1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

83.6K

Stars

TypeScript

Language

3.8M

Lines of Code

20.9K

Files

2.3K

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 2.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1229 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 246 finding(s).

Agent Over-Engineering Ratio 3.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1133 finding(s).

PR Review Velocity Impact 5.7/100 · LOW

Which changes need focused human review? 2269 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 51HIGH 15MEDIUM 815LOW 1388

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 2269 distinct pattern matches across 23 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 Separators784 hits · 2383 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/acceptance/scripts/electron-dev.sh	113	# ── Helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/electron-dev.sh	208	# ── Login state ──────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/electron-dev.sh	362	# ── Commands ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/electron-dev.sh	597	# ── Main ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/record-electron-demo.sh	34	# ── Helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/record-electron-demo.sh	181	# ── Built-in demo: Queue Edit ────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/record-electron-demo.sh	313	# ── Main ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	43	// ── META ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	49	// ── 1. STREAM EVENTS (non-chunk) ───────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	72	// ── 2. CHUNK SUMMARY ───────────────────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	91	// ── 3. ACTION CALLS ───────────────────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	121	// ── 4. CORRELATION ────────────────────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	153	// ── 5. PER-KEY ASSISTANT GROWTH ───────────────────────────────────	COMMENT
MEDIUM	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	181	// ── 6. ROLLBACKS (active-topic msgN / childN / role drops) ─────────	COMMENT
MEDIUM	…gents/acceptance/scripts/agent-gateway/probe-events.ts	35	// ── Buffers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…gents/acceptance/scripts/agent-gateway/probe-events.ts	64	// ── Helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…gents/acceptance/scripts/agent-gateway/probe-events.ts	149	// ── 1. Patch window.WebSocket for gateway WS events ────────────────	COMMENT
MEDIUM	…gents/acceptance/scripts/agent-gateway/probe-events.ts	563	// ── 4. Periodic per-key timeline snapshots ─────────────────────────	COMMENT
MEDIUM	…gents/acceptance/scripts/agent-gateway/probe-events.ts	605	// ── 5. Tab-switch helpers ──────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/agent-gateway/run.ts	131	// ── Commands ────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/acceptance/scripts/agent-gateway/run.ts	184	// ── Entry point ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	40	# ── Output helpers ───────────────────────────────────────────────────	COMMENT
MEDIUM	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	45	# ── BlueBubbles REST helpers ─────────────────────────────────────────	COMMENT
MEDIUM	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	85	# ── Preflight ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	112	# ── testConfig: happy path ───────────────────────────────────────────	COMMENT
MEDIUM⚡	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	119	# ── testConfig: wrong password rejects ───────────────────────────────	COMMENT
MEDIUM⚡	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	126	# ── testConfig: unreachable URL rejects ──────────────────────────────	COMMENT
MEDIUM⚡	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	143	# ── getStatus: bridge running + config persisted ─────────────────────	COMMENT
MEDIUM⚡	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	151	# ── BlueBubbles webhook actually registered ──────────────────────────	COMMENT
MEDIUM⚡	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	158	# ── Local bridge HTTP server: secret enforcement ─────────────────────	COMMENT
MEDIUM	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	179	# ── Cleanup ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	184	# ── Summary ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.agents/skills/cleanup-git-worktrees/scripts/cleanup.sh	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/cleanup-git-worktrees/scripts/cleanup.sh	117	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.claude/prompts/e2e-coverage.md	142	# ============================================	COMMENT
MEDIUM	.claude/prompts/e2e-coverage.md	144	# ============================================	COMMENT
MEDIUM	scripts/create-test-tasks.js	17	// ════════════════════════════════════════	COMMENT
MEDIUM	scripts/create-test-tasks.js	19	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	106	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	108	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	117	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	119	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	129	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	131	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	140	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	142	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	166	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	168	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	177	// ════════════════════════════════════════	COMMENT
MEDIUM⚡	scripts/create-test-tasks.js	179	// ════════════════════════════════════════	COMMENT
MEDIUM	scripts/create-test-tasks.js	201	// ════════════════════════════════════════	COMMENT
MEDIUM	scripts/create-test-tasks.js	203	// ════════════════════════════════════════	COMMENT
MEDIUM	packages/database/src/types/agentQuota.ts	1	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/database/src/types/agentQuota.ts	3	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/database/src/models/connector.ts	520	// ── Private helpers ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/database/src/models/metric.ts	75	// ── Series ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/database/src/models/metric.ts	207	// ── Points ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/database/src/models/trash.ts	228	// ─────────────────────────── writes ───────────────────────────	COMMENT
MEDIUM	packages/database/src/models/trash.ts	426	// ─────────────────────────── reads ───────────────────────────	COMMENT
MEDIUM	packages/database/src/models/trash.ts	539	// ─────────────────────────── sweep (global, not user-scoped) ───────────────────────────	COMMENT
724 more matches not shown…

