3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

32.4K

Stars

Java

Language

654.9K

Lines of Code

3.8K

Files

808

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 415 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.0/100 · LOW

Are imports declared and package/API names verified? 55 finding(s).

Agent Over-Engineering Ratio 8.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 390 finding(s).

PR Review Velocity Impact 14.7/100 · LOW

Which changes need focused human review? 808 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 29HIGH 16MEDIUM 469LOW 294

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 808 distinct pattern matches across 18 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 Separators335 hits · 1054 pts

Severity	File	Line	Snippet	Context
MEDIUM	ui/e2e/pages.spec.ts	15	// ── Executions ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui/e2e/pages.spec.ts	43	// ── Definitions ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui/e2e/pages.spec.ts	101	// ── Scheduler Executions ─────────────────────────────────────────────────────	COMMENT
MEDIUM	ui/e2e/pages.spec.ts	118	// ── Task Queue ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui/e2e/pages.spec.ts	156	// ── Workbench ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/workflow-execution-search-filters.spec.ts	89	// ─── Filter form ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/workflow-execution-search-filters.spec.ts	197	// ─── Execution start time picker ───────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/workflow-execution-search-filters.spec.ts	315	// ─── SQL toggle mode ───────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	16	// ── Types ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	118	// ── Helpers ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	140	// ── Workflow definitions ───────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	167	// ── Workflow executions ────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	278	// ── Task definitions ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	293	// ── Event handlers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	331	// ── Scheduler definitions & executions ─────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/api-client.ts	486	// ── Agents (AgentSpan — requires conductor.integrations.ai.enabled=true) ───────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	294	// ── Helpers ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	440	// ── Tests ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…xt/e2e/integration/workflow-execution-complete.spec.ts	812	// ════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…xt/e2e/integration/workflow-execution-complete.spec.ts	817	// ════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	…xt/e2e/integration/workflow-execution-complete.spec.ts	819	// ── Workflow definitions ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	928	// ── Helper — wait until a specific task reaches SCHEDULED or IN_PROGRESS ─────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	952	// ── Test suite ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	984	// ── EVENT task ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	1068	// ── SIMPLE worker task ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…xt/e2e/integration/workflow-execution-complete.spec.ts	1176	// ── START_WORKFLOW task ───────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/scheduler-definitions.spec.ts	85	// ── List / editor ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/scheduler-definitions.spec.ts	172	// ── Create / delete via UI ─────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	23	// ── Fixtures ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	38	// ── Tests ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	147	// ── Basic settings ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	158	// ── Rate limit settings ────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	166	// ── Retry settings ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	178	// ── Timeout settings ───────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/task-definitions.spec.ts	187	// ── Input / Output keys ────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/event-handlers.spec.ts	54	// ── List / editor ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/event-handlers.spec.ts	98	// ── Create / delete ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…t/e2e/integration/workflow-http-wait-terminate.spec.ts	127	// ── Helpers ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…t/e2e/integration/workflow-http-wait-terminate.spec.ts	224	// ── Tests ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	162	// ── Workflow definitions ────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	352	// ── Setup / teardown ────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	380	// ── Tests: list page ────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	417	// ── Tests: Task tab — LLM_CHAT_COMPLETE ─────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	461	// ── Tests: Task tab — LLM_TEXT_COMPLETE ─────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	500	// ── Tests: Task tab — LLM_GENERATE_EMBEDDINGS ───────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	520	// ── Tests: Task tab — multi-LLM workflow ────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	570	// ── Tests: Task tab — tool-calling workflow ─────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/llm-workflows.spec.ts	595	// ── Tests: execute LLM workflows ────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/executions.spec.ts	56	// ── Helpers ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/executions.spec.ts	108	// ── Tests ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/workflows.spec.ts	42	// ── Fixtures ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	ui-next/e2e/integration/workflows.spec.ts	81	// ── Tests ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/pages/execution/AgentExecution/HumanInputPanel.tsx	99	// ─── Approval form ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…src/pages/execution/AgentExecution/HumanInputPanel.tsx	250	// ─── Manual agent selection form ──────────────────────────────────────────────	COMMENT
MEDIUM	…src/pages/execution/AgentExecution/HumanInputPanel.tsx	322	// ─── Panel wrapper ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rc/pages/execution/AgentExecution/AgentDetailPanel.tsx	37	// ─── Types ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rc/pages/execution/AgentExecution/AgentDetailPanel.tsx	61	// ─── Tab keys ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rc/pages/execution/AgentExecution/AgentDetailPanel.tsx	402	// ─── Summary key-value row (matches Conductor's KeyValueTable style) ──────────	COMMENT
MEDIUM	…rc/pages/execution/AgentExecution/AgentDetailPanel.tsx	458	// ─── Status pill chip (matches Conductor's status badge) ──────────────────────	COMMENT
MEDIUM	…rc/pages/execution/AgentExecution/AgentDetailPanel.tsx	501	// ─── Model display with provider icon ─────────────────────────────────────────	COMMENT
275 more matches not shown…

