1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.1K

Stars

Language

477.5K

Lines of Code

3.3K

Files

321

Pattern Hits

2026-10-31

Scan Date

0.02

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 265 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.3/100 · LOW

Are imports declared and package/API names verified? 42 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 37 finding(s).

PR Review Velocity Impact 8.3/100 · LOW

Which changes need focused human review? 321 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 40HIGH 18MEDIUM 29LOW 234

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 321 distinct pattern matches across 14 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.

Hallucination Indicators40 hits · 415 pts

Severity	File	Line	Snippet	Context
CRITICAL	…rkflow/controller/engine_regression_r4_helpers_test.go	354	if n := r.woc.wf.Status.Nodes.FindByDisplayName(display); n != nil {	CODE
CRITICAL	workflow/controller/operator.go	4337	return woc.wf.Status.FinishedAt.Time.Sub(woc.wf.Status.StartedAt.Time).Seconds()	CODE
CRITICAL	workflow/controller/steps_test.go	1175	stuck := r.woc.wf.Status.Nodes.FindByDisplayName("stuck")	CODE
CRITICAL	workflow/controller/steps_test.go	1190	group := r.woc.wf.Status.Nodes.FindByDisplayName("[0]")	CODE
CRITICAL⚡	workflow/controller/steps_test.go	1312	inner := r.woc.wf.Status.Nodes.FindByDisplayName("inner")	CODE
CRITICAL⚡	workflow/controller/steps_test.go	1315	second := r.woc.wf.Status.Nodes.FindByDisplayName("second")	CODE
CRITICAL⚡	workflow/controller/steps_test.go	1320	dependant := r.woc.wf.Status.Nodes.FindByDisplayName("dependant")	CODE
CRITICAL	workflow/controller/engine.go	188	e.woc.wf.Status.Nodes.Set(ctx, taskNode.ID, *taskNode)	CODE
CRITICAL	workflow/controller/engine.go	932	e.woc.wf.Status.Nodes.Set(ctx, parent.ID, *parent)	CODE
CRITICAL	workflow/controller/engine.go	1189	if _, getErr := e.woc.wf.Status.Nodes.Get(depNodeID); getErr != nil {	CODE
CRITICAL	workflow/controller/engine.go	1193	if outNode, getErr := e.woc.wf.Status.Nodes.Get(outID); getErr == nil {	CODE
CRITICAL	workflow/controller/engine.go	1229	if outNode, err := e.woc.wf.Status.Nodes.Get(outID); err == nil {	CODE
CRITICAL	workflow/controller/engine.go	1414	e.woc.wf.Status.Nodes.Set(ctx, node.ID, *node)	CODE
CRITICAL	workflow/controller/engine.go	1433	e.woc.wf.Status.Nodes.Set(ctx, node.ID, *node)	CODE
CRITICAL⚡	workflow/controller/engine_regression_r4_test.go	8452	attempt := r.woc.wf.Status.Nodes.FindByDisplayName("server(0)")	CODE
CRITICAL⚡	workflow/controller/engine_regression_r4_test.go	8455	require.NotNil(t, r.woc.wf.Status.Nodes.FindByDisplayName("client"))	CODE
CRITICAL⚡	workflow/controller/engine_regression_r4_test.go	8464	server := r.woc.wf.Status.Nodes.FindByDisplayName("server")	CODE
CRITICAL⚡	workflow/controller/engine_regression_r4_test.go	12295	require.NotNil(t, r.woc.wf.Status.Nodes.FindByDisplayName(aPod), "a runs first")	CODE
CRITICAL⚡	workflow/controller/engine_regression_r4_test.go	12296	b := r.woc.wf.Status.Nodes.FindByDisplayName("b")	CODE
CRITICAL⚡	workflow/controller/engine_regression_r4_test.go	12299	a := r.woc.wf.Status.Nodes.FindByDisplayName(aPod)	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	5199	for i := 0; i < rounds && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	5350	for i := 0; i < 8 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	5542	for i := 0; i < 4 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8221	a := r.woc.wf.Status.Nodes.FindByDisplayName("A")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8485	server := r.woc.wf.Status.Nodes.FindByDisplayName("server")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8487	attempt := r.woc.wf.Status.Nodes.FindByDisplayName("server(0)")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8562	deploy := r.woc.wf.Status.Nodes.FindByDisplayName("deploy")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8613	call := r.woc.wf.Status.Nodes.FindByDisplayName("call")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8619	after := r.woc.wf.Status.Nodes.FindByDisplayName("after")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8759	assert.True(t, r.woc.wf.Status.Phase.Completed(), "workflow phase %s, unfulfilled: %v", r.woc.wf.Status.Phase, r4Unfulf	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	8889	for i := 0; i < 4 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	9349	n := r.woc.wf.Status.Nodes.FindByDisplayName(display)	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	9357	for i := 0; i < 4 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	11415	for i := 0; i < 12 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	11422	for i := 0; i < 12 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	11479	for i := 0; i < 8 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	11719	for i := 0; i < 8 && !r.woc.wf.Status.Phase.Completed(); i++ {	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	11925	require.True(t, r.woc.wf.Status.Phase.Completed(), "workflow %s", r.woc.wf.Status.Phase)	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	12425	b := r.woc.wf.Status.Nodes.FindByDisplayName("b")	CODE
CRITICAL	workflow/controller/engine_regression_r4_test.go	12428	a := r.woc.wf.Status.Nodes.FindByDisplayName("a")	CODE