Hallucination Indicators51 hits · 510 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/database/src/models/agent/index.ts	149	const agent = await this.ctx.db.query.agents.findFirst({	CODE
CRITICAL	packages/database/src/models/agent/index.ts	165	(await this.ctx.db.query.agents.findFirst({	CODE
CRITICAL	packages/database/src/models/agent/index.ts	168	(await this.ctx.db.query.agents.findFirst({	CODE
CRITICAL	packages/database/src/models/agent/index.ts	194	const documentsData = await this.ctx.db.query.documents.findMany({	CODE
CRITICAL	packages/database/src/models/agent/index.ts	226	const item = await this.ctx.db.query.agentsToSessions.findFirst({	CODE
CRITICAL	packages/database/src/models/agent/index.ts	269	const agent = await this.ctx.db.query.agents.findFirst({	CODE
CRITICAL	packages/agent-runtime/src/core/runtime.ts	965	result.newState.usage.tools.byTool.forEach((toolStats) => {	CODE
CRITICAL	packages/agent-runtime/src/core/runtime.ts	983	result.newState.cost.tools.byTool.forEach((toolCost) => {	CODE
CRITICAL	…kages/agent-runtime/src/core/__tests__/runtime.test.ts	2434	const analyticsTool = result.newState.usage.tools.byTool.find(	CODE
CRITICAL	…kages/agent-runtime/src/core/__tests__/runtime.test.ts	2437	const loggingTool = result.newState.usage.tools.byTool.find((t) => t.name === 'logging_tool');	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	254	const handler = mockBrowserWindow.webContents.on.mock.calls.find(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	270	const handler = mockBrowserWindow.webContents.on.mock.calls.find(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	338	loadingScreenPainted: mockBrowserWindow.webContents.ipc.once.mock.calls.findLast(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	928	willPreventUnloadHandler = mockBrowserWindow.webContents.on.mock.calls.find(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	984	const loadingHandler = mockBrowserWindow.webContents.on.mock.calls.find(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	994	mockBrowserWindow.webContents.send.mock.calls.filter(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	1064	const loadingHandler = mockBrowserWindow.webContents.on.mock.calls.find(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	1098	willNavigateHandler = mockBrowserWindow.webContents.on.mock.calls.find(	CODE
CRITICAL	…esktop/src/main/core/browser/__tests__/Browser.test.ts	1132	windowOpenHandler = mockBrowserWindow.webContents.setWindowOpenHandler.mock.calls.at(-1)?.[0];	CODE
CRITICAL	…/__tests__/CoreUpdateManager.appliedNotice.int.test.ts	69	app.browserManager.broadcastToAllWindows.mock.calls.filter(	CODE
CRITICAL	…ucture/coreOta/__tests__/CoreUpdateManager.int.test.ts	934	const focus = electronMock.app.on.mock.calls.find(	CODE
CRITICAL	…ucture/coreOta/__tests__/CoreUpdateManager.int.test.ts	937	const blur = electronMock.app.on.mock.calls.find(	CODE
CRITICAL	…ain/core/infrastructure/coreOta/__tests__/testUtils.ts	178	const renderer = app.rendererUrlManager.setActiveRenderer.mock.calls.at(-1)?.[0];	CODE
CRITICAL	…desktop/src/main/controllers/__tests__/AuthCtr.test.ts	724	const successCall = mockWindow.webContents.send.mock.calls.find(	CODE
CRITICAL	…odules/AgentRuntime/__tests__/RuntimeExecutors.test.ts	4937	const searchTool = result.newState.usage.tools.byTool.find(	CODE
CRITICAL	…odules/AgentRuntime/__tests__/RuntimeExecutors.test.ts	4940	const crawlTool = result.newState.usage.tools.byTool.find(	CODE
CRITICAL	…erver/src/services/understanding/service/index.test.ts	507	expect(harness.sourceStore.get.mock.invocationCallOrder.at(-1)).toBeLessThan(	CODE
CRITICAL	apps/server/src/services/ftsSearchSync/service.test.ts	461	harness.client.bulk.mock.calls.flatMap((_, call) => bulkActions(harness.client, call)),	CODE
CRITICAL	apps/server/src/services/ftsSearchSync/service.test.ts	504	harness.client.bulk.mock.calls.map(([body]) => Buffer.byteLength(body as string)),	CODE
CRITICAL	apps/server/src/services/ftsSearchSync/service.test.ts	507	harness.client.bulk.mock.calls.every(([body]) => Buffer.byteLength(body as string) <= 300),	CODE
CRITICAL	…/services/agentRuntime/__tests__/clientLlmWait.test.ts	301	const noticeWrites = t.messageModel.update.mock.calls.filter(	CODE
CRITICAL	…/services/agentRuntime/__tests__/clientLlmWait.test.ts	919	const writes = t.messageModel.update.mock.calls.filter(	CODE
CRITICAL	…/services/agentRuntime/__tests__/clientLlmWait.test.ts	944	rowWritesAtEnd = t.messageModel.update.mock.calls.filter(	CODE
CRITICAL	…rogeneousPersistenceHandler/index.replicaState.test.ts	245	const usageWrite = h.messageModel.update.mock.calls.find(	CODE
CRITICAL	…rogeneousPersistenceHandler/index.replicaState.test.ts	326	const seedUsageWrite = h.messageModel.update.mock.calls.find(	CODE
CRITICAL	…rogeneousPersistenceHandler/index.replicaState.test.ts	394	const subUsageWrite = h.messageModel.update.mock.calls.find(	CODE
CRITICAL	…ogeneousPersistenceHandler/index.eventBranches.test.ts	81	const newAssistantCall = h.messageModel.create.mock.calls.find(	CODE
CRITICAL	…ogeneousPersistenceHandler/index.eventBranches.test.ts	281	const stateWrites = h.messageModel.updateToolMessage.mock.calls.filter(	CODE
CRITICAL	apps/cli/src/commands/artifact.test.ts	43	mockTrpcClient.market.deployments.prepareWorkspaceHtmlUpload.mutate.mockReset();	CODE
CRITICAL	apps/cli/src/commands/artifact.test.ts	64	mockTrpcClient.market.deployments.prepareWorkspaceHtmlUpload.mutate.mockResolvedValue({	CODE
CRITICAL	apps/cli/src/commands/artifact.test.ts	238	mockTrpcClient.market.deployments.prepareWorkspaceHtmlUpload.mutate.mockRejectedValueOnce(	CODE
CRITICAL	apps/cli/src/commands/artifact.test.ts	251	mockTrpcClient.market.deployments.prepareWorkspaceHtmlUpload.mutate.mockRejectedValueOnce(	CODE
CRITICAL	apps/cli/src/commands/topic/send.test.ts	109	const [first, second] = client.agentSteerQueue.append.mutate.mock.calls.map(([input]) => input);	CODE
CRITICAL	apps/cli/src/commands/migrate/openclaw.test.ts	265	const filenames = mockTrpcClient.agentDocument.upsertDocument.mutate.mock.calls.map(	CODE
CRITICAL	apps/cli/src/commands/acceptance/run/ingest.test.ts	110	const ingested = verify.ingestResult.mutate.mock.calls.map(	CODE
CRITICAL	apps/cli/src/commands/acceptance/run/index.test.ts	558	client.verify.ingestResult.mutate.mock.calls.map(([input]) => input.checkItemId),	CODE
CRITICAL	apps/cli/src/commands/acceptance/run/index.test.ts	740	expect(client.verify.uploadEvidence.mutate.mock.calls.at(-1)![0]).toMatchObject({	CODE
CRITICAL	apps/cli/src/commands/acceptance/run/testUtils.ts	106	const finalCheck = () => client.verify.ingestResult.mutate.mock.calls.at(-1)![0];	CODE
CRITICAL	apps/cli/src/commands/acceptance/run/testUtils.ts	107	const finalReport = () => client.verify.upsertReport.mutate.mock.calls.at(-1)![0];	CODE
CRITICAL	…nts/__tests__/clientRuntimeExecutors/call-tool.test.ts	1290	const toolUsage = result.newState.usage.tools.byTool.find(	CODE
CRITICAL	…nts/__tests__/clientRuntimeExecutors/call-tool.test.ts	1320	const toolUsage = result.newState.usage.tools.byTool.find(	CODE

