2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

7.0K

Stars

TypeScript

Language

154.7K

Lines of Code

574

Files

279

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 10.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 244 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 29 finding(s).

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 114 finding(s).

PR Review Velocity Impact 11.3/100 · LOW

Which changes need focused human review? 279 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 3MEDIUM 39LOW 237

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 279 distinct pattern matches across 9 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 Identifiers108 hits · 105 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/tests/process-backend-lifecycle.test.ts	78	function exitedParentDescendantScript(markerPath: string): string {	CODE
LOW	packages/core/tests/tool-result-compression.test.ts	54	function buildErrorRegistryAndExecutor(): { registry: ToolRegistry; executor: ToolExecutor } {	CODE
LOW	packages/core/tests/tool-result-compression.test.ts	70	function extractToolResultContents(messages: LLMMessage[]): string[] {	CODE
LOW	packages/core/tests/checkpoint.test.ts	121	async function deleteNonCheckpointEntries(store: MemoryStore): Promise<void> {	CODE
LOW	packages/core/tests/structured-output.test.ts	212	function buildMockAgentWithAdapter(config: AgentConfig, adapter: LLMAdapter): Agent {	CODE
LOW	packages/core/tests/journal-context-replace.test.ts	106	function expectDerivedBlocksReproduce(	CODE
LOW	packages/core/tests/helpers/eval-store-contract.ts	74	export function runEvalStoreContractSuite(	CODE
LOW	packages/core/tests/helpers/trace-store-contract.ts	90	export function runTraceStoreContractSuite(name: string, createStore: TraceStoreContractFactory): void {	CODE
LOW	packages/core/tests/helpers/memory-store-contract.ts	69	export function runMemoryStoreContractSuite(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	396	function extractGithubRepoFullNames(value: unknown): string[] {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	425	function textContainsNormalizedPhrase(text: string, phrase: string): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	453	function nonOfficialClaimNearTarget(text: string, target: string \| undefined): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	572	function normalizeDatasetCandidate(raw: string, evidenceKind: DatasetEvidenceKind): string \| undefined {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	625	function datasetEvidenceBaseConfidence(evidenceKind: DatasetEvidenceKind): number {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	640	function datasetEvidenceConfidence(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	658	function makeDatasetCandidateEvidence(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	675	function extractDatasetCandidateEvidenceFromText(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	701	function extractDatasetCandidateEvidenceFromPaths(paths: string[]): DatasetCandidateEvidence[] {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	725	function summarizeDatasetCandidates(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	765	function extractDatasetMentionsFromAstaSnippets(value: unknown): string[] {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	922	function buildDatasetCluesFromRepos(repoEvidence: Array<Record<string, unknown> \| undefined>): Array<Record<string, unkn	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1003	function isUnavailableSourcePayload(value: unknown): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1033	function hasSuccessfulSourcePayload(value: unknown): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1047	function collectSourceEvidenceStrings(value: unknown, acc: string[] = []): string[] {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1073	function hasReproductionFeedbackSignal(record: Record<string, unknown>): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1078	function sourceHasReproductionFeedbackSignal(value: unknown): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1095	function findDatasetRestrictionEvidence(text: string): string \| undefined {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1141	function extractedUnscopedEvidence(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1244	function liveUnscopedEvidenceFields(	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1317	function summarizeRelationshipHints(value: unknown): string[] {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1333	function scoreRepositoryForReplication(repo: Record<string, unknown>): number {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1382	function compactRepositoryEvidenceForCodeAgent(repo: Record<string, unknown>): Record<string, unknown> {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1408	function repoHasTrainingOrEvalPath(repo: Record<string, unknown>): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	1427	function repoHasUnofficialImplementationSignal(repo: Record<string, unknown>): boolean {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	2567	function assertPlannerDetectedConflicts(plan: ReplicationPlan, mode: SourceMode): void {	CODE
LOW	…ges/core/examples/cookbook/paper-replication-triage.ts	2585	function verifySourceTasksStartedTogether(resultTasks: readonly TaskExecutionRecord[]): void {	CODE
LOW⚡	packages/core/examples/cookbook/contract-review-dag.ts	39	function getAndIncrementAttempt(agentName: string): number {	CODE
LOW	…xamples/cookbook/commission-reconciliation-recovery.ts	480	function readInitialDependencyEvidence(prompt: string): InitialEvidence {	CODE
LOW	…xamples/cookbook/commission-reconciliation-recovery.ts	729	export async function runCommissionReconciliation(	CODE
LOW	packages/core/src/journal/tail-replay.ts	168	export function restoreConversationLineage(	CODE
LOW	packages/core/src/llm/bedrock.ts	102	function toBedrockToolResultContent(	CODE
LOW	packages/core/src/llm/azure-openai.ts	76	function resolveAzureDeploymentName(model: string): string {	CODE
LOW	packages/core/src/llm/anthropic.ts	109	function toAnthropicContentBlockParams(	CODE
LOW	packages/core/src/llm/anthropic.ts	281	function fromAnthropicContentBlock(	CODE
LOW	packages/core/src/llm/reasoning-fallback.ts	124	export function resolveReasoningOutboundMaxChars(	CODE
LOW	packages/core/src/llm/reasoning-fallback.ts	176	export function reasoningBlockToInlineText(	CODE
LOW	packages/core/src/llm/adapter.ts	63	function configuredProviderBaseURL(	CODE
LOW	packages/core/src/llm/openai-common.ts	45	export function toOpenAISdkReasoningEffort(	CODE
LOW	packages/core/src/llm/openai-common.ts	127	function toOpenAIToolAttachmentPart(part: Exclude<ToolResultContentPart, { type: 'text' }>): OpenAIUserContentPart {	CODE
LOW	packages/core/src/llm/egress.ts	202	export function rejectUnresolvedEgressTarget(	CODE
LOW	packages/core/src/llm/ai-sdk.ts	53	export function llmMessagesToAiSdkModelMessages(	CODE
LOW	packages/core/src/llm/ai-sdk.ts	214	function buildLlmResponseFromGenerateText(result: {	CODE
LOW	packages/core/src/agent/input.ts	30	function assertStructuredInputSupported(	CODE
LOW	packages/core/src/agent/structured-output.ts	22	export function buildStructuredOutputInstruction(schema: ZodSchema): string {	CODE
LOW	packages/core/src/agent/runner.ts	407	function stripMediaBlocksForSummary(messages: LLMMessage[]): LLMMessage[] {	CODE
LOW	packages/core/src/agent/runner.ts	508	function prependSyntheticPrefixToFirstUser(	CODE
LOW	packages/core/src/cli/oma.ts	120	export function renderCapturedRunDashboard(	CODE
LOW	packages/core/src/cli/oma.ts	144	export async function exportCurrentRunDashboard(	CODE
LOW	packages/core/src/observability/processors.ts	65	export class SensitiveDataProcessor extends DelegatingSink {	CODE
LOW	packages/core/src/image/openai.ts	40	export function isOpenAIContentPolicyError(body: ProviderErrorBody): boolean {	CODE
48 more matches not shown…