Over-Commented Block167 hits · 165 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	161	# Check Go toolchain directives such as //go:debug.	COMMENT
LOW	cmd/argoexec/commands/supervisor.go	21	// The first line of the marker is one of these tokens; for statusFailed the	COMMENT
LOW	cmd/argoexec/commands/supervisor.go	61	},	COMMENT
LOW	cmd/argoexec/commands/auxiliary.go	21	// LogStats, in LIFO defer order).	COMMENT
LOW	cmd/argoexec/commands/emissary.go	121	osspecific.AllowGrantingAccessToEveryone()	COMMENT
LOW	cmd/argoexec/commands/emissary.go	361	// linkInputArtifactsAt creates a symlink at each input artifact's path	COMMENT
LOW	cmd/argoexec/commands/emissary.go	401	// MkdirAll above only ever creates — so even when art.Path resolves into a	COMMENT
LOW	cmd/argoexec/commands/emissary.go	441		COMMENT
LOW	test/e2e/manifests/kubelet-configuration.yaml	1	# hack/tilt/k3d-up.sh passes this file to k3s using "--kubelet-arg=config=".	COMMENT
LOW	test/e2e/functional/secrets.yaml	1	# This example demonstrates how to reference kubernetes secrets in a workflow.	COMMENT
LOW	test/e2e/functional/dag-targets.yaml	1	# This workflow illustrates the use of DAG "targets". Targets can be thought of similarly to make	COMMENT
LOW	test/e2e/functional/dag-diamond-steps.yaml	1	# The following workflow executes a diamond workflow, with each	COMMENT
LOW	test/e2e/functional/output-parameter.yaml	1	# Output parameters provide a way to use the contents of a file,	COMMENT
LOW	util/variables/kind.go	61	var AllTemplateKinds = []TemplateKind{	COMMENT
LOW	util/variables/doc.go	1	// Package variables is the catalog of every Argo Workflows expression	COMMENT
LOW	util/variables/keys/retries.go	1	package keys	COMMENT
LOW	util/variables/keys/inputs.go	21		COMMENT
LOW	util/sqldb/sqldb.go	121	return "require"	COMMENT
LOW	util/sqldb/sqldb.go	241		COMMENT
LOW	config/config.go	41	// KubeConfig specifies a kube config file for the wait & init containers	COMMENT
LOW	config/config.go	121	// Synchronization via databases config	COMMENT
LOW	hack/manifests/crds.go	41	}	COMMENT
LOW	hack/manifests/crds.go	101	// steps:	COMMENT
LOW	hack/embeddoc/main.go	1	// embeddoc is a tool that extracts code snippets from source files and embeds them into documentation.	COMMENT
LOW	server/auth/sso/sso.go	401	http.Redirect(w, r, finalRedirectURL, http.StatusFound)	COMMENT
LOW	docs/workflow-controller-configmap.yaml	1	# This file describes the config settings available in the workflow controller configmap	COMMENT
LOW	docs/workflow-controller-configmap.yaml	21	parallelism: "10"	COMMENT
LOW	docs/workflow-controller-configmap.yaml	41	enabled: true	COMMENT
LOW	docs/workflow-controller-configmap.yaml	101		COMMENT
LOW	docs/workflow-controller-configmap.yaml	161	# A valid kms key id. If this value is set, the object stored in s3 will be encrypted with SSE-KMS	COMMENT
LOW	docs/workflow-controller-configmap.yaml	301	name: argo-postgres-config	COMMENT