Modern AI Meta-Vocabulary118 hits · 350 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	76	"agentic_examples": "https://github.com/conductor-oss/javascript-sdk/tree/main/examples/agentic-workflows",	CODE
MEDIUM	ui-next/e2e/integration/workflows.spec.ts	217	// Matching this prefix confirms we have a fresh scaffold, not an existing def.	COMMENT
MEDIUM	ui-next/src/pages/execution/Execution.tsx	442	// (model/sub-agents/tools/guardrails), matching Conductor-Agents'	COMMENT
MEDIUM	…pages/execution/AgentExecution/AgentDefinitionView.tsx	508	// Tools/guardrails from the tools[] field	COMMENT
MEDIUM	docs/llms-full.txt	1464	## 2. Test orchestration with mocked tasks	COMMENT
MEDIUM	docs/llms-full.txt	3502	# Microservice orchestration	COMMENT
MEDIUM	docs/llms-full.txt	4521	# AI & LLM orchestration recipes	COMMENT
MEDIUM	docs/llms-full.txt	4572	### RAG pipeline with vector database (search + answer)	COMMENT
MEDIUM	docs/llms-full.txt	5206	# Anthropic (for RAG, extended thinking examples)	COMMENT
MEDIUM	docs/llms-full.txt	5217	# PostgreSQL Vector DB (for RAG examples)	COMMENT
MEDIUM	docs/documentation/clientsdks/python-sdk.md	310	# RAG pipeline	COMMENT
MEDIUM	docs/documentation/clientsdks/rust-sdk.md	333	# RAG pipeline	COMMENT
MEDIUM	docs/documentation/clientsdks/js-sdk.md	402	\| [function-calling.ts](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/function-ca	CODE
MEDIUM⚡	docs/documentation/clientsdks/js-sdk.md	464	See [examples/agentic-workflows/](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/)	CODE
MEDIUM⚡	docs/documentation/clientsdks/js-sdk.md	468	\| [llm-chat.ts](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/llm-chat.ts) \| Auto	CODE
MEDIUM⚡	docs/documentation/clientsdks/js-sdk.md	469	\| [llm-chat-human-in-loop.ts](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/llm-c	CODE
MEDIUM⚡	docs/documentation/clientsdks/js-sdk.md	470	\| [function-calling.ts](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/function-ca	CODE
MEDIUM⚡	docs/documentation/clientsdks/js-sdk.md	471	\| [mcp-weather-agent.ts](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/mcp-weathe	CODE
MEDIUM⚡	docs/documentation/clientsdks/js-sdk.md	472	\| [multiagent-chat.ts](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agentic-workflows/multiagent-c	CODE
MEDIUM	docs/documentation/clientsdks/js-sdk.md	517	\| [Agentic Workflows](https://github.com/conductor-oss/javascript-sdk/tree/main/examples/agentic-workflows) \| directory	CODE
MEDIUM	docs/documentation/clientsdks/java-sdk.md	496	Build AI agents where LLMs dynamically select and call Java workers as tools. All agentic examples live in [`AgenticExam	CODE
MEDIUM	docs/documentation/clientsdks/java-sdk.md	510	\| [RagWorkflowExample.java](https://github.com/conductor-oss/java-sdk/blob/main/examples/old/src/main/java/io/orkes/cond	CODE
MEDIUM	docs/documentation/clientsdks/java-sdk.md	511	\| [VectorDbExample.java](https://github.com/conductor-oss/java-sdk/blob/main/examples/old/src/main/java/io/orkes/conduct	CODE
MEDIUM	docs/documentation/clientsdks/java-sdk.md	588	\| [All AI examples](https://github.com/conductor-oss/java-sdk/blob/main/examples/old/src/main/java/io/orkes/conductor/sd	CODE
MEDIUM	docs/documentation/clientsdks/java-sdk.md	589	\| [RAG Workflow](https://github.com/conductor-oss/java-sdk/blob/main/examples/old/src/main/java/io/orkes/conductor/sdk/e	CODE
MEDIUM	docs/devguide/faq.md	59	## Can Conductor orchestrate AI agents?	COMMENT
MEDIUM	docs/devguide/faq.md	71	## Does Conductor support vector databases and RAG?	COMMENT
MEDIUM	docs/devguide/cookbook/files-api-usecase.md	63	## 2. AI-Powered Knowledge Base Builder (RAG Pipeline)	COMMENT
MEDIUM	docs/devguide/cookbook/microservice-orchestration.md	5	# Microservice orchestration	COMMENT
MEDIUM	docs/devguide/cookbook/ai-llm.md	6	# AI & LLM orchestration recipes	COMMENT
MEDIUM	docs/devguide/cookbook/ai-llm.md	57	### RAG pipeline with vector database (search + answer)	COMMENT
MEDIUM	docs/devguide/cookbook/ai-llm.md	691	# Anthropic (for RAG, extended thinking examples)	COMMENT
MEDIUM	docs/devguide/cookbook/ai-llm.md	702	# PostgreSQL Vector DB (for RAG examples)	COMMENT
MEDIUM	docs/devguide/ai/why-conductor.md	162	## RAG pipelines — native vector database support	COMMENT
MEDIUM	docs/devguide/ai/why-conductor.md	270	## Explicit orchestration, ordinary workers	COMMENT
MEDIUM	docs/devguide/ai/first-ai-agent.md	14	<a class="integration-action-card" href="#step-2-create-the-agentic-workflow-graph">	CODE
MEDIUM	docs/devguide/ai/first-ai-agent.md	90	## Step 2: Create the agentic workflow graph	COMMENT
MEDIUM	docs/devguide/ai/llm-orchestration.md	5	# LLM orchestration	COMMENT
MEDIUM	docs/devguide/ai/llm-orchestration.md	110	### Example: RAG pipeline	COMMENT
MEDIUM	docs/devguide/ai/agent-evals.md	107	## Test guardrails and side effects	COMMENT
MEDIUM	docs/devguide/ai/cookbook/agent-guardrails.md	54	\| TypeScript \| [`36-simple-agent-guardrails.ts`](https://github.com/conductor-oss/javascript-sdk/blob/main/examples/agen	CODE
MEDIUM	docs/devguide/ai/cookbook/rag-agent.md	5	# RAG Agent	COMMENT
MEDIUM	docs/devguide/concepts/tasks.md	186	### Vector databases and RAG	COMMENT
MEDIUM	docs/devguide/how-tos/Workflows/testing-workflows.md	27	## 2. Test orchestration with mocked tasks	COMMENT
MEDIUM	docs/architecture/json-native.md	106	Because the definition is inert, execution is deterministic. Given the same inputs, Conductor schedules the same tasks i	CODE
MEDIUM	…oross/conductor/common/metadata/agent/AgentConfig.java	146	* {@link Strategy#PLAN_EXECUTE}. The planner can be a simple agent or a multi-agent (e.g.	COMMENT
MEDIUM	ai/README.md	1041	### 6. RAG (Retrieval Augmented Generation)	COMMENT
MEDIUM	ai/README.md	1089	#### Complete RAG Demo (Index + Search + Answer)	COMMENT
MEDIUM	ai/examples/README.md	24	# Anthropic (optional, for RAG examples)	COMMENT
MEDIUM	ai/examples/README.md	36	# PostgreSQL Vector DB (for RAG/embedding examples)	COMMENT
MEDIUM	ai/examples/README.md	231	### 6. RAG (Basic)	COMMENT
MEDIUM	ai/examples/README.md	245	### 7. RAG (Complete Demo)	COMMENT
MEDIUM	scripts/fetch-sdk-docs.py	35	("csharp-sdk", "csharp-sdk.md", "C#", "csharp-examples", "Build Conductor workers in C#/.NET wi	CODE
MEDIUM	…lel_agents/3_5f58bc9d-7f9d-4b0b-ad8d-bc8c003f635c.json	49	"text" : "# Risk Analysis: Launching an AI-Powered Healthcare Diagnostic Tool in the U.S.\n\n## Executive assess	CODE
MEDIUM	…lel_agents/2_3ee63e99-45ce-4585-abdf-38fb0e7a5912.json	49	"text" : "# US Market Analysis: AI-Powered Healthcare Diagnostic Tool\n\n## 1. Market overview\n\nThe US is the	CODE
MEDIUM⚡	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# Impact of AI Agents	CODE
MEDIUM⚡	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# Impact of AI Agents	CODE
MEDIUM⚡	…l_pipeline/1_3ba58b0c-cec6-47df-a2f1-d9804774d5f0.json	49	"text" : "# Impact of AI Agents on Software Development in 2025\n\n## Scope\n\nIn 2025, “AI agents” generally re	CODE
MEDIUM⚡	…l_pipeline/1_3ba58b0c-cec6-47df-a2f1-d9804774d5f0.json	49	"text" : "# Impact of AI Agents on Software Development in 2025\n\n## Scope\n\nIn 2025, “AI agents” generally re	CODE
MEDIUM	…tegration/agent/AgentSpanRegistrationEndToEndTest.java	125	// ask_question" instruction in this agentic, multi-turn shape (it sometimes	COMMENT
58 more matches not shown…