Over-Commented Block464 hits · 451 pts

Severity	File	Line	Snippet	Context
LOW	alint.config.toml	1	# alint: model-backed rules that eslint cannot express.	COMMENT
LOW	alint.audit.toml	1	# alint: model-backed rules that eslint cannot express.	COMMENT
LOW	plugins/vite/sharedRendererConfig.ts	401	test?: RegExp \| ((id: string) => boolean);	COMMENT
LOW	.agents/acceptance/references/agent-gateway.md	41	# too, and another session may already own it. Check first, and take your own	COMMENT
LOW	.agents/acceptance/scripts/electron-dev.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/electron-dev.sh	21	# userData = $POOL_DIR/ud-<id> (login state seeded from the saved snapshot)	COMMENT
LOW	.agents/acceptance/scripts/electron-dev.sh	41	# CDP_BASE — pool CDP base (default: 9222 → instance id adds on top)	COMMENT
LOW	.agents/acceptance/scripts/init-dev-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/init-dev-env.sh	21	# init-dev-env.sh s3 # run local s3rver object storage	COMMENT
LOW	.agents/acceptance/scripts/record-electron-demo.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/acceptance-guard.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/acceptance-guard.sh	21	# by this tag or by an explicit claim, so it has to be	COMMENT
LOW	.agents/acceptance/scripts/setup-auth.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/record-gif.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/record-app-screen.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/record-app-screen.sh	21	# - ffmpeg installed (bun add -g ffmpeg-static, or brew install ffmpeg)	COMMENT
LOW	.agents/acceptance/scripts/app-probe.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/capture-app-window.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/report-init.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/acceptance/scripts/report-init.sh	101		COMMENT
LOW	…cceptance/scripts/agent-gateway/local-gateway-setup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…nts/acceptance/scripts/agent-gateway/analyze-events.ts	1	// Analyzer for probe-events dumps. Reads a JSON file produced by `run.ts dump`	COMMENT
LOW	.agents/acceptance/scripts/agent-gateway/tab-switch.js	1	// Run N round-trip tab switches with event markers timed against the probe.	COMMENT
LOW	…gents/acceptance/scripts/agent-gateway/probe-events.ts	1	// LobeHub gateway raw-event-stream probe.	COMMENT
LOW	.agents/acceptance/scripts/agent-gateway/run.ts	1	// CLI for the agent-gateway probe.	COMMENT
LOW	.agents/acceptance/scripts/agent-gateway/probe.js	1	// LobeHub chat streaming time-series probe.	COMMENT
LOW	…s/skills/agent-testing-bot/discord/test-discord-bot.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/agent-testing-bot/lark/test-lark-bot.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…nts/skills/agent-testing-bot/wechat/test-wechat-bot.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…skills/agent-testing-bot/telegram/test-telegram-bot.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…gents/skills/agent-testing-bot/slack/test-slack-bot.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…kills/agent-testing-bot/imessage/send-imessage-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/agent-testing-bot/qq/test-qq-bot.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/acceptance/scripts/resource-guard.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/acceptance/scripts/resource-guard.sh	21	# --yellow SPEC yellow-tier thresholds (default swap=70,free=25)	COMMENT
LOW	…ed-tool-ui/src/AskUserQuestion/AskUserQuestionView.tsx	141		COMMENT
LOW	packages/database/src/repositories/home/index.ts	161	// in processAgentList so the list can render tags / group by label.	COMMENT
LOW	…kages/database/src/repositories/agentDeletion/index.ts	41		COMMENT
LOW	…s/database/src/repositories/dataExporter/index.test.ts	221	// expect(result.globalFiles[0]).toHaveProperty('hashId', testIds.fileHash);	COMMENT
LOW	…ckages/database/src/repositories/dataExporter/index.ts	61	// { table: 'agentsKnowledgeBases' },	COMMENT
LOW	…kages/database/src/repositories/agentTransfer/index.ts	101	// Step 14 below drops every chat-group link the moved agents hold, which	COMMENT
LOW	…kages/database/src/repositories/agentTransfer/index.ts	281	.where(topicCondition!)	COMMENT
LOW	…ckages/database/src/repositories/dataImporter/index.ts	221	sourceTable: 'chunks',	COMMENT
LOW	…ckages/database/src/repositories/dataImporter/index.ts	241	preserveId: true, // Uses message ID as primary key	COMMENT
LOW	…kages/database/src/repositories/agentGroup/transfer.ts	161	// A share row keeps the agent bound to its current owner and workspace,	COMMENT
LOW	…kages/database/src/repositories/agentGroup/transfer.ts	181	// Refuse rather than clone a redacted shell: a member that answers with	COMMENT
LOW	…kages/database/src/repositories/agentGroup/transfer.ts	441	// to the same rows it rewrites, topic by topic.	COMMENT
LOW	packages/database/src/repositories/agentGroup/index.ts	481	// 3. Delete virtual agents if requested	COMMENT
LOW	packages/database/src/models/document.ts	541	// page's title to every member, and the page behind it refuses to open.	COMMENT
LOW	packages/database/src/models/device.ts	201	// `devices.visibility`.	COMMENT
LOW	packages/database/src/models/agentOperation.ts	1021	// ============================================	COMMENT
LOW	…ase/src/models/agentDocuments/agentDocument/context.ts	21	* Workspace-aware ownership predicate for the `agent_documents` binding table.	COMMENT
LOW	…/database/src/models/userMemory/model/queryMemories.ts	121	const candidateIds = candidateResult?.candidates.map(({ id }) => id);	COMMENT
LOW	packages/database/src/models/message/spine.ts	101	eq(messages.topicId, topicId),	COMMENT
LOW	packages/database/src/models/message/plugin.ts	281	const withinWindow = and(	COMMENT
LOW	packages/database/src/models/message/plugin.ts	301	// single-table and the fetch is a pure PK access.	COMMENT
LOW	packages/database/src/models/message/cursorWindow.ts	281	// by the same `[lowerBound, cursor)` window as mainline rows, so each group is	COMMENT
LOW	packages/database/src/models/message/queryWithWhere.ts	181	// Restore ascending (createdAt, id) order so downstream assembly — the	COMMENT
LOW	packages/database/src/models/agent/knowledge.ts	1	import { and, desc, eq, inArray } from 'drizzle-orm';	COMMENT
404 more matches not shown…