LOW	docs/workflow-controller-configmap.yaml	321	# tableName: argo_workflows	COMMENT
LOW	docs/workflow-controller-configmap.yaml	381	key: password	COMMENT
LOW	docs/workflow-controller-configmap.yaml	401	# passwordSecret:	COMMENT
LOW	docs/workflow-controller-configmap.yaml	481	# RBAC Config.	COMMENT
LOW	docs/workflow-controller-configmap.yaml	501	# This is useful when external agents are responsible for executing these templates and the controller should not crea	COMMENT
LOW	docs/argo-server-sso.md	101		COMMENT
LOW	examples/secrets.yaml	1	# This example demonstrates how to reference kubernetes secrets in a workflow.	COMMENT
LOW	examples/dag-targets.yaml	1	# This workflow illustrates the use of DAG "targets". Targets can be thought of similarly to make	COMMENT
LOW	examples/dag-diamond-steps.yaml	1	# The following workflow executes a diamond workflow, with each	COMMENT
LOW	examples/synchronization-wf-level.yaml	1	# This example demonstrates the use of a Synchronization lock on workflow execution. Synchronization lock limits	COMMENT
LOW	examples/hdfs-artifact.yaml	41	hdfsUser: root	COMMENT
LOW	examples/hdfs-artifact.yaml	61	path: /tmp/message	COMMENT
LOW	examples/input-artifact-git.yaml	21	# reference the secret keys in the secret selectors: usernameSecret, passwordSecret,	COMMENT
LOW	examples/input-artifact-git.yaml	41	# Ensure the templated Secret has `username: x-access-token`, `password: "{{ .token }}"`	COMMENT
LOW	examples/input-artifact-git.yaml	61	#	COMMENT
LOW	examples/buildkit-template.yaml	1	# SUMMARY:	COMMENT
LOW	examples/resource-claims.yaml	1	# This example demonstrates requesting a device through Kubernetes Dynamic	COMMENT
LOW	examples/template-on-exit.yaml	1	# Example showing a Step with an onExit template. The onExit template ("exitContainer")	COMMENT
LOW	examples/output-artifact-azure.yaml	21	path: /tmp	COMMENT
LOW	examples/input-artifact-s3.yaml	21	path: /my-artifact	COMMENT
LOW	examples/output-artifact-gcs.yaml	21	- name: message	COMMENT
LOW	examples/memoize-simple.yaml	1	# This example demonstrates the ability to memoize a template.	COMMENT
LOW	examples/output-artifact-s3.yaml	21	path: /tmp	COMMENT
LOW	examples/dag-custom-metrics.yaml	1	# The following workflow executes the tasks in parallel and emit the data for each task	COMMENT
LOW	examples/output-parameter.yaml	1	# Output parameters provide a way to use the contents of a file,	COMMENT
LOW	examples/variables-showcase.yaml	1	# Companion to variables.md — exercises every non-cron-workflow variable	COMMENT
LOW	examples/variables-showcase.yaml	121	- - name: dag-stage	COMMENT
LOW	examples/variables-showcase.yaml	201	echo "params.target = {{workflow.parameters.target}}"	COMMENT
LOW	workflow/artifacts/plugin/plugin.go	221	// 2MiB stays well under gRPC's default 4MiB max message size while keeping the	COMMENT
107 more matches not shown…