Hallucination Indicators29 hits · 320 pts

Severity	File	Line	Snippet	Context
CRITICAL	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	462	new org.apache.kafka.common.errors.UnknownTopicOrPartitionException(	CODE
CRITICAL	…netflix/conductor/redis/dao/RedisExecutionDAOTest.java	380	new com.netflix.conductor.common.metadata.workflow.WorkflowTask();	CODE
CRITICAL	…netflix/conductor/redis/dao/RedisExecutionDAOTest.java	417	new com.netflix.conductor.common.metadata.workflow.WorkflowTask();	CODE
CRITICAL	…netflix/conductor/benchmark/ScriptEngineBenchmark.java	254	Object copy = com.netflix.conductor.core.events.ScriptEvaluator.deepCopy(input);	CODE
CRITICAL	…netflix/conductor/benchmark/ScriptEngineBenchmark.java	255	return com.netflix.conductor.core.events.ScriptEvaluator.eval(script, copy);	CODE
CRITICAL	…netflix/conductor/benchmark/ScriptEngineBenchmark.java	294	Object inputCopy = com.netflix.conductor.core.events.ScriptEvaluator.deepCopy(input);	CODE
CRITICAL⚡	…netflix/conductor/benchmark/ScriptEngineBenchmark.java	356	v8 = com.caoccao.javet.interop.V8Host.getV8Instance().createV8Runtime();	CODE
CRITICAL⚡	…netflix/conductor/benchmark/ScriptEngineBenchmark.java	360	v8.setConverter(new com.caoccao.javet.interop.converters.JavetObjectConverter());	CODE
CRITICAL⚡	…netflix/conductor/benchmark/ScriptEngineBenchmark.java	368	Object inputCopy = com.netflix.conductor.core.events.ScriptEvaluator.deepCopy(input);	CODE
CRITICAL	…x/conductor/sqs/eventqueue/SQSObservableQueueTest.java	78	software.amazon.awssdk.services.sqs.model.Message.builder()	CODE
CRITICAL	…conductor/es8/config/ElasticSearchV8Configuration.java	131	return org.apache.http.ssl.SSLContexts.custom().loadTrustMaterial(trustStore, null).build();	CODE
CRITICAL	…nductoross/conductor/ai/LLMHelperChatCompleteTest.java	583	org.junit.jupiter.api.Assertions.assertThrows(	CODE
CRITICAL	…s/conductor/ai/integration/AIModelIntegrationTest.java	802	com.google.auth.oauth2.GoogleCredentials.fromStream(	CODE
CRITICAL	…ductoross/conductor/ai/recording/LLMRecordingTest.java	602	org.conductoross.conductor.ai.model.ToolCall.builder()	CODE
CRITICAL	…ss/conductor/ai/providers/gemini/GeminiVertexTest.java	152	org.junit.jupiter.api.Assumptions.assumeTrue(	CODE
CRITICAL	…main/java/org/conductoross/conductor/ai/LLMHelper.java	413	org.conductoross.conductor.ai.model.Media.builder()	CODE
CRITICAL	…main/java/org/conductoross/conductor/ai/LLMHelper.java	491	org.conductoross.conductor.ai.model.Media.builder()	CODE
CRITICAL	…main/java/org/conductoross/conductor/ai/LLMHelper.java	503	org.conductoross.conductor.ai.model.Media.builder()	CODE
CRITICAL	…main/java/org/conductoross/conductor/ai/LLMHelper.java	512	org.conductoross.conductor.ai.model.Media.builder()	CODE
CRITICAL	…oross/conductor/ai/providers/gemini/api/GeminiApi.java	75	new com.netflix.conductor.common.config.ObjectMapperProvider().getObjectMapper();	CODE
CRITICAL	…ss/conductor/ai/providers/stabilityai/StabilityAI.java	146	return org.springframework.ai.image.ImageOptionsBuilder.builder()	CODE
CRITICAL	…ctor/ai/providers/openai/OpenAIResponsesChatModel.java	267	new org.springframework.ai.chat.metadata.DefaultUsage(	CODE
CRITICAL	…/test/java/io/conductor/e2e/workflow/JavaSDKTests.java	95	@com.netflix.conductor.sdk.workflow.task.InputParam("name") String name) {	CODE
CRITICAL⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	53	new com.netflix.conductor.common.metadata.workflow.WorkflowTask();	CODE
CRITICAL⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	81	new com.netflix.conductor.common.metadata.workflow.StartWorkflowRequest();	CODE
CRITICAL⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	89	org.junit.jupiter.api.Assertions.assertTrue(	CODE
CRITICAL	…/agentspan/runtime/service/AgentEventListenerTest.java	357	var definition = new com.netflix.conductor.common.metadata.workflow.WorkflowDef();	CODE
CRITICAL	…x/conductor/rest/controllers/WorkflowResourceTest.java	689	List.of(new com.netflix.conductor.common.metadata.workflow.WorkflowTask()));	CODE
CRITICAL	…x/conductor/rest/controllers/WorkflowResourceTest.java	963	List.of(new com.netflix.conductor.common.metadata.workflow.WorkflowTask()));	CODE

Structural Annotation Overuse86 hits · 153 pts

Severity	File	Line	Snippet	Context
LOW	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	377	// Step 1: Mock TopicDescription	COMMENT
LOW	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	395	// Step 2: Mock Offsets	COMMENT
LOW⚡	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	411	// Step 3: Call the `size` method	COMMENT
LOW⚡	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	414	// Step 4: Verify the size is correctly calculated	COMMENT
LOW⚡	ui-next/src/utils/utils.ts	254	// Step 1: Sort the array	COMMENT
LOW⚡	ui-next/src/utils/utils.ts	257	// Step 2: Loop through the sorted array and find the missing numbers	COMMENT
LOW	ui-next/src/utils/utils.ts	270	// Step 3: Return the next missing number	COMMENT
LOW	…flix/conductor/core/execution/WorkflowExecutorOps.java	1952	// Step 1: Apply * mapping to all tasks, if present.	COMMENT
LOW	…flix/conductor/core/execution/WorkflowExecutorOps.java	1966	// Step 2: Override additional mappings.	COMMENT
LOW	…s/conductor/scheduler/redis/dao/RedisSchedulerDAO.java	192	// NOTE: This method performs multiple independent Redis commands without transactional	COMMENT
LOW	docs/documentation/clientsdks/go-sdk.md	40	### Step 1: Creating the workflow by code	COMMENT
LOW	docs/documentation/clientsdks/go-sdk.md	132	### Step 2: Creating the worker	COMMENT
LOW	docs/documentation/clientsdks/go-sdk.md	151	### Step 3: Running the application	COMMENT
LOW	docs/devguide/ai/first-ai-agent.md	37	## Step 1: Build and deploy an agent with the SDK	COMMENT
LOW	docs/devguide/ai/first-ai-agent.md	90	## Step 2: Create the agentic workflow graph	COMMENT
LOW	docs/devguide/ai/first-ai-agent.md	142	## Step 3: Register and run the graph	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	85	### Step 1: Create the workflow	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	195	### Step 2: Create the compensation workflow	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	205	### Step 3: Write a custom worker	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	231	### Step 4: Run the workflow	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	248	### Step 5: Approve the review	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	263	### Step 6: Monitor and debug	COMMENT
LOW	docs/devguide/how-tos/conductor-skills.md	291	### Step 7: Visualize	COMMENT
LOW	ai/CONTRIBUTING.md	45	### Step 1: Create Provider Package	COMMENT
LOW	ai/CONTRIBUTING.md	55	### Step 2: Implement AIModel Interface	COMMENT
LOW	ai/CONTRIBUTING.md	93	### Step 3: Create Configuration Class	COMMENT
LOW	ai/CONTRIBUTING.md	125	### Step 4: Create Properties Class	COMMENT
LOW	ai/CONTRIBUTING.md	143	### Step 5: Add Tests	COMMENT
LOW	ai/CONTRIBUTING.md	181	### Step 6: Add Video Generation Support (Optional)	COMMENT
LOW	ai/CONTRIBUTING.md	263	### Step 7: Update Documentation	COMMENT
LOW	ai/CONTRIBUTING.md	271	### Step 1: Create Config Class	COMMENT
LOW	ai/CONTRIBUTING.md	295	### Step 2: Implement VectorDB Class	COMMENT
LOW	ai/CONTRIBUTING.md	322	### Step 3: Register in VectorDBInstanceConfig	COMMENT
LOW	ai/CONTRIBUTING.md	326	### Step 4: Add Integration Tests	COMMENT
LOW	ai/CONTRIBUTING.md	350	### Step 1: Create Request Model	COMMENT
LOW	ai/CONTRIBUTING.md	367	### Step 2: Create Worker Class	COMMENT
LOW	ai/CONTRIBUTING.md	392	### Step 3: Add Task Tests	COMMENT
LOW⚡	ai/examples/README.md	132	### Step 1: Register a Workflow	COMMENT
LOW⚡	ai/examples/README.md	141	### Step 2: Execute the Workflow	COMMENT
LOW⚡	ai/examples/README.md	150	### Step 3: Check the Result	COMMENT
LOW⚡	…toross/conductor/ai/video/VideoProviderMemoryTest.java	43	// Step 1: Store using fromBytes (optimized way)	COMMENT
LOW⚡	…toross/conductor/ai/video/VideoProviderMemoryTest.java	46	// Step 2: Access bytes	COMMENT
LOW⚡	…toross/conductor/ai/video/VideoProviderMemoryTest.java	49	// Step 3: Store in Media	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	65	// Step 1: Parse markdown to AST	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	68	// Step 2: Create PDF document	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	70	// Step 3: Configure page size	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	73	// Step 4: Set PDF metadata	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	76	// Step 5: Create render context	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	89	// Step 6: Render AST to PDF	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	94	// Step 7: Close the last content stream	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	99	// Step 8: Save to bytes	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	270	### Step 1: Update Dependencies (DONE)	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	277	### Step 2: Update Client Initialization	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	293	### Step 3: Migrate Query Builder Methods	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	312	### Step 4: Migrate Search Methods	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	326	### Step 5: Migrate Index/Update Methods	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	338	### Step 6: Migrate Delete Methods	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	344	### Step 7: Migrate Bulk Operations	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	355	### Step 8: Fix Sorting	COMMENT
LOW	os-persistence-v3/MIGRATION_GUIDE.md	372	### Step 9: Update Exception Handling	COMMENT
26 more matches not shown…

Verbosity Indicators47 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	377	// Step 1: Mock TopicDescription	COMMENT
LOW	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	395	// Step 2: Mock Offsets	COMMENT
LOW⚡	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	411	// Step 3: Call the `size` method	COMMENT
LOW⚡	…uctor/kafkaeq/eventqueue/KafkaObservableQueueTest.java	414	// Step 4: Verify the size is correctly calculated	COMMENT
LOW⚡	ui-next/src/utils/utils.ts	254	// Step 1: Sort the array	COMMENT
LOW⚡	ui-next/src/utils/utils.ts	257	// Step 2: Loop through the sorted array and find the missing numbers	COMMENT
LOW	ui-next/src/utils/utils.ts	270	// Step 3: Return the next missing number	COMMENT
LOW	…flix/conductor/core/execution/WorkflowExecutorOps.java	1952	// Step 1: Apply * mapping to all tasks, if present.	COMMENT
LOW	…flix/conductor/core/execution/WorkflowExecutorOps.java	1966	// Step 2: Override additional mappings.	COMMENT
LOW	…om/netflix/conductor/core/execution/tasks/DoWhile.java	161	// if we are here, the iteration is complete, and we need to check if there is a next	COMMENT
LOW⚡	…toross/conductor/ai/video/VideoProviderMemoryTest.java	43	// Step 1: Store using fromBytes (optimized way)	COMMENT
LOW⚡	…toross/conductor/ai/video/VideoProviderMemoryTest.java	46	// Step 2: Access bytes	COMMENT
LOW⚡	…toross/conductor/ai/video/VideoProviderMemoryTest.java	49	// Step 3: Store in Media	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	65	// Step 1: Parse markdown to AST	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	68	// Step 2: Create PDF document	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	70	// Step 3: Configure page size	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	73	// Step 4: Set PDF metadata	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	76	// Step 5: Create render context	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	89	// Step 6: Render AST to PDF	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	94	// Step 7: Close the last content stream	COMMENT
LOW⚡	…ductoross/conductor/ai/pdf/MarkdownToPdfConverter.java	99	// Step 8: Save to bytes	COMMENT
LOW⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	44	// Step 1: Register a test task definition	COMMENT
LOW⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	50	// Step 2: Register a workflow definition using this task	COMMENT
LOW	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	66	// Step 3: Start a thread that constantly calls updateTaskDef	COMMENT
LOW⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	79	// Step 4: Start a workflow while the updater thread is running	COMMENT
LOW⚡	…t/java/io/conductor/e2e/workflow/ClearContextTest.java	86	// Step 5: Fetch the workflow and assert ownerApp is empty	COMMENT
LOW⚡	…va/io/conductor/e2e/task/ConcurrentExecLimitTests.java	244	// Step 1: poll first task - should get exactly one because concurrentExecLimit=1.	COMMENT
LOW⚡	…va/io/conductor/e2e/task/ConcurrentExecLimitTests.java	252	// Step 2: poll again - should be empty because B fails exceedsInProgressLimit and gets	COMMENT
LOW⚡	…va/io/conductor/e2e/task/ConcurrentExecLimitTests.java	262	// Step 3: complete A. This frees the slot and (post-fix) releases B's postpone.	COMMENT
LOW⚡	…va/io/conductor/e2e/task/ConcurrentExecLimitTests.java	271	// Step 4: B should now be pollable quickly. Allow 5s; pre-fix the bug forces ~60s.	COMMENT
LOW	…a/io/conductor/e2e/control/SubWorkflowInlineTests.java	186	// Step 1: wf_builder SIMPLE task is SCHEDULED — wait then complete it with the	COMMENT
LOW	…a/io/conductor/e2e/control/SubWorkflowInlineTests.java	208	// Step 2: The SUB_WORKFLOW task must become IN_PROGRESS, meaning the expression was	COMMENT
LOW	…a/io/conductor/e2e/control/SubWorkflowInlineTests.java	227	// Step 3: Iteration 1 (product = 1×5 = 5, 5 > 5 = false) runs entirely via system	COMMENT
LOW	…a/io/conductor/e2e/control/SubWorkflowInlineTests.java	260	// Step 4: After high_task completes, the DO_WHILE condition evaluates to false	COMMENT
LOW	…a/io/conductor/e2e/control/SubWorkflowInlineTests.java	279	// Step 5: Parent workflow completes once the SUB_WORKFLOW task is done.	COMMENT
LOW⚡	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	75	// Step 1: Parse SKILL.md frontmatter	COMMENT
LOW⚡	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	83	// Step 2: Auto-split large SKILL.md bodies into sections	COMMENT
LOW	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	101	// Step 3: Build orchestrator AgentConfig	COMMENT
LOW	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	115	// Step 4: Build sub-agents from *-agent.md files	COMMENT
LOW	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	166	// Step 5: Build tools from scripts	COMMENT
LOW	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	195	// Step 6: Build read_skill_file tool	COMMENT
LOW⚡	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	243	// Step 7: Build per-run workspace tools	COMMENT
LOW⚡	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	248	// Step 8: Wire cross-skill references	COMMENT
LOW	…r/ai/agentspan/runtime/normalizer/SkillNormalizer.java	303	// Step 9: Assemble	COMMENT
LOW⚡	…r/ai/agentspan/runtime/service/AgentEventListener.java	478	// Step 1: strip trailing __N (turn counter)	COMMENT
LOW⚡	…r/ai/agentspan/runtime/service/AgentEventListener.java	481	// Step 2: strip strategy-indexed prefixes	COMMENT
LOW	…r/ai/agentspan/runtime/service/AgentEventListener.java	493	// Step 3: strip leading N_ index prefix (e.g. "0_billing")	COMMENT

Over-Commented Block81 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW	main.py	1	import html	COMMENT
LOW	conductor_server.sh	1	#!/bin/sh	COMMENT
LOW	ui/playwright/index.tsx	1	// Entry point for Playwright component testing.	COMMENT
LOW	ui/src/serviceWorker.js	1	// This optional code is used to register a service worker.	COMMENT
LOW	ui/src/setupTests.js	1	// jest-dom adds custom jest matchers for asserting on DOM nodes.	COMMENT
LOW	…m/netflix/conductor/sqlite/dao/SqliteIndexDAOTest.java	581	assertEquals("No results returned", 1, results.getResults().size());	COMMENT
LOW	ui-next/src/monacoLoader.ts	1	import { loader } from "@monaco-editor/react";	COMMENT
LOW	ui-next/src/index.ts	41	// Integration modal	COMMENT
LOW	ui-next/src/index.ts	141	} from "./shared/state/types";	COMMENT
LOW	ui-next/src/utils/constants/regex.ts	1	export const CONTAIN_VARIABLE_SYNTAX_REGEX = /^(?=.?[${}]{1}).$/;	COMMENT
LOW	…xt/src/pages/queueMonitor/refresher/RefreshOptions.tsx	21	import {	COMMENT
LOW	…orPanel/TaskFormTab/forms/SimpleTaskForm/SampleCode.ts	101		COMMENT
LOW	ui-next/src/pages/definition/state/action.ts	661	});	COMMENT
LOW	…va/com/netflix/conductor/redislock/lock/RedisLock.java	101	// A Valid failure to acquire lock when another thread has acquired it returns false.	COMMENT
LOW	docker/docker-compose-ui-e2e.yaml	1	# Docker Compose stack for Playwright UI integration tests.	COMMENT
LOW	docker/server/bin/startup.sh	1	#!/bin/sh	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	21	// public static final int PRODUCER_BATCH = 10; // make sure MSGS % PRODUCER_BATCH == 0	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	41	// public void setUp() {	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	61	//	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	81	// Thread.sleep(200);	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	101	// }	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	121	// } catch (Exception e) {	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	141	//	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	161	// LOGGER.info("Unacked");	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	181	//	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	201	//	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	221	// while (true) {	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	241	//	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	261	// LOGGER.error("Something went wrong with worker during poll", e);	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	281	// throw new RuntimeException(e);	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	301	//	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	321	// LOGGER.info("Pushed ALL");	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	341	// E.getWorkflowsByCorrelationId("abcd", "2", true).size());	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	361	// Thread.sleep(COMPLETION_MONITOR_DELAY);	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	381	// }	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	401	// wf.setTasks(randomTasks);	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	421	// }).collect(Collectors.toList());	COMMENT
LOW	…ix/conductor/postgres/performance/PerformanceTest.java	441	// try {	COMMENT
LOW	…etflix/conductor/core/execution/tasks/DoWhileTest.java	1401	assertFalse(	COMMENT
LOW	…ross/conductor/model/WorkflowSignalReturnStrategy.java	41	// made to notify with	COMMENT
LOW	ai/src/test/resources/ai-test-env.sh	1	#!/bin/bash	COMMENT
LOW	ai/src/test/resources/ai-test-env.sh	21	export ANTHROPIC_API_KEY="your-anthropic-api-key"	COMMENT
LOW	ai/src/test/resources/ai-test-env.sh	41	# export MISTRAL_BASE_URL="https://api.mistral.ai"	COMMENT
LOW	ai/src/test/resources/ai-test-env.sh	61	export COHERE_API_KEY="your-cohere-api-key"	COMMENT
LOW	…rc/test/resources/a2a/durable-demo/run-durable-demo.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…rc/test/resources/a2a/interop-demo/run-interop-demo.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…toross/conductor/ai/vectordb/PostgresVectorDBTest.java	321	// Verify query operator for cosine (<=>)	COMMENT
LOW	…ai/mapper/AIModelTaskMapperPreviousResponseIdTest.java	181	// Regression: getHistory() used to be skipped entirely when	COMMENT
LOW	…/conductor/ai/tasks/mapper/ChatCompleteTaskMapper.java	181	// (b) the provider declares it doesn't accept assistant-message prefill	COMMENT
LOW	.github/workflows/publish-next.yaml	1	name: Publish Next (ui-next)	COMMENT
LOW	.github/workflows/publish.yml	41	env:	COMMENT
LOW	.github/workflows/update-ui-snapshots.yml	1	# Regenerates the Playwright reference snapshots for ui-next on demand.	COMMENT
LOW	.github/workflows/review-policy.yml	1	name: review-policy	COMMENT
LOW	…nductor/grpc/server/service/HealthServiceImplTest.java	21	// @Rule	COMMENT
LOW	…nductor/grpc/server/service/HealthServiceImplTest.java	41	//	COMMENT
LOW	…nductor/grpc/server/service/HealthServiceImplTest.java	61	// addService(serverName, healthyService);	COMMENT
LOW	…nductor/grpc/server/service/HealthServiceImplTest.java	81	// when(hca.check()).thenReturn(hcsf);	COMMENT
LOW	…/test/java/io/conductor/e2e/task/RetryPolicyTests.java	721	// responseTimeout=3s, the sweeper would not re-evaluate until ~30s, missing	COMMENT
LOW	…t/java/io/conductor/e2e/task/LLMChatCompleteTests.java	541	+ OPENAI_REASONING_MODEL	COMMENT
LOW	…t/java/io/conductor/e2e/task/LLMChatCompleteTests.java	601	// possible (turn 3 → turn 2's id, etc.). Tested at the unit layer too, but	COMMENT
21 more matches not shown…

Magic Placeholder Names10 hits · 62 pts

Severity	File	Line	Snippet	Context
HIGH⚡	ai/README.md	736	export OPENAI_API_KEY=sk-your-api-key	CODE
HIGH⚡	ai/README.md	737	export ANTHROPIC_API_KEY=sk-ant-your-api-key	CODE
HIGH⚡	ai/README.md	744	$env:OPENAI_API_KEY = "sk-your-api-key"	CODE
HIGH⚡	ai/README.md	745	$env:ANTHROPIC_API_KEY = "sk-ant-your-api-key"	CODE
HIGH	ai/README.md	760	-e OPENAI_API_KEY=sk-your-api-key \	CODE
HIGH	ai/README.md	761	-e ANTHROPIC_API_KEY=sk-ant-your-api-key \	CODE
HIGH	ai/README.md	786	OPENAI_API_KEY=sk-your-api-key	CODE
HIGH	ai/README.md	787	ANTHROPIC_API_KEY=sk-ant-your-api-key	CODE
HIGH	ai/README.md	804	-e GEMINI_API_KEY=your-api-key \	CODE
HIGH	…ross/conductor/ai/vectordb/VectorDBInstanceConfig.java	44	* apiKey: "your-api-key"	COMMENT

Hyper-Verbose Identifiers52 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/data/workflow.js	142	export function useWorkflowNamesAndVersions() {	CODE
LOW	ui/src/data/scheduler.js	71	export function useSchedulerExecutionSearch(searchObj) {	CODE
LOW	ui-next/e2e/integration/api-client.ts	430	export async function searchSchedulerExecutions(params: {	CODE
LOW	ui-next/e2e/integration/api-client.ts	451	export async function waitForSchedulerExecution(	CODE
LOW	ui-next/e2e/integration/helpers.ts	69	export async function waitForExecutionDiagramReady(page: Page): Promise<void> {	CODE
LOW	ui-next/e2e/integration/helpers.ts	101	export async function setDiagramSnapshotViewport(page: Page): Promise<void> {	CODE
LOW	ui-next/e2e/integration/helpers.ts	120	export async function expectMainContentScreenshot(	CODE
LOW	…xt/e2e/integration/workflow-execution-complete.spec.ts	317	async function expectExecutionStatusChip(	CODE
LOW	…t/e2e/integration/workflow-http-wait-terminate.spec.ts	136	async function expectExecutionStatusChip(	CODE
LOW	ui-next/e2e/integration/llm-workflows.spec.ts	67	async function expectExecutionStatusChip(	CODE
LOW	ui-next/e2e/integration/llm-workflows.spec.ts	136	async function runLlmWorkflowToCompletion(	CODE
LOW	ui-next/e2e/helpers/mockApi.ts	299	export async function mockSchemaReferencingTaskDef(page: Page): Promise<void> {	CODE
LOW	ui-next/e2e/helpers/mockApi.ts	330	export async function mockMissingSchemaRegistry(page: Page): Promise<void> {	CODE
LOW	ui-next/src/utils/helpers.ts	245	export function replacePathPlaceholdersToWorkflowInput(path: string): string {	CODE
LOW	ui-next/src/utils/workflow.ts	327	export function scanTasksForDependenciesInTasks(tasks: CommonTaskDef[]) {	CODE
LOW	ui-next/src/utils/workflow.ts	378	export function scanTasksForDependenciesInWorkflow(workflow: WorkflowDef) {	CODE
LOW	ui-next/src/utils/resolveDefaultHomePath.ts	32	export function findFirstNavigableSidebarPath(	CODE
LOW	ui-next/src/utils/agentMetadata.ts	222	export async function resolveAgentSnapshotsInWorkflow(	CODE
LOW	ui-next/src/utils/query.ts	539	export function useWorkflowNamesAndVersions(): Map<string, number[]> {	CODE
LOW	ui-next/src/utils/query.ts	548	export function useWorkflowDefsByVersions({	CODE
LOW	ui-next/src/components/features/auth/silentRefresh.ts	14	export function hasRefreshPermanentlyFailed(): boolean {	CODE
LOW	…ts/features/flow/components/shapes/TaskCard/helpers.ts	13	export function dowhileHasAllIterationsInOutput(	CODE
LOW	…ts/features/flow/components/shapes/TaskCard/helpers.ts	32	export function dowhileHasSummarizedIterations(	CODE
LOW	ui-next/src/pages/scheduler/__tests__/hooks.test.ts	542	function buildWorkflowDefByVersions(	CODE
LOW	ui-next/src/pages/scheduler/hooks/useCronExpression.ts	23	function calculateLastDayOffsetMatches(	CODE
LOW	ui-next/src/pages/agent/guideMarkdown.ts	3	export function resolveAgentGuideMarkdown(markdown: string) {	CODE
LOW	ui-next/src/pages/runWorkflow/runWorkflowUtils.ts	139	export function getTemplateFromInputParams(inputParamsArray: any) {	CODE
LOW	…rPanel/TaskFormTab/forms/JOINTaskForm/JOINTaskForm.tsx	87	async function setPossibleTaskReferencesAsync(	CODE
LOW	ui-next/src/pages/execution/helpers.ts	60	export function findTaskFromExecutionStatusMapById(	CODE
LOW	…/pages/execution/RightPanel/doWhileIterationHelpers.ts	12	export function deriveFallbackIterationStatus(	CODE
LOW	…/pages/execution/AgentExecution/agentExecutionUtils.ts	378	function sortTasksByWorkflowSequence(tasks: ExecutionTask[]): ExecutionTask[] {	CODE
LOW	…/pages/execution/AgentExecution/agentExecutionUtils.ts	398	function parallelGroupsByTaskReference(	CODE
LOW	…/pages/execution/AgentExecution/agentExecutionUtils.ts	722	function transformChainWorkflowToAgentRun(	CODE
LOW	…/pages/execution/AgentExecution/agentExecutionUtils.ts	931	export function transformWorkflowExecutionToAgentRun(	CODE
LOW	docs/overrides/main.html	100	function applyFirstAgentNavigation() {	CODE
LOW	docs/devguide/ai/agent-evals.md	178	def test_weather_routes_to_the_right_tool(mock_agent_run, event):	CODE
LOW	scripts/check-workflows-docs.py	108	def check_compatibility_routes() -> None:	CODE
LOW	scripts/test_generate_llm_context.py	20	def test_expands_nested_repository_root_includes(self) -> None:	CODE
LOW	scripts/test_generate_llm_context.py	34	def test_rejects_missing_include(self) -> None:	CODE
LOW	scripts/test_generate_llm_context.py	42	def test_rejects_out_of_root_include(self) -> None:	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	66	def test_completed_workflows_pass(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	69	def test_guardrail_rejection_passes_without_sdk_metadata(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	73	def test_worker_guardrail_rejection_passes(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	80	def test_unrelated_failure_is_not_a_guardrail_rejection(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	83	def test_failed_llm_task_fails_even_with_guardrail_output(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	88	def test_rejection_followed_by_an_unrelated_failure_fails(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	93	def test_termination_must_reference_the_rejecting_guardrail(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	98	def test_missing_or_incomplete_termination_fails(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	106	def test_non_rejecting_decisions_fail(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	113	def test_unfinished_and_other_terminal_states_fail(self):	CODE
LOW⚡	.github/actions/check-playback/test_check_playback.py	120	def test_unrelated_failure_after_first_page_fails(self):	CODE
LOW	.github/actions/check-playback/test_check_playback.py	131	def test_incomplete_search_page_fails(self):	CODE

AI Slop Vocabulary16 hits · 41 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/pages/execution/AgentExecution/agentExecutionUtils.ts	963	// Build set of guardrail function names from agentDef for robust detection	COMMENT
MEDIUM	.github/workflows/ci.yml	32	# jobs that need more (e.g. checks: write to publish test-result checks) elevate	COMMENT
MEDIUM	…lel_agents/1_467940fd-fdcc-4f77-89a9-ac5db5ad77a4.json	49	"text" : "Launching an AI-powered healthcare diagnostic tool in the United States typically involves **medical-d	CODE
MEDIUM	…lel_agents/3_5f58bc9d-7f9d-4b0b-ad8d-bc8c003f635c.json	49	"text" : "# Risk Analysis: Launching an AI-Powered Healthcare Diagnostic Tool in the U.S.\n\n## Executive assess	CODE
MEDIUM	…o_parallel/5_6affdf06-c067-4aa9-805d-0dd4a6562ec8.json	49	"text" : "# Deep analysis: Entering the AI healthcare market\n\n## Executive assessment\n\nThe AI healthcare mar	CODE
MEDIUM⚡	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# Impact of AI Agents	CODE
MEDIUM⚡	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# Impact of AI Agents	CODE
MEDIUM	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	49	"text" : "# How AI Agents Are Changing Software Development in 2025\n\nAI is no longer limited to suggesting the	CODE
MEDIUM⚡	…l_pipeline/1_3ba58b0c-cec6-47df-a2f1-d9804774d5f0.json	49	"text" : "# Impact of AI Agents on Software Development in 2025\n\n## Scope\n\nIn 2025, “AI agents” generally re	CODE
MEDIUM⚡	…l_pipeline/1_3ba58b0c-cec6-47df-a2f1-d9804774d5f0.json	49	"text" : "# Impact of AI Agents on Software Development in 2025\n\n## Scope\n\nIn 2025, “AI agents” generally re	CODE
MEDIUM	…l_pipeline/3_50097ced-b000-4b57-822d-62ed8f3d9fab.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# How AI Agents Are C	CODE
MEDIUM	…l_pipeline/3_50097ced-b000-4b57-822d-62ed8f3d9fab.json	49	"text" : "# The Impact of AI Agents on Software Development in 2025\n\nAI is no longer limited to suggesting the	CODE
MEDIUM	…java/io/conductor/e2e/workflow/WorkflowRerunTests.java	5714	// to be robust to convention drift across versions.	COMMENT
MEDIUM	agentspan/src/test/resources/skills/large-skill.json	4	"skillMd": "---\nname: large-skill\ndescription: A large skill for testing section splitting.\n---\n# Conductor Skill\	CODE
MEDIUM	…r/ai/agentspan/runtime/controller/AgentController.java	62	* /dg #6: compile a plan against a PLAN_EXECUTE harness config and return the resulting	COMMENT
MEDIUM	…nductor/ai/agentspan/runtime/service/AgentService.java	117	* /dg #6: compile a plan against a PLAN_EXECUTE harness config and return the resulting	COMMENT

Synthetic Comment Markers5 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# Impact of AI Agents	CODE
HIGH	…l_pipeline/2_c93f481a-10e0-4596-9728-1e38db998a8d.json	49	"text" : "# How AI Agents Are Changing Software Development in 2025\n\nAI is no longer limited to suggesting the	CODE
HIGH⚡	…l_pipeline/1_3ba58b0c-cec6-47df-a2f1-d9804774d5f0.json	49	"text" : "# Impact of AI Agents on Software Development in 2025\n\n## Scope\n\nIn 2025, “AI agents” generally re	CODE
HIGH	…l_pipeline/3_50097ced-b000-4b57-822d-62ed8f3d9fab.json	11	"text" : "The impact of AI agents on software development in 2025\n\nPrevious agent output:\n# How AI Agents Are C	CODE
HIGH	…l_pipeline/3_50097ced-b000-4b57-822d-62ed8f3d9fab.json	49	"text" : "# The Impact of AI Agents on Software Development in 2025\n\nAI is no longer limited to suggesting the	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…FormTab/forms/LLMInstructionsWithPromptPicker.test.tsx	243	"placeholder",	CODE
LOW	…uctor/postgres/storage/PostgresPayloadStorageTest.java	57	"Lorem Ipsum is simply dummy text of the printing and typesetting industry."	CODE
LOW	…uctor/postgres/storage/PostgresPayloadStorageTest.java	58	+ " Lorem Ipsum has been the industry's standard dummy text ever since the 1500s.";	CODE
LOW	docs/documentation/configuration/taskdef.md	196	"ownerEmail": "foo@bar.com",	CODE
LOW	…on/configuration/workflowdef/systemtasks/human-task.md	157	"approvedBy": "user@example.com",	CODE
LOW	docs/wmq/workflow-message-queue-architecture.md	74	"approvedBy": "user@example.com"	CODE
LOW	…or/test/integration/http/SchedulerIntegrationTest.java	455	taskDef.put("ownerEmail", "test@test.com");	CODE
LOW	…or/test/integration/http/SchedulerIntegrationTest.java	463	wfDef.put("ownerEmail", "test@test.com");	CODE

Unused Imports8 hits · 8 pts

Severity	File	Line	Context
LOW	…ide/ai/cookbook/assets/deploy_local_cookbook_agents.py	13	CODE
LOW	scripts/check-workflows-docs.py	4	CODE
LOW	scripts/test_generate_llm_context.py	4	CODE
LOW	scripts/check_ai_cookbook.py	4	CODE
LOW	scripts/capture_cookbook_verification.py	9	CODE
LOW	scripts/capture_cookbook_verification.py	13	CODE
LOW	scripts/generate-llm-context.py	4	CODE
LOW	scripts/validate_cookbook_ai_examples.py	9	CODE

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	docs/devguide/cookbook/assets/saga_stub_service.py	42	CODE
LOW	scripts/check-workflows-docs.py	41	CODE
LOW	scripts/check-workflows-docs.py	54	CODE
LOW	scripts/check_ai_cookbook.py	34	CODE
LOW	scripts/check_ai_cookbook.py	41	CODE
LOW	.github/actions/start-playback-services/http_fixture.py	12	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/fetch-sdk-docs.py	50	except Exception:	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	conductor_server.sh	5	# Usage:	COMMENT
LOW	ui-next/scripts/run-integration-e2e.sh	5	# Usage:	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/fetch-sdk-docs.py	50	except Exception:	CODE
LOW	scripts/fetch-sdk-docs.py	62	except Exception as e:	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…lix/conductor/cassandra/dao/CassandraExecutionDAO.java	355	// TODO: implement for query against multiple shards	COMMENT

Redundant / Tautological Comments1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW⚡	ai/src/test/resources/ai-test-env.sh	33	# Set path to your service account JSON key file	COMMENT

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Open-Source Code Quality, Security and Technical Debt Review