Hyper-Verbose Identifiers337 hits · 348 pts

Severity	File	Line	Snippet	Context
LOW	plugins/vite/stylexDevCss.ts	72	export function stylexProxiedDevCssPlugin(): Plugin {	CODE
LOW	plugins/vite/markdownImport.ts	15	function matchesMarkdownImportQuery(id: string) {	CODE
LOW	.agents/acceptance/scripts/agent-gateway/run.ts	95	function unquoteAgentBrowserResult(raw: string): string {	CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/agent.py	88	def populate_context_post_run(self, context: AgentContext) -> None:	CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/pier_agent.py	114	def populate_context_post_run(self, context: AgentContext) -> None:	CODE
LOW	scripts/releaseWorkflow/index.ts	58	async function selectVersionTypeInteractive(): Promise<VersionType> {	CODE
LOW	scripts/_shared/checkGatewayConfig.js	76	function collectGatewayConfigIssues(env = process.env) {	CODE
LOW	scripts/clerk-to-betterauth/verify.ts	105	async function loadActualTwoFactorUserIds() {	CODE
LOW	scripts/i18nWorkflow/cleanUnusedKeys.ts	241	function generateTypeScriptContent(obj: any): string {	CODE
LOW⚡	packages/database/src/utils/inboxAgent.ts	31	export function normalizeInboxAgentAvatar(	CODE
LOW⚡	packages/database/src/utils/inboxAgent.ts	35	export function normalizeInboxAgentAvatar(	CODE
LOW⚡	packages/database/src/utils/inboxAgent.ts	39	export function normalizeInboxAgentAvatar(	CODE
LOW	…atabase/src/repositories/ftsSearch/postgres/context.ts	72	export function createPostgresFtsSearchContext(	CODE
LOW	…abase/src/repositories/ftsSearch/postgres/documents.ts	215	export async function searchKnowledgeBaseDocuments(	CODE
LOW	packages/database/src/models/pushToken.ts	183	export async function deletePushTokensByExpoTokens(	CODE
LOW	packages/database/src/models/pushToken.ts	198	export async function deletePushTokenByExpoTokenAndDevice(	CODE
LOW	…e/src/models/agentDocuments/agentDocument/lifecycle.ts	35	export async function deleteSubtreeByDocumentId(	CODE
LOW	…e/src/models/agentDocuments/agentDocument/lifecycle.ts	98	export async function restoreSubtreeByDocumentId(	CODE
LOW	…abase/src/models/agentDocuments/agentDocument/edits.ts	44	export async function updateEditorSnapshotIfUnchanged(	CODE
LOW	…abase/src/models/agentDocuments/agentDocument/edits.ts	87	export function buildBindingSettingsUpdate(	CODE
LOW	…abase/src/models/agentDocuments/agentDocument/edits.ts	129	export function buildBackingDocumentUpdate(	CODE
LOW	…se/src/models/agentDocuments/agentDocument/creation.ts	274	export async function updateBackingDocumentAsSkillIndex(	CODE
LOW	…/database/src/models/userMemory/query/searchFilters.ts	50	export function collectCandidateMemoryIds(item: {	CODE
LOW	…/database/src/models/userMemory/query/searchFilters.ts	146	export function buildExactTagFilterCondition(	CODE
LOW	…kages/database/src/models/userMemory/query/taxonomy.ts	267	export async function aggregateBaseMemoryOptions(	CODE
LOW	…kages/database/src/models/userMemory/query/taxonomy.ts	310	export async function aggregateBaseArrayOptions(	CODE
LOW	…kages/database/src/models/userMemory/query/taxonomy.ts	364	export async function aggregateLayerArrayValues(	CODE
LOW	…kages/database/src/models/userMemory/query/taxonomy.ts	431	export async function aggregateTypedLayerValues(	CODE
LOW	…kages/database/src/models/userMemory/query/taxonomy.ts	477	export async function aggregateScalarLayerValues(	CODE
LOW	…kages/database/src/models/userMemory/query/taxonomy.ts	627	export async function aggregateIdentityValueOptions(	CODE
LOW	…kages/database/src/models/userMemory/query/semantic.ts	192	export async function searchExperiencesSemantic(	CODE
LOW	…kages/database/src/models/userMemory/query/semantic.ts	242	export async function searchPreferencesSemantic(	CODE
LOW	packages/database/src/models/topic/scheduledRun.ts	224	export async function repointScheduledRunFailedMessage(	CODE
LOW	…ges/database/src/models/__tests__/userMemories.test.ts	77	function generateRandomCreateUserMemoryParams(	CODE
LOW	…ges/database/src/models/__tests__/userMemories.test.ts	91	function generateRandomCreateUserMemoryExperienceParams() {	CODE
LOW	…ges/database/src/models/__tests__/userMemories.test.ts	112	function generateRandomCreateUserMemoryIdentityParams() {	CODE
LOW	…ges/database/src/models/__tests__/userMemories.test.ts	131	function generateRandomCreateUserMemoryContextParams() {	CODE
LOW	…ges/database/src/models/__tests__/userMemories.test.ts	153	function generateRandomCreateUserMemoryPreferenceParams() {	CODE
LOW	packages/chat-adapter-imessage/src/adapter.ts	65	export function extractAttachmentMetadata(message: BlueBubblesMessage): Attachment[] {	CODE
LOW	packages/types/src/agentHookResponse.ts	17	export function parseToolCallHookResponse(body: string): ToolCallHookParseResult {	CODE
LOW	packages/types/src/agentHookResponse.ts	45	export function resolveToolCallHookErrorPolicy(	CODE
LOW	packages/connector-data/src/github/client.ts	80	export function createGitHubConnectorClient({	CODE
LOW	…/model-runtime/src/core/contextBuilders/huggingface.ts	9	export function convertOpenAIMessagesToHFFormat(messages: OpenAIChatMessage[]): Array<{	CODE
LOW	packages/model-runtime/src/core/streams/spark.ts	20	export function transformSparkResponseToStream(data: OpenAI.ChatCompletion) {	CODE
LOW	packages/model-runtime/src/core/streams/protocol.ts	443	export function createCallbacksTransformer(	CODE
LOW	…ime/src/core/usageConverters/utils/estimateChatCost.ts	132	export function estimateOpenAIChatInputTokens(	CODE
LOW	…ime/src/core/usageConverters/utils/estimateChatCost.ts	209	export function estimateChatCostFromTokens(	CODE
LOW	…ime/src/core/usageConverters/utils/estimateChatCost.ts	264	export function estimateChatCostFromMessages(	CODE
LOW	…untime/src/core/openaiCompatibleFactory/createVideo.ts	41	export async function queryOpenAICompatibleVideoStatus(	CODE
LOW	…untime/src/core/openaiCompatibleFactory/createVideo.ts	72	export async function pollOpenAICompatibleVideoStatus(	CODE
LOW	…untime/src/core/openaiCompatibleFactory/createVideo.ts	126	export async function createOpenAICompatibleVideo(	CODE
LOW	…untime/src/core/openaiCompatibleFactory/createImage.ts	264	export async function createOpenAICompatibleImage(	CODE
LOW	…ages/model-runtime/src/providers/google/createVideo.ts	304	async function pollGoogleOmniInteraction(client: GoogleGenAI, inferenceId: string, apiKey: string) {	CODE
LOW	…ckages/model-runtime/src/providers/cloudflare/index.ts	42	function extractProviderErrorMessage(err: unknown): string \| undefined {	CODE
LOW	…providers/volcengine/video/handleCreateVideoWebhook.ts	28	export async function handleVolcengineVideoWebhook(	CODE
LOW	…ckages/model-runtime/src/providers/qwen/createImage.ts	54	function extractImageUrlFromTaskResult(taskStatus: QwenImageTaskResponse): string \| undefined {	CODE
LOW	…ckages/model-runtime/src/providers/qwen/createImage.ts	69	async function createLegacySynthesisTask(	CODE
LOW	…ckages/model-runtime/src/providers/qwen/createImage.ts	145	async function createHTTPAsyncGenerationTask(	CODE
LOW	…odel-runtime/src/providers/siliconcloud/createVideo.ts	30	export async function querySiliconCloudVideoStatus(	CODE
LOW	…odel-runtime/src/providers/siliconcloud/createVideo.ts	61	export async function pollSiliconCloudVideoStatus(	CODE
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Structural Annotation Overuse195 hits · 344 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/desktop/references/local-tools.md	12	## Step 1: Define Tool Interface (Manifest)	COMMENT
LOW	.agents/skills/desktop/references/local-tools.md	41	## Step 2: Define Types	COMMENT
LOW	.agents/skills/desktop/references/local-tools.md	59	## Step 3: Implement Store Action	COMMENT
LOW	.agents/skills/desktop/references/local-tools.md	90	## Step 4: Implement Service Layer	COMMENT
LOW	.agents/skills/desktop/references/local-tools.md	103	## Step 5: Implement Controller	COMMENT
LOW	.agents/skills/desktop/references/local-tools.md	129	## Step 6: Update Agent Documentation	COMMENT
LOW	.agents/skills/db-migrations/SKILL.md	160	## Step 1: Generate Migrations	COMMENT
LOW	.agents/skills/db-migrations/SKILL.md	196	## Step 2: Optimize Migration SQL Filename	COMMENT
LOW	.agents/skills/db-migrations/SKILL.md	202	## Step 3: Use Idempotent Clauses (Defensive Programming)	COMMENT
LOW	.agents/skills/db-migrations/SKILL.md	259	## Step 4: Update Journal Tag	COMMENT
LOW⚡	.claude/prompts/pr-assign.md	7	### Step 1: Get PR Details and Changed Files	COMMENT
LOW⚡	.claude/prompts/pr-assign.md	13	### Step 2: Map Changed Files to Feature Areas	COMMENT
LOW⚡	.claude/prompts/pr-assign.md	23	### Step 3: Check Related Issues	COMMENT
LOW⚡	.claude/prompts/pr-assign.md	33	### Step 4: Determine Reviewer(s)	COMMENT
LOW⚡	.claude/prompts/pr-assign.md	43	### Step 5: Post Comment	COMMENT
LOW	.claude/prompts/migration-support.md	21	## Step 1: Check for Sensitive Information Leaks	COMMENT
LOW	.claude/prompts/migration-support.md	48	## Step 2: Handle Success Feedback	COMMENT
LOW	.claude/prompts/migration-support.md	60	## Step 3: Check Required Information	COMMENT
LOW	.claude/prompts/migration-support.md	70	## Step 4: Common Issues and Solutions	COMMENT
LOW	scripts/mobileSpaWorkflow/index.ts	35	// Step 1: Build mobile SPA with CDN base	COMMENT
LOW	scripts/mobileSpaWorkflow/index.ts	52	// Step 2: Upload assets to S3	COMMENT
LOW	scripts/mobileSpaWorkflow/index.ts	64	// Step 3: Generate mobile HTML template source file	COMMENT
LOW	scripts/docsWorkflow/utils.ts	86	// Step 1: Fetch the image	COMMENT
LOW	scripts/docsWorkflow/utils.ts	101	// Step 2: Create a blob from the response data	COMMENT
LOW	scripts/docsWorkflow/utils.ts	116	// Step 3: Create a file from the blob	COMMENT
LOW⚡	scripts/cdnWorkflow/utils.ts	64	// Step 1: Fetch the image	COMMENT
LOW⚡	scripts/cdnWorkflow/utils.ts	70	// Step 2: Create a blob from the response data	COMMENT
LOW	scripts/cdnWorkflow/utils.ts	84	// Step 3: Create a file from the blob	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	486	// Step 1: Load all defined keys	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	492	// Step 2: Find all translation calls	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	497	// Step 3: Find unused keys	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	502	// Step 4: Generate report	COMMENT
LOW	…w/src/transformation/__tests__/FlatListBuilder.test.ts	1106	// Step 0: assistant with Monitor tool	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	335	#### Step 0: Use Subagents for Parallel Execution (Recommended)	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	379	#### Step 1: Development and Testing	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	387	#### Step 2: Type and Lint Checks	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	411	#### Step 3: Run Coverage Report	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	418	#### Step 4: Summarize Development Work	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	448	#### Step 5: Update This Document	COMMENT
LOW	packages/model-runtime/docs/test-coverage.md	471	#### Step 6: Final Verification	COMMENT
LOW⚡	…es/model-runtime/src/utils/getFallbackModelProperty.ts	39	// Step 1: If providerId is provided, prioritize an exact match (same provider + same id)	COMMENT
LOW⚡	…es/model-runtime/src/utils/getFallbackModelProperty.ts	48	// Step 2: Fallback to a match ignoring the provider (match id only)	COMMENT
LOW⚡	…es/model-runtime/src/utils/getFallbackModelProperty.ts	55	// Step 3: Return a default value	COMMENT
LOW⚡	packages/eval-rubric/src/evaluate.ts	75	// Step 1: Extract answer if extractor is configured	COMMENT
LOW⚡	packages/eval-rubric/src/evaluate.ts	79	// Step 2: Resolve expected value	COMMENT
LOW⚡	packages/eval-rubric/src/evaluate.ts	82	// Step 3: Handle multi-candidate (JSON array string in expected)	COMMENT
LOW	packages/chat-adapter-wechat/src/api.ts	235	// Step 1: request upload_param	COMMENT
LOW⚡	packages/chat-adapter-wechat/src/api.test.ts	284	// Step 1: getuploadurl response	COMMENT
LOW⚡	packages/chat-adapter-wechat/src/api.test.ts	286	// Step 2: CDN upload — returns x-encrypted-param header	COMMENT
LOW	…-agents/src/adapters/claudeCode.externalSignal.test.ts	58	// Step 0: Monitor tool_use	COMMENT
LOW⚡	…-agents/src/adapters/claudeCode.externalSignal.test.ts	75	// Step 1: natural confirmation turn — opens AFTER the user event,	COMMENT
LOW⚡	…-agents/src/adapters/claudeCode.externalSignal.test.ts	81	// Step 2: Monitor pushed an event → CC re-invokes the LLM without	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	16	### Step 1: Create a Bot via BotFather	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	36	### Step 3: Get the Bot's Numeric ID (for --app-id)	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	42	### Step 4: Connect via CLI	COMMENT
LOW⚡	…s/builtin-skills/src/lobehub/references/bot-discord.ts	17	### Step 1: Create a Discord Application	COMMENT
LOW⚡	…s/builtin-skills/src/lobehub/references/bot-discord.ts	26	### Step 2: Create the Bot and Get Token	COMMENT
LOW⚡	…s/builtin-skills/src/lobehub/references/bot-discord.ts	36	### Step 3: Set Bot Permissions and Invite to Server	COMMENT
LOW	…s/builtin-skills/src/lobehub/references/bot-discord.ts	50	### Step 4: Connect via CLI	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	26	### Step 1: Register as a Developer	COMMENT
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Verbosity Indicators158 hits · 286 pts

Severity	File	Line	Snippet	Context
LOW	scripts/mobileSpaWorkflow/index.ts	35	// Step 1: Build mobile SPA with CDN base	COMMENT
LOW	scripts/mobileSpaWorkflow/index.ts	52	// Step 2: Upload assets to S3	COMMENT
LOW	scripts/mobileSpaWorkflow/index.ts	64	// Step 3: Generate mobile HTML template source file	COMMENT
LOW	scripts/docsWorkflow/utils.ts	86	// Step 1: Fetch the image	COMMENT
LOW	scripts/docsWorkflow/utils.ts	101	// Step 2: Create a blob from the response data	COMMENT
LOW	scripts/docsWorkflow/utils.ts	116	// Step 3: Create a file from the blob	COMMENT
LOW⚡	scripts/cdnWorkflow/utils.ts	64	// Step 1: Fetch the image	COMMENT
LOW⚡	scripts/cdnWorkflow/utils.ts	70	// Step 2: Create a blob from the response data	COMMENT
LOW	scripts/cdnWorkflow/utils.ts	84	// Step 3: Create a file from the blob	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	486	// Step 1: Load all defined keys	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	492	// Step 2: Find all translation calls	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	497	// Step 3: Find unused keys	COMMENT
LOW⚡	scripts/i18nWorkflow/analyzeUnusedKeys.ts	502	// Step 4: Generate report	COMMENT
LOW	…w/src/transformation/__tests__/FlatListBuilder.test.ts	1106	// Step 0: assistant with Monitor tool	COMMENT
LOW⚡	…es/model-runtime/src/utils/getFallbackModelProperty.ts	39	// Step 1: If providerId is provided, prioritize an exact match (same provider + same id)	COMMENT
LOW⚡	…es/model-runtime/src/utils/getFallbackModelProperty.ts	48	// Step 2: Fallback to a match ignoring the provider (match id only)	COMMENT
LOW⚡	…es/model-runtime/src/utils/getFallbackModelProperty.ts	55	// Step 3: Return a default value	COMMENT
LOW⚡	packages/eval-rubric/src/evaluate.ts	75	// Step 1: Extract answer if extractor is configured	COMMENT
LOW⚡	packages/eval-rubric/src/evaluate.ts	79	// Step 2: Resolve expected value	COMMENT
LOW⚡	packages/eval-rubric/src/evaluate.ts	82	// Step 3: Handle multi-candidate (JSON array string in expected)	COMMENT
LOW	packages/chat-adapter-wechat/src/api.ts	235	// Step 1: request upload_param	COMMENT
LOW⚡	packages/chat-adapter-wechat/src/api.test.ts	284	// Step 1: getuploadurl response	COMMENT
LOW⚡	packages/chat-adapter-wechat/src/api.test.ts	286	// Step 2: CDN upload — returns x-encrypted-param header	COMMENT
LOW	…-agents/src/adapters/claudeCode.externalSignal.test.ts	58	// Step 0: Monitor tool_use	COMMENT
LOW⚡	…-agents/src/adapters/claudeCode.externalSignal.test.ts	75	// Step 1: natural confirmation turn — opens AFTER the user event,	COMMENT
LOW⚡	…-agents/src/adapters/claudeCode.externalSignal.test.ts	81	// Step 2: Monitor pushed an event → CC re-invokes the LLM without	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	16	### Step 1: Create a Bot via BotFather	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	26	### Step 2: (Optional) Configure Bot Behavior	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	36	### Step 3: Get the Bot's Numeric ID (for --app-id)	COMMENT
LOW⚡	…/builtin-skills/src/lobehub/references/bot-telegram.ts	42	### Step 4: Connect via CLI	COMMENT
LOW⚡	…s/builtin-skills/src/lobehub/references/bot-discord.ts	17	### Step 1: Create a Discord Application	COMMENT
LOW⚡	…s/builtin-skills/src/lobehub/references/bot-discord.ts	26	### Step 2: Create the Bot and Get Token	COMMENT
LOW⚡	…s/builtin-skills/src/lobehub/references/bot-discord.ts	36	### Step 3: Set Bot Permissions and Invite to Server	COMMENT
LOW	…s/builtin-skills/src/lobehub/references/bot-discord.ts	50	### Step 4: Connect via CLI	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	26	### Step 1: Register as a Developer	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	35	### Step 2: Create a Bot Application	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	45	### Step 3: Get App ID and App Secret	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	53	### Step 4: Configure Permissions (Intents)	COMMENT
LOW	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	67	### Step 5: Configure Webhook or WebSocket	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	80	### Step 6: Configure IP Whitelist	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	86	### Step 7: Test in Sandbox, Then Submit for Review	COMMENT
LOW⚡	…ckages/builtin-skills/src/lobehub/references/bot-qq.ts	94	### Step 8: Connect via CLI	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	23	### Step 1: Create a Custom App	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	30	### Step 2: Get App ID and App Secret	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	37	### Step 3: Enable Bot Capability	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	43	### Step 4: Configure Event Subscriptions	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	61	### Step 5: Get Verification Token and Encrypt Key (Webhook Only)	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	68	### Step 6: Add Required Permissions	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	79	### Step 7: Publish the App	COMMENT
LOW⚡	…ages/builtin-skills/src/lobehub/references/bot-lark.ts	87	### Step 8: Connect via CLI	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	23	### Step 1: Create a Custom App	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	30	### Step 2: Get App ID and App Secret	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	37	### Step 3: Enable Bot Capability	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	43	### Step 4: Configure Event Subscriptions	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	62	### Step 5: Get Verification Token and Encrypt Key (Webhook Only)	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	69	### Step 6: Add Required Permissions	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	81	### Step 7: Publish the App	COMMENT
LOW⚡	…es/builtin-skills/src/lobehub/references/bot-feishu.ts	90	### Step 8: Connect via CLI	COMMENT
LOW⚡	…ges/builtin-skills/src/lobehub/references/bot-slack.ts	23	### Step 1: Create a Slack App	COMMENT
LOW⚡	…ges/builtin-skills/src/lobehub/references/bot-slack.ts	32	### Step 2: Configure Bot Token Scopes	COMMENT
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Fake / Example Data180 hits · 191 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/acceptance/references/agent-browser.md	36	agent-browser fill @e1 "user@example.com"	CODE
LOW	.agents/skills/lobe-design/references/craft.md	35	\| 内容 \| 「Lorem ipsum」「示例数据」「功能名称」 \| 占位文案掩盖了真实信息密度 \| 用贴近真实业务的示例数据，长度也要接近真实 \|	CODE
LOW	.agents/skills/lobe-design/references/aesthetics.md	70	\| A-04.12 \| 「Lorem ipsum」「示例数据」「功能名称」等占位文案 \| L `LOBE-PLACEHOLDER-COPY` \| 贴近真实业务、长度相近的数据 \|	CODE
LOW	…/src/client/components/activityMemoryViewModel.test.ts	17	associatedLocations: [{ address: '123 Main St', name: 'ACME HQ' }],	CODE
LOW	…ages/database/src/server/models/__tests__/user.test.ts	19	const userEmail = 'user@example.com';	CODE
LOW	…database/src/models/userMemory/__tests__/model.test.ts	302	{ address: '123 Main St', name: 'Home', type: 'residential' },	CODE
LOW	…database/src/models/userMemory/__tests__/model.test.ts	306	address: '123 Main St',	CODE
LOW	…atabase/src/models/linear/__tests__/connection.test.ts	69	organizationName: 'Acme Inc',	CODE
LOW	…atabase/src/models/linear/__tests__/connection.test.ts	75	expect(second.organizationName).toBe('Acme Inc');	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	8	"placeholder": "«secret:sudo-password»"	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	13	"placeholder": "«secret:ssh-passphrase»"	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	18	"placeholder": "«secret:git-token»"	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	23	"placeholder": "«secret:..-..-etc»"	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	28	"placeholder": "«secret:secret»"	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	33	"placeholder": "«secret:xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx»"	CODE
LOW⚡	packages/secret-channel/test/vectors/redaction.json	38	"placeholder": "«secret:file-TOKEN»"	CODE
LOW	…or-runtime/src/__tests__/liteXMLBlockDiff.real.test.ts	161	const history = await setup('placeholder');	CODE
LOW	…ges/device-control/src/__tests__/kimiCodeQuota.test.ts	42	return okResponse({ email: 'user@example.com', nickname: 'moonwalker', user_id: 'u_123' });	CODE
LOW	…ges/device-control/src/__tests__/kimiCodeQuota.test.ts	75	identity: { email: 'user@example.com', externalAccountId: 'u_123' },	CODE
LOW	packages/model-runtime/src/core/ModelRuntime.test.ts	228	const mockResponse = { name: 'John Doe' };	CODE
LOW	…del-runtime/src/providers/deepseek/chatPayload.test.ts	24	const huge = 'lorem ipsum dolor '.repeat(560_000);	CODE
LOW	…del-runtime/src/providers/deepseek/chatPayload.test.ts	35	const huge = 'lorem ipsum dolor '.repeat(560_000);	CODE
LOW	…runtime/src/providers/deepseek/__tests__/index.test.ts	178	messages: [{ content: 'lorem ipsum dolor '.repeat(400_000), role: 'user' }],	CODE
LOW	…kages/model-runtime/src/providers/openai/index.test.ts	65	const hugeContent = 'lorem ipsum dolor '.repeat(150_000);	CODE
LOW⚡	packages/openapi/src/helpers/public-fields.test.ts	95	email: 'user@example.com',	CODE
LOW⚡	packages/openapi/src/helpers/public-fields.test.ts	97	normalizedEmail: 'user@example.com',	CODE
LOW⚡	packages/openapi/src/helpers/public-fields.test.ts	103	expect(projected).toMatchObject({ email: 'user@example.com', id: 'user-1' });	CODE
LOW	…geneous-agents/src/quota-sampler/kimiCodeQuota.test.ts	52	email: 'user@example.com',	CODE
LOW	…geneous-agents/src/quota-sampler/kimiCodeQuota.test.ts	122	email: 'user@example.com',	CODE
LOW	packages/prompts/src/prompts/speaker/index.ts	17	* nickname: 'John Doe',	COMMENT
LOW	packages/prompts/src/prompts/speaker/index.ts	20	* // Returns: '<speaker id="123456" username="john" nickname="John Doe" avatar="abc123" />'	COMMENT
LOW	packages/prompts/src/prompts/speaker/index.ts	39	* { id: '123456', username: 'john', nickname: 'John Doe' },	COMMENT
LOW	packages/prompts/src/prompts/speaker/index.ts	43	* // '<speaker id="123456" username="john" nickname="John Doe" />\nHello, how are you?'	COMMENT
LOW	…rc/prompts/knowledgeBaseQA/formatSearchResults.test.ts	88	text: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore e	CODE
LOW	…rc/prompts/knowledgeBaseQA/formatSearchResults.test.ts	88	text: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore e	CODE
LOW	…src/prompts/knowledgeBaseQA/formatFileContents.test.ts	103	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW	…src/prompts/knowledgeBaseQA/formatFileContents.test.ts	103	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	233	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	242	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	251	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	260	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	269	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	278	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	287	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	296	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	305	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	314	"placeholder": "",	CODE
LOW⚡	docker-compose/production/grafana/init_data.json	323	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	104	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	117	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	130	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	143	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	156	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	169	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	182	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	195	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	208	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	221	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	446	"placeholder": "",	CODE
LOW	docker-compose/production/grafana/init_data.json	459	"placeholder": "",	CODE
120 more matches not shown…

Synthetic Comment Markers5 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	…ntime/src/providers/anthropic/claudeThinkingHistory.ts	14	* Determine whether a historical assistant message was generated by Claude and	COMMENT
HIGH	apps/server/src/services/agent/index.ts	276	// Merge AI-generated welcome data if available	COMMENT
HIGH	…eManager/components/Explorer/EmptyPlaceholder.test.tsx	49	// Images defaults to AI-generated, so a library of uploads lands here.	COMMENT
HIGH	src/features/ResourceManager/store/action.ts	531	// default — an "AI generated" choice made under Images must not silently	COMMENT
HIGH	…Conversation/WorkingSidebar/Files/useFileOperations.ts	175	// ancestors, select and focus it, then open or rename it as requested.	COMMENT

Slop Phrases12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose/deploy/searxng-settings.yml	269	# Alternatively you can use external files for configuring the "Hostnames plugin":	COMMENT
MEDIUM	docker-compose/deploy/searxng-settings.yml	857	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/deploy/searxng-settings.yml	1942	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/deploy/searxng-settings.yml	2106	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/production/grafana/searxng-settings.yml	269	# Alternatively you can use external files for configuring the "Hostnames plugin":	COMMENT
MEDIUM	docker-compose/production/grafana/searxng-settings.yml	857	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/production/grafana/searxng-settings.yml	1942	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/production/grafana/searxng-settings.yml	2106	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/dev/searxng-settings.yml	269	# Alternatively you can use external files for configuring the "Hostnames plugin":	COMMENT
MEDIUM	docker-compose/dev/searxng-settings.yml	857	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/dev/searxng-settings.yml	1943	# Or you can use the html non-stable engine, activated by default	COMMENT
MEDIUM	docker-compose/dev/searxng-settings.yml	2107	# Or you can use the html non-stable engine, activated by default	COMMENT

Example Usage Blocks22 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	.agents/acceptance/scripts/init-dev-env.sh	12	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/record-electron-demo.sh	5	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/acceptance-guard.sh	11	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/setup-auth.sh	7	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/record-gif.sh	10	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/record-app-screen.sh	8	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/app-probe.sh	6	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/capture-app-window.sh	9	# Usage:	COMMENT
LOW	.agents/acceptance/scripts/report-init.sh	7	# Usage:	COMMENT
LOW	…gents/skills/design-prototype/scripts/build-runtime.sh	7	# Usage:	COMMENT
LOW	…s/skills/agent-testing-bot/discord/test-discord-bot.sh	5	# Usage:	COMMENT
LOW	.agents/skills/agent-testing-bot/lark/test-lark-bot.sh	5	# Usage:	COMMENT
LOW	…nts/skills/agent-testing-bot/wechat/test-wechat-bot.sh	5	# Usage:	COMMENT
LOW	…skills/agent-testing-bot/telegram/test-telegram-bot.sh	5	# Usage:	COMMENT
LOW	…gents/skills/agent-testing-bot/slack/test-slack-bot.sh	5	# Usage:	COMMENT
LOW	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	15	# Usage:	COMMENT
LOW	…kills/agent-testing-bot/imessage/send-imessage-test.sh	16	# Usage:	COMMENT
LOW	.agents/skills/agent-testing-bot/qq/test-qq-bot.sh	5	# Usage:	COMMENT
LOW	.agents/skills/acceptance/scripts/resource-guard.sh	6	# Usage:	COMMENT
LOW	packages/openapi/scripts/compliance-test.sh	5	# Usage:	COMMENT
LOW	packages/builtin-skills/src/artifacts/content.ts	182	# Example usage	COMMENT
LOW	docker-compose/setup.sh	481	# Usage:	COMMENT

Cross-Language Confusion (JS/TS)5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH	packages/builtin-skills/src/artifacts/content.ts	183	print(factorial(5)) # Output: 120	CODE
HIGH	apps/server/src/services/sandbox/providers/onlyboxes.ts	715	print(json.dumps(value, ensure_ascii=False))	CODE
HIGH⚡	apps/server/src/services/sandbox/providers/onlyboxes.ts	800	return None	CODE
HIGH⚡	apps/server/src/services/sandbox/providers/onlyboxes.ts	804	return None	CODE
HIGH⚡	apps/server/src/services/sandbox/providers/onlyboxes.ts	846	elif sort_by == 'date':	CODE

Modern AI Meta-Vocabulary10 hits · 29 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/acceptance/scripts/report-init.sh	2	# report-init.sh — scaffold a structured test report under the report root	COMMENT
MEDIUM	.agents/skills/agent-tracing/SKILL.md	164	# Map the context window composition of every LLM call (cm / map are aliases)	COMMENT
MEDIUM	…s/context-engine/src/engine/messages/MessagesEngine.ts	217	// Chat mode (`enableAgentMode === false`) suppresses agentic-only injectors:	COMMENT
MEDIUM	…ngine/messages/__tests__/MessagesEngine.golden.test.ts	153	// Fixture system prompt (role + knowledge scaffold) must stay small. The production	COMMENT
MEDIUM	…src/services/aiAgent/pipeline/resolveRunAgentConfig.ts	309	// kept in sync because the context engine gates agentic-only injectors	COMMENT
MEDIUM	…src/services/aiAgent/pipeline/resolveRunAgentConfig.ts	311	// on `toolMode` — otherwise `/mode chat` would keep agentic context while	COMMENT
MEDIUM	…ices/aiAgent/__tests__/execAgent.modelOverride.test.ts	714	// The context engine gates agentic-only injectors on enableAgentMode, so	COMMENT
MEDIUM	src/features/CommandMenu/README.md	23	├── index.tsx # Main component & orchestration	CODE
MEDIUM	…/ModelSwitchPanel/components/ModelDetailPanel.test.tsx	387	// agentic has no data: the dimension is omitted from the radar entirely	COMMENT
MEDIUM	…elSwitchPanel/components/BenchmarkModal/index.test.tsx	178	// intelligence + agentic rows both come from Artificial Analysis	COMMENT

AI Slop Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ng-heterogeneous-agents/scripts/official-smoke.test.sh	2	# Self-test for the official heterogeneous-provider matrix harness. The	COMMENT
MEDIUM	…ng-heterogeneous-agents/scripts/official-smoke.test.sh	315	# underlying session. The harness must stop before launching another live cell.	COMMENT
MEDIUM	packages/openapi/src/helpers/file.ts	52	// Prefer formidable (streaming, robust); fall back to native formData() on failure	COMMENT
MEDIUM	packages/ssrf-safe-fetch/index.test.ts	398	// that triggered the break). Definitely not the full 200 MB.	COMMENT
MEDIUM	…ules/AgentRuntime/__tests__/StreamEventManager.test.ts	184	// Find the serialized `data` argument inline so this test stays robust	COMMENT
MEDIUM	src/features/HomeLayout/style.ts	4	// Absolutely positioned container, fills parent	COMMENT
MEDIUM	…asks/AgentTaskDetail/TopicChatDrawer/FeedbackInput.tsx	125	// Surface the live running-op status flush above the reply affordance (seamless	COMMENT

Excessive Try-Catch Wrapping10 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	.agents/acceptance/scripts/electron-dev.sh	245	except Exception:	CODE
LOW	…kills/run-eval-harbor/scripts/frontierharness-local.py	224	except Exception as error:	CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/adapter.py	165	except Exception:	CODE
LOW	…lls/agent-testing-bot/imessage/test-imessage-bridge.sh	56	except Exception: sys.exit(0)	CODE
LOW	…kills/agent-testing-bot/imessage/send-imessage-test.sh	48	except Exception as e:	CODE
LOW⚡	apps/server/src/services/sandbox/providers/onlyboxes.ts	803	except Exception:	CODE
LOW⚡	apps/server/src/services/sandbox/providers/onlyboxes.ts	829	except Exception:	CODE
LOW⚡	apps/server/src/services/sandbox/providers/onlyboxes.ts	839	except Exception:	CODE
LOW	apps/server/src/services/sandbox/providers/onlyboxes.ts	864	except Exception as error:	CODE
LOW	apps/server/src/services/sandbox/providers/onlyboxes.ts	889	except Exception:	CODE

Cross-Language Confusion4 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…kills/run-eval-harbor/scripts/frontierharness-runta.py	257	+ " --no-pager --property=LoadState,ActiveState,SubState,Result,ExecMainStatus 2>/dev/null \|\| true",	STRING
HIGH	…kills/run-eval-harbor/scripts/frontierharness-runta.py	270	"set -u; set -a; . /work/fh-input/runtime.env \|\| exit $?; set +a; "	STRING
HIGH	…kills/run-eval-harbor/scripts/frontierharness-runta.py	579	f"systemctl show {quote(unit)} --no-pager > {quote(remote_dir + '/unit-status.txt')} 2>&1 \|\| true; "	STRING
HIGH	…kills/run-eval-harbor/scripts/frontierharness-runta.py	580	f"journalctl -u {quote(unit)} --no-pager > {quote(remote_dir + '/journal.log')} 2>&1 \|\| true; "	STRING

Redundant / Tautological Comments6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/sync-main-to-canary.yaml	49	# Check if there are actual changes to sync	COMMENT
LOW	.conductor/setup.sh	20	# Check if CONDUCTOR_ROOT_PATH is set	COMMENT
LOW	docker-compose/setup.sh	603	# Check if sed is installed	COMMENT
LOW	docker-compose/setup.sh	659	# Check if env modified success	COMMENT
LOW⚡	docker-compose/setup.sh	677	# Check if openssl is installed	COMMENT
LOW	docker-compose/setup.sh	806	# Check if user has permissions to run Docker by trying to get the status of Docker (docker status).	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/builtin-skills/src/lobehub/content.ts	108	# Create a document in a knowledge base	COMMENT
MEDIUM	.github/workflows/bundle-analyzer.yml	67	# Create a summary with build metadata	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	…kills/run-eval-harbor/scripts/frontierharness-local.py	4	CODE
LOW	…kills/run-eval-harbor/scripts/frontierharness-runta.py	4	CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/adapter.py	1	CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/agent.py	1	CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/pier_agent.py	1	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…/PluginDevModal/MCPManifestForm/QuickImportSection.tsx	130	"GITHUB_PERSONAL_ACCESS_TOKEN": "<your-api-key>"	CODE

Overly Generic Function Names4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…kills/run-eval-harbor/scripts/frontierharness-local.py	169	def run_task(run_dir: Path, record: dict, task: dict, env: dict) -> tuple[int, Path, Path]:	CODE
LOW	apps/auth/app/entry.server.tsx	6	export default async function handleRequest(	CODE
LOW	apps/workbench/app/entry.server.tsx	6	export default async function handleRequest(	CODE
LOW	apps/share/app/entry.server.tsx	6	export default async function handleRequest(	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	…kills/run-eval-harbor/scripts/frontierharness-local.py	183	CODE
LOW	…kills/run-eval-harbor/scripts/frontierharness-runta.py	131	CODE
LOW	…kills/run-eval-harbor/scripts/frontierharness-runta.py	499	CODE

TODO Padding2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/model-runtime/src/core/streams/cloudflare.ts	12	if (!res) return; // TODO: Add test; Handle tool_call parameter.	CODE
LOW	…rver/src/services/memory/userMemory/extract/runtime.ts	334	// TODO: implement a better cache eviction strategy	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/run-eval-harbor/scripts/lh/agent.py	12		CODE
LOW	.agents/skills/run-eval-harbor/scripts/lh/pier_agent.py	15		CODE

lobehub/lobehub

Open-Source Code Quality, Security and Technical Debt Review