AI Response Leakage18 hits · 135 pts

Severity	File	Line	Snippet	Context
HIGH	test/e2e/functional/arguments-artifacts.yaml	2	# In this example, the 'kubectl-input-artifact' template requires	COMMENT
HIGH	test/e2e/functional/suspend-template.yaml	9	# suspended template after the specified amount of time in seconds. In this example it is used to delay	COMMENT
HIGH	test/e2e/functional/global-outputs-dag.yaml	41	# In this example, the consume-globals template is invoked after the generate-globals step, as	COMMENT
HIGH	test/e2e/functional/steps.yaml	2	# In this example, the hello1 completes before the hello2a, and hello2b steps, which run in parallel.	COMMENT
HIGH	test/e2e/functional/conditionals.yaml	2	# workflow at runtime, depending on parameters. In this example	COMMENT
HIGH	test/e2e/functional/coinflip.yaml	3	# workflow. In this example, depending on the result of the	COMMENT
HIGH	test/e2e/functional/global-outputs.yaml	39	# In this example, the consume-globals template is invoked after the generate-globals step, as	COMMENT
HIGH	test/e2e/functional/output-parameter.yaml	9	# In this example, the 'hello-world-to-file' template produces an output	COMMENT
HIGH	examples/arguments-artifacts.yaml	2	# In this example, the 'kubectl-input-artifact' template requires	COMMENT
HIGH	examples/suspend-template.yaml	9	# suspended template after the specified amount of time in seconds. In this example it is used to delay	COMMENT
HIGH	examples/steps.yaml	2	# In this example, the hello1 completes before the hello2a, and hello2b steps, which run in parallel.	COMMENT
HIGH	examples/status-reference.yaml	3	# workflow. In this example, depending on the status of 'flakey-container'	COMMENT
HIGH	examples/conditionals.yaml	2	# workflow at runtime, depending on parameters. In this example	COMMENT
HIGH	examples/coinflip.yaml	3	# workflow. In this example, depending on the result of the	COMMENT
HIGH	examples/global-outputs.yaml	39	# In this example, the consume-globals template is invoked after the generate-globals step, as	COMMENT
HIGH	examples/conditionals-complex.yaml	1	# In this example we flip 2 times a coin. First time we	COMMENT
HIGH	examples/output-parameter.yaml	9	# In this example, the 'hello-world-to-file' template produces an output	COMMENT
HIGH	…t-binding/github-path-filter-workfloweventbinding.yaml	4	# In this example, the Workflow will only be run if the commit affects files	COMMENT

Decorative Section Separators14 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/variables-showcase.yaml	58	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	69	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	124	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	141	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	214	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	223	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	275	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	278	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	319	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	326	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	442	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	445	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	458	# ============================================================	COMMENT
MEDIUM	examples/variables-showcase.yaml	467	# ============================================================	COMMENT

Structural Annotation Overuse19 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	sdks/go/workflow-template/main.go	44	// Step 1: Create a WorkflowTemplate	COMMENT
LOW	sdks/go/workflow-template/main.go	102	// Step 2: Submit workflow from template with default parameters	COMMENT
LOW	sdks/go/workflow-template/main.go	125	// Step 3: Submit workflow with custom parameters	COMMENT
LOW	sdks/go/workflow-template/main.go	154	// Step 4: List workflows created from this template	COMMENT
LOW	sdks/go/workflow-template/main.go	174	// Step 5: Get template details	COMMENT
LOW	docs/telemetry-getting-started.md	35	## Step 1: Deploy Argo Workflows with the Observability Stack	COMMENT
LOW	docs/telemetry-getting-started.md	60	## Step 2: Access Grafana	COMMENT
LOW	docs/telemetry-getting-started.md	72	## Step 3: Run a Workflow and View Traces	COMMENT
LOW	docs/telemetry-getting-started.md	99	## Step 4: View Metrics	COMMENT
LOW	workflow/controller/engine_hooks_test.go	571	// Step 1: Run and succeed the main task	COMMENT
LOW	workflow/controller/engine_hooks_test.go	584	// Step 2: Complete the exit handler	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	679	// Step 1: Start the task	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	683	// Step 2: Transition to Running to trigger lifecycle hook	COMMENT
LOW	workflow/controller/engine_hooks_test.go	697	// Step 3: Complete the task to trigger exit hook	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	753	// Step 1: Start - task-a runs	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	757	// Step 2: Complete task-a → exit hook fires + task-b starts	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	762	// Step 3: Complete task-a's exit hook + task-b	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	767	// Step 4: task-b's exit hook should fire now; complete it	COMMENT
LOW	workflow/controller/exit_handler.go	50	// Step 2: replace all artifact references	COMMENT

Verbosity Indicators17 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	sdks/go/workflow-template/main.go	44	// Step 1: Create a WorkflowTemplate	COMMENT
LOW	sdks/go/workflow-template/main.go	102	// Step 2: Submit workflow from template with default parameters	COMMENT
LOW	sdks/go/workflow-template/main.go	125	// Step 3: Submit workflow with custom parameters	COMMENT
LOW	sdks/go/workflow-template/main.go	154	// Step 4: List workflows created from this template	COMMENT
LOW	sdks/go/workflow-template/main.go	174	// Step 5: Get template details	COMMENT
LOW	workflow/controller/operator.go	1536	// if the pod is succeeded, we need to check if it is a daemoned step or not	COMMENT
LOW	workflow/controller/engine_hooks_test.go	571	// Step 1: Run and succeed the main task	COMMENT
LOW	workflow/controller/engine_hooks_test.go	584	// Step 2: Complete the exit handler	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	679	// Step 1: Start the task	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	683	// Step 2: Transition to Running to trigger lifecycle hook	COMMENT
LOW	workflow/controller/engine_hooks_test.go	697	// Step 3: Complete the task to trigger exit hook	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	753	// Step 1: Start - task-a runs	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	757	// Step 2: Complete task-a → exit hook fires + task-b starts	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	762	// Step 3: Complete task-a's exit hook + task-b	COMMENT
LOW⚡	workflow/controller/engine_hooks_test.go	767	// Step 4: task-b's exit hook should fire now; complete it	COMMENT
LOW	workflow/controller/operator_template_execution.go	283	// We need to check if the node already exists in case we are re-processing	COMMENT
LOW	workflow/controller/exit_handler.go	50	// Step 2: replace all artifact references	COMMENT

Hyper-Verbose Identifiers22 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/cron-workflows/cron-workflow-status-viewer.tsx	42	function getCronWorkflowActiveWorkflowList(active: kubernetes.ObjectReference[]) {	CODE
LOW	…nts/workflow-dag/workflow-dag-render-options-panel.tsx	5	export function WorkflowDagRenderOptionsPanel(props: WorkflowDagRenderOptions & {onChange: (changed: WorkflowDagRenderOp	CODE
LOW	…lows-summary-container/workflows-summary-container.tsx	11	export function WorkflowsSummaryContainer(props: {workflows: Workflow[]}) {	CODE
LOW	…rkflows/components/workflow-details/suspend-inputs.tsx	68	function renderInputContentIfApplicable() {	CODE
LOW	…flows/components/workflow-details/workflow-details.tsx	137	function getInputParametersForNode(selectedWorkflowNodeId: string): Parameter[] {	CODE
LOW	…flows/components/workflow-details/workflow-details.tsx	456	function getParametersAsJsonString() {	CODE
LOW	…flows/components/workflow-details/workflow-details.tsx	464	function updateOutputParametersForNodeIfRequired() {	CODE
LOW	…ows/components/workflows-toolbar/workflows-toolbar.tsx	69	async function performActionOnSelectedWorkflows(title: string, action: WorkflowOperationAction, deleteArchived: bool	CODE
LOW	ui/src/shared/pod-name.ts	48	export function ensurePodNamePrefixLength(prefix: string): string {	CODE
LOW	ui/src/shared/get_workflow_params.ts	18	export function getWorkflowParametersFromQuery(history: History): {[key: string]: string} {	CODE
LOW	ui/src/shared/components/parameters-input.tsx	29	function displaySelectFieldForEnumValues(parameter: Parameter) {	CODE
LOW	ui/src/shared/components/parameters-input.tsx	43	function displayInputFieldForSingleValue(parameter: Parameter) {	CODE
LOW	ui/src/shared/components/links.tsx	26	function splitWithMetadataKnowledge(replaceable: string) {	CODE
LOW	ui/src/shared/components/editors/graph-viewer.tsx	69	export function convertWorkflowFromReference(workflowDefinition: Workflow \| WorkflowTemplate \| ClusterWorkflowTemplate):	CODE
LOW	ui/src/shared/components/editors/graph-viewer.tsx	88	export function populateGraphFromWorkflow(workflow: Workflow \| WorkflowTemplate \| ClusterWorkflowTemplate): