30	except (FileNotFoundError, ProcessLookupError):	CODE
HIGH	scripts/run-v3-candidate-check.py	48	except ProcessLookupError:	CODE
HIGH	scripts/run-v3-candidate-check.py	75	except ProcessLookupError:	CODE
HIGH	scripts/ci-500qps-baseline.py	130	except (OSError, subprocess.SubprocessError, ValueError, TypeError, KeyError, AttributeError):	CODE
HIGH	scripts/chat-lifecycle/terminal-evidence.py	287	except ProcessLookupError:	CODE
HIGH	scripts/chat-lifecycle/pre-clock-diagnostic.py	92	except OSError:	CODE
HIGH	…ripts/chat-lifecycle/authenticate-released-preclock.py	87	except ProcessLookupError:	CODE
HIGH	scripts/transport-perf/host_sample.py	353	except ProcessLookupError:	CODE
HIGH	scripts/transport-perf/host_sample.py	360	except ProcessLookupError:	CODE

Structural Annotation Overuse15 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	…plans/2026-06-13-slot-scheduler-bottleneck-analysis.md	162	### Step 1: 快速验证	COMMENT
LOW	…plans/2026-06-13-slot-scheduler-bottleneck-analysis.md	174	### Step 2: 观察指标	COMMENT
LOW	…plans/2026-06-13-slot-scheduler-bottleneck-analysis.md	181	### Step 3: 调优	COMMENT
LOW⚡	…erpowers/specs/2026-05-26-meta-table-runtime-design.md	377	### Step 1: Runtime Skeleton	COMMENT
LOW⚡	…erpowers/specs/2026-05-26-meta-table-runtime-design.md	385	### Step 2: Migrate Simple Primary Tables	COMMENT
LOW⚡	…erpowers/specs/2026-05-26-meta-table-runtime-design.md	393	### Step 3: Migrate One Indexed Table	COMMENT
LOW⚡	…erpowers/specs/2026-05-26-meta-table-runtime-design.md	400	### Step 4: Default New Tables To Runtime	COMMENT
LOW⚡	…26-04-24-e2e-scenario-directory-architecture-design.md	411	#### Step 1: decouple scenarios from root `TestMain`	COMMENT
LOW⚡	…26-04-24-e2e-scenario-directory-architecture-design.md	416	#### Step 2: create the first domain structure	COMMENT
LOW⚡	…26-04-24-e2e-scenario-directory-architecture-design.md	424	#### Step 3: add documentation	COMMENT
LOW⚡	…26-04-24-e2e-scenario-directory-architecture-design.md	430	#### Step 4: remove the central scenario file	COMMENT
LOW	…owers/reports/2026-09-08-easysdk-validation-history.md	907	#### Step 5: accept with Alice and Bob	COMMENT
LOW	…owers/reports/2026-09-08-easysdk-validation-history.md	976	#### Step 6: accept with Alice and Bob	COMMENT
LOW	…owers/reports/2026-09-08-easysdk-validation-history.md	1053	#### Step 5: accept with Alice and Bob	COMMENT
LOW	…owers/reports/2026-09-08-easysdk-validation-history.md	1129	#### Step 5: accept with Alice and Bob	COMMENT

Deep Nesting24 hits · 24 pts

Severity	File	Line	Context
LOW	scripts/v3_candidate_workflow_contract_test.py	144	CODE
LOW	scripts/run-v3-candidate-check.py	19	CODE
LOW	scripts/run-v3-candidate-check.py	53	CODE
LOW	scripts/run-v3-candidate-check.py	94	CODE
LOW	scripts/verify-native-package-metadata.py	109	CODE
LOW	scripts/verify-native-package-metadata.py	137	CODE
LOW	scripts/verify-native-package-metadata.py	245	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	103	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	205	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	339	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	622	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	702	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	713	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	772	CODE
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	898	CODE
LOW	scripts/chat-lifecycle/terminal-evidence.py	155	CODE
LOW	scripts/chat-lifecycle/terminal-evidence.py	277	CODE
LOW	scripts/chat-lifecycle/pre-clock-diagnostic.py	10	CODE
LOW	…ripts/chat-lifecycle/authenticate-released-preclock.py	63	CODE
LOW	…ripts/chat-lifecycle/authenticate-released-preclock.py	229	CODE
LOW	scripts/transport-perf/host_sample.py	205	CODE
LOW	scripts/transport-perf/host_sample.py	285	CODE
LOW	scripts/migration/rehearse-offline.py	116	CODE
LOW	scripts/migration/rehearse-offline.py	184	CODE

Cross-Language Confusion4 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	…reports/mqtt-delivery-stage-diagnostic/make_overlay.py	35	func diagStageID(ctx context.Context) int { if ctx != nil { if n,ok := ctx.Value("DEBUG-mqtt-stage-v3-5dfa").(int); ok &	CODE
HIGH	…reports/mqtt-delivery-stage-diagnostic/make_overlay.py	41	if stage<0 \|\| stage>=15 \|\| kind<0 \|\| kind>=40 {return}	CODE
HIGH	…reports/mqtt-delivery-stage-diagnostic/make_overlay.py	67	instrument('internal/usecase/mqttsession/exchange_recovery.go','func (r *ExchangeRecovery) Next(parent context.Context,	STRING
HIGH	scripts/chat-lifecycle/terminal-evidence.py	527	print('{"captures":[{"class":"workload","name":"terminal-collector","state":"unavailable","bytes":0}],"metrics_b	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/bench-wukongim-three-nodes-real-qps.sh	92	# ─── ANSI colors (disabled when not a tty) ───────────────────────────────────	COMMENT
MEDIUM	scripts/bench-wukongim-three-nodes-1000ch.sh	108	# ─── ANSI colors (disabled when not a tty) ───────────────────────────────────	COMMENT
MEDIUM	scripts/bench-wukongim-single-node-real-qps.sh	83	# ─── ANSI colors (disabled when not a tty) ───────────────────────────────────	COMMENT
MEDIUM	scripts/bench-wukongim-single-node-1000ch.sh	147	# ─── ANSI colors (disabled when not a tty) ───────────────────────────────────	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	demo/chatdemo/src/view/Chat.vue	581	<input ref="channelInputRef" id="channel-id" :placeholder="placeholder" v-model="channelID" :disabled="o	CODE
LOW	web/src/pages/backups/page.test.tsx	214	"placeholder",	CODE
LOW	web/src/pages/backups/page.test.tsx	243	"placeholder",	CODE
LOW	web/src/pages/backups/page.test.tsx	276	"placeholder",	CODE
LOW	web/src/pages/backups/page.test.tsx	305	"placeholder",	CODE
LOW	scripts/cloud_deployment_activate_integration_test.go	50	if [[ "$joined" == "root_source=" ]]; then printf '/dev/fake-data\n'; exit 0; fi	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…026-06-20-slot-leader-transfer-batch-implementation.md	677	t.Fatalf("writer requests = %#v, want source preserved as requested source 1 and target 2", writer.requests)	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/cloud-sim/local-runtime.sh	3	# This file is sourced by local Cloud Simulation entrypoints. Reset private	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/run-v3-candidate-check.py	82	except Exception as error:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/verify-native-package-metadata.py	4		CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ipts/testdata/chat_lifecycle_terminal_evidence_test.py	205		CODE

WuKongIM/WuKongIM

Open-Source Code Quality, Security and Technical Debt Review