Modern AI Meta-Vocabulary32 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CHANGELOG.md	884	- Observability v2: trace spans and run identity (#371, #373 by @JackChen-me). Every run now carries a stable `runId	CODE
MEDIUM⚡	CHANGELOG.md	886	- Observability v2: sink and exporter lifecycle (#374 by @JackChen-me). The new `@open-multi-agent/core/observabilit	CODE
MEDIUM⚡	CHANGELOG.md	888	- Observability v2: trace stores (#375, #384 by @JackChen-me). A storage-independent `TraceStore` contract (append,	CODE
MEDIUM⚡	CHANGELOG.md	890	- New package: @open-multi-agent/otel 0.1.0 (#376, #385 by @JackChen-me). A separately installable adapter that maps	CODE
MEDIUM⚡	CHANGELOG.md	892	- Per-call tool gate (#377 by @scarab-systems). Optional `onToolCall` on `AgentConfig` / `OrchestratorConfig` runs a	CODE
MEDIUM⚡	CHANGELOG.md	894	- Generic process backend (#378 by @scarab-systems). The new `@open-multi-agent/core/process` subpath runs a local c	CODE
MEDIUM⚡	CHANGELOG.md	896	- Bash command risk classifier (#382 by @JackChen-me). `classifyBashCommand` behind the `@open-multi-agent/core/clas	CODE
MEDIUM	CHANGELOG.md	927	- External coding agents over ACP (#360 by @JackChen-me). OMA can now orchestrate an external coding agent over the	CODE
MEDIUM	CHANGELOG.md	927	- External coding agents over ACP (#360 by @JackChen-me). OMA can now orchestrate an external coding agent over the	CODE
MEDIUM	CHANGELOG.md	1034	- Deterministic model routing (#286 by @cat0825). Opt-in `modelRouting` sends different orchestration calls (coordin	CODE
MEDIUM	CHANGELOG.md	1195	#### Plan-only orchestration	COMMENT
MEDIUM	README.md	129	- [CodingScaffold](https://github.com/JRS1986/CodingScaffold): Agentic-coding scaffold that lists OMA as an optional	CODE
MEDIUM	README_zh.md	126	- [CodingScaffold](https://github.com/JRS1986/CodingScaffold)：agentic-coding 脚手架，把 OMA 列为可选编排后端，附带 `runTeam` 工作流模板。	CODE
MEDIUM	AGENTS.md	21	npm run test:scaffold # End-to-end create-oma-app scaffold smoke test	CODE
MEDIUM	docs/durable-approvals.md	236	[#313](https://github.com/open-multi-agent/open-multi-agent/issues/313).	CODE
MEDIUM	docs/glossary.md	36	\| Task DAG \| The directed acyclic graph of tasks a run executes, with edges from each task's `dependsOn`. It is prod	CODE
MEDIUM	docs/checkpoint.md	365	Append-only transition replay shipped as the opt-in [run journal](run-journal.md) ([#527](https://github.com/open-multi-	CODE
MEDIUM	docs/README.md	29	## Control orchestration	COMMENT
MEDIUM	docs/tool-configuration.md	247	Custom / runtime tools are exempt from the grant requirement — registering them _is_ the grant. Tools passed via `cu	CODE
MEDIUM	packages/core/README_zh.md	221	内置工具默认拒绝，且每个对模型可见的工具结果都会发送给你的模型 provider，读取与执行权限应审慎授予。工具可通过 `modelOutput` 将应用自有数据与发送给模型的文本、图片或文件内容分开；完整契约见[工具配置指南](https	CODE
MEDIUM	packages/core/AGENTS.md	1	# @open-multi-agent/core agent rules	COMMENT
MEDIUM	packages/core/examples/README.md	68	## patterns — orchestration patterns	COMMENT
MEDIUM	packages/core/src/agent/agent.ts	177	// External backend: it runs its own agentic loop, so none of the	COMMENT
MEDIUM	packages/core/src/agent/runner.ts	1228	// Main agentic loop — `while (true)` until end_turn or maxTurns	COMMENT
MEDIUM	packages/otel/README.md	1	# `@open-multi-agent/otel`	COMMENT
MEDIUM	packages/create-oma-app/AGENTS.md	5	- npm publishes an enumerated subset of `template/`. `package.json#files` includes `templates` wholesale but only sp	CODE
MEDIUM	.github/CONTRIBUTING.md	19	npm run dev # Watch-mode compilation for @open-multi-agent/core	CODE
MEDIUM	.github/CONTRIBUTING.md	24	npm run test:scaffold # End-to-end create-oma-app scaffold smoke test	CODE
MEDIUM⚡	.github/workflows/release-smoke.yml	5	# scaffolds the recommended PR-review starter, the @open-multi-agent/core it	COMMENT
MEDIUM⚡	.github/workflows/release-smoke.yml	9	# The second job covers @open-multi-agent/otel, which rides its own version	COMMENT
MEDIUM⚡	.github/workflows/release-smoke.yml	15	# anything. The pre-merge equivalents (`scaffold-e2e` and the `package` job's	COMMENT
MEDIUM	.github/workflows/release-smoke.yml	138	# @open-multi-agent/otel rides its own version track and carries no git	COMMENT

Verbosity Indicators45 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/examples/basics/multi-model-team.ts	185	// Step 1: researcher fetches the rates	COMMENT
LOW	packages/core/examples/basics/multi-model-team.ts	205	// Step 2: analyst writes the briefing, receiving the researcher output as context	COMMENT
LOW	packages/core/examples/patterns/fan-out-aggregate.ts	118	// Step 1: Fan-out — run all 3 analysts in parallel	COMMENT
LOW	packages/core/examples/patterns/fan-out-aggregate.ts	148	// Step 2: Aggregate — synthesizer reads all 3 analyses	COMMENT
LOW	…ges/core/examples/patterns/cross-provider-reasoning.ts	53	// Step 1: a reasoning-capable OpenAI model produces a turn that includes	COMMENT
LOW	…ges/core/examples/patterns/cross-provider-reasoning.ts	83	// Step 2: swap the model to Anthropic mid-conversation. Without	COMMENT
LOW⚡	packages/core/examples/cookbook/contract-review-dag.ts	46	// Step 1: Agent configurations (4 agents)	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	127	// Step 2: Task configurations (4 tasks)	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	143	// Step 3: Progress tracking	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	218	// Step 4: Parallelism verification	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	247	// Step 5: Orchestrator and Team configuration	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	263	// Step 6: Read contract text	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	317	// Step 7: Run the DAG	COMMENT
LOW	packages/core/examples/cookbook/meeting-summarizer.ts	155	// Step 1: Parallel fan-out with per-agent timing	COMMENT
LOW	packages/core/examples/cookbook/meeting-summarizer.ts	205	// Step 2: Parallelism assertion	COMMENT
LOW	packages/core/examples/cookbook/meeting-summarizer.ts	223	// Step 3: Aggregate into Markdown report	COMMENT
LOW	…/core/examples/cookbook/translation-backtranslation.ts	229	// Step 1: Agent A translates	COMMENT
LOW	…/core/examples/cookbook/translation-backtranslation.ts	248	// Step 2: Agent B back-translates	COMMENT
LOW	…/core/examples/cookbook/translation-backtranslation.ts	265	// Step 3: Agent C reviews semantic drift	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	42	// Step 1: Agent configurations (5 agents)	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	153	// Step 2: Task configurations (5 tasks)	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	169	// Step 3: Progress tracking	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	244	// Step 4: Parallelism verification	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	275	// Step 5: Orchestrator and Team configuration	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	314	// Step 6: Read fixture files	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	373	// Step 7: Run the DAG	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	122	// Step 1: recall long-term memory from previous runs	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	199	// Step 2: run the team — shared-memory writes are captured into TDAM	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	239	// Step 3: flush extraction so captures become searchable	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	253	// Step 4: verify — search the distilled long-term memories	COMMENT
LOW⚡	…ore/examples/integrations/with-engram/research-team.ts	167	// Step 1: Research	COMMENT
LOW⚡	…ore/examples/integrations/with-engram/research-team.ts	175	// Step 2: Fact-check	COMMENT
LOW⚡	…ore/examples/integrations/with-engram/research-team.ts	184	// Step 3: Write briefing	COMMENT
LOW	packages/core/src/llm/copilot.ts	117	// Step 1: Request a device code	COMMENT
LOW⚡	packages/core/src/llm/copilot.ts	134	// Step 2: Prompt the user via callback	COMMENT
LOW⚡	packages/core/src/llm/copilot.ts	137	// Step 3: Poll for the user to complete auth	COMMENT
LOW	packages/core/src/agent/runner.ts	1484	// Step 1: Call the LLM and collect the full response for this turn.	COMMENT
LOW	packages/core/src/agent/runner.ts	1508	// Step 2: Build the assistant message from the response content.	COMMENT
LOW	packages/core/src/agent/runner.ts	1613	// Step 3: Decide whether to continue looping.	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	1699	// Step 1: Coordinator decomposes goal into tasks	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	1783	// Step 2: Parse tasks from coordinator output	COMMENT
LOW⚡	packages/core/src/orchestrator/orchestrator.ts	1949	// Step 3: Auto-assign any unassigned tasks	COMMENT
LOW⚡	packages/core/src/orchestrator/orchestrator.ts	1956	// Step 4: Build pool and execute	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	2175	// Step 5: Coordinator synthesises final result	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	2875	// Step 2: run proposer(s); accumulate usage and honour the budget before judging.	COMMENT

Structural Annotation Overuse45 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/examples/basics/multi-model-team.ts	185	// Step 1: researcher fetches the rates	COMMENT
LOW	packages/core/examples/basics/multi-model-team.ts	205	// Step 2: analyst writes the briefing, receiving the researcher output as context	COMMENT
LOW	packages/core/examples/patterns/fan-out-aggregate.ts	118	// Step 1: Fan-out — run all 3 analysts in parallel	COMMENT
LOW	packages/core/examples/patterns/fan-out-aggregate.ts	148	// Step 2: Aggregate — synthesizer reads all 3 analyses	COMMENT
LOW	…ges/core/examples/patterns/cross-provider-reasoning.ts	53	// Step 1: a reasoning-capable OpenAI model produces a turn that includes	COMMENT
LOW	…ges/core/examples/patterns/cross-provider-reasoning.ts	83	// Step 2: swap the model to Anthropic mid-conversation. Without	COMMENT
LOW⚡	packages/core/examples/cookbook/contract-review-dag.ts	46	// Step 1: Agent configurations (4 agents)	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	127	// Step 2: Task configurations (4 tasks)	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	143	// Step 3: Progress tracking	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	218	// Step 4: Parallelism verification	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	247	// Step 5: Orchestrator and Team configuration	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	263	// Step 6: Read contract text	COMMENT
LOW	packages/core/examples/cookbook/contract-review-dag.ts	317	// Step 7: Run the DAG	COMMENT
LOW	packages/core/examples/cookbook/meeting-summarizer.ts	155	// Step 1: Parallel fan-out with per-agent timing	COMMENT
LOW	packages/core/examples/cookbook/meeting-summarizer.ts	205	// Step 2: Parallelism assertion	COMMENT
LOW	packages/core/examples/cookbook/meeting-summarizer.ts	223	// Step 3: Aggregate into Markdown report	COMMENT
LOW	…/core/examples/cookbook/translation-backtranslation.ts	229	// Step 1: Agent A translates	COMMENT
LOW	…/core/examples/cookbook/translation-backtranslation.ts	248	// Step 2: Agent B back-translates	COMMENT
LOW	…/core/examples/cookbook/translation-backtranslation.ts	265	// Step 3: Agent C reviews semantic drift	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	42	// Step 1: Agent configurations (5 agents)	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	153	// Step 2: Task configurations (5 tasks)	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	169	// Step 3: Progress tracking	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	244	// Step 4: Parallelism verification	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	275	// Step 5: Orchestrator and Team configuration	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	314	// Step 6: Read fixture files	COMMENT
LOW	…ages/core/examples/cookbook/incident-postmortem-dag.ts	373	// Step 7: Run the DAG	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	122	// Step 1: recall long-term memory from previous runs	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	199	// Step 2: run the team — shared-memory writes are captured into TDAM	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	239	// Step 3: flush extraction so captures become searchable	COMMENT
LOW	…integrations/with-tencentdb-memory/team-with-memory.ts	253	// Step 4: verify — search the distilled long-term memories	COMMENT
LOW⚡	…ore/examples/integrations/with-engram/research-team.ts	167	// Step 1: Research	COMMENT
LOW⚡	…ore/examples/integrations/with-engram/research-team.ts	175	// Step 2: Fact-check	COMMENT
LOW⚡	…ore/examples/integrations/with-engram/research-team.ts	184	// Step 3: Write briefing	COMMENT
LOW	packages/core/src/llm/copilot.ts	117	// Step 1: Request a device code	COMMENT
LOW⚡	packages/core/src/llm/copilot.ts	134	// Step 2: Prompt the user via callback	COMMENT
LOW⚡	packages/core/src/llm/copilot.ts	137	// Step 3: Poll for the user to complete auth	COMMENT
LOW	packages/core/src/agent/runner.ts	1484	// Step 1: Call the LLM and collect the full response for this turn.	COMMENT
LOW	packages/core/src/agent/runner.ts	1508	// Step 2: Build the assistant message from the response content.	COMMENT
LOW	packages/core/src/agent/runner.ts	1613	// Step 3: Decide whether to continue looping.	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	1699	// Step 1: Coordinator decomposes goal into tasks	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	1783	// Step 2: Parse tasks from coordinator output	COMMENT
LOW⚡	packages/core/src/orchestrator/orchestrator.ts	1949	// Step 3: Auto-assign any unassigned tasks	COMMENT
LOW⚡	packages/core/src/orchestrator/orchestrator.ts	1956	// Step 4: Build pool and execute	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	2175	// Step 5: Coordinator synthesises final result	COMMENT
LOW	packages/core/src/orchestrator/orchestrator.ts	2875	// Step 2: run proposer(s); accumulate usage and honour the budget before judging.	COMMENT

Fake / Example Data26 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/tests/context-strategy.test.ts	296	const FILLER = 'lorem ipsum dolor sit amet '.repeat(50) // ~1.3k chars	CODE
LOW	packages/core/tests/context-strategy.test.ts	296	const FILLER = 'lorem ipsum dolor sit amet '.repeat(50) // ~1.3k chars	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	58	['anthropic', () => new AnthropicAdapter('dummy-key'), 'own-issued' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	59	['gemini', () => new GeminiAdapter('dummy-key'), 'own-issued' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	60	['openai', () => new OpenAIAdapter('dummy-key'), 'never' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	61	['azure-openai', () => new AzureOpenAIAdapter('dummy-key', 'https://example.openai.azure.com'), 'never' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	62	['copilot', () => new CopilotAdapter('dummy-token'), 'never' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	63	['deepseek', () => new DeepSeekAdapter('dummy-key'), 'tool-use-only' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	64	['grok', () => new GrokAdapter('dummy-key'), 'never' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	65	['qiniu', () => new QiniuAdapter('dummy-key'), 'never' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	66	['minimax', () => new MiniMaxAdapter('dummy-key'), 'tool-use-only' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	67	['mimo', () => new MiMoAdapter('dummy-key'), 'tool-use-only' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	68	['hunyuan', () => new HunyuanAdapter('dummy-key'), 'tool-use-only' as const],	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	81	const parent = new OpenAIAdapter('dummy-key').capabilities	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	82	expect(new GrokAdapter('dummy-key').capabilities).toEqual(parent)	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	83	expect(new QiniuAdapter('dummy-key').capabilities).toEqual(parent)	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	92	expect(new DeepSeekAdapter('dummy-key').capabilities).toEqual({	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	95	expect(new MiMoAdapter('dummy-key').capabilities).toEqual({	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	98	expect(new HunyuanAdapter('dummy-key').capabilities).toEqual({	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	101	expect(new DeepSeekAdapter('dummy-key').capabilities).not.toEqual(	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	102	new OpenAIAdapter('dummy-key').capabilities,	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	104	expect(new MiMoAdapter('dummy-key').capabilities).not.toEqual(	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	105	new OpenAIAdapter('dummy-key').capabilities,	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	107	expect(new HunyuanAdapter('dummy-key').capabilities).not.toEqual(	CODE
LOW⚡	packages/core/tests/llm-adapter-capabilities.test.ts	108	new OpenAIAdapter('dummy-key').capabilities,	CODE
LOW	packages/core/tests/hunyuan-adapter.test.ts	48	const adapter = new HunyuanAdapter('dummy-key')	CODE

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…core/tests/e2e/coordinator-dependency-widening.test.ts	153	// ── Bug cases: brief declarations must not be widened ──────────────────	COMMENT
MEDIUM	…core/tests/e2e/coordinator-dependency-widening.test.ts	169	// ── Known-good: exhaustive declarations must still be fully wired ──────	COMMENT
MEDIUM	packages/core/examples/providers/gemma4-local.ts	102	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	packages/core/examples/providers/gemma4-local.ts	104	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	packages/core/examples/providers/gemma4-local.ts	155	// ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	packages/core/examples/providers/gemma4-local.ts	157	// ═══════════════════════════════════════════════════════════════════════════	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	docs/providers-atlascloud.md	34	export ATLASCLOUD_API_KEY=your-api-key	CODE
HIGH	docs/providers-atlascloud_zh.md	34	export ATLASCLOUD_API_KEY=your-api-key	CODE
HIGH	…/examples/integrations/with-tencentdb-memory/README.md	120	-e MODEL_API_KEY="your-api-key" \	CODE

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/examples/basics/multi-model-team.ts	101	// ---------------------------------------------------------------------------	COMMENT
LOW	…ges/core/examples/patterns/cross-provider-reasoning.ts	21	* Prerequisites:	COMMENT
LOW	…e/examples/cookbook/rare-disease-information-triage.ts	501	// Production source adapter sketch	COMMENT
LOW	…examples/cookbook/narrative-puzzle-hint-arbitration.ts	561	// Lore: load from game CMS with versioned narrative content	COMMENT
LOW	…kages/core/examples/cookbook/competitive-monitoring.ts	441	//	COMMENT
LOW	…examples/integrations/with-vercel-ai-sdk/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	packages/core/src/llm/openai.ts	81		COMMENT
LOW	packages/core/src/llm/openai-common.ts	321	} else if (block.type === 'reasoning') {	COMMENT
LOW	packages/core/src/llm/ai-sdk.ts	261	readonly name = 'ai-sdk'	COMMENT
LOW	packages/core/src/llm/hunyuan.ts	41	// `reasoning_content` to be backfilled on every follow-up request that	COMMENT
LOW	packages/release-bot/src/orchestrator.ts	121	// replace it because it is only checked after a call returns.	COMMENT
LOW	.github/workflows/release-smoke.yml	1	name: Release smoke	COMMENT
LOW	.github/workflows/supply-chain-audit.yml	1	name: Supply chain audit	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/core/tests/keywords.test.ts	87	// in the other direction, which is why agent selection stays robust	COMMENT

open-multi-agent/open-multi-agent

Open-Source Code Quality, Security and Technical Debt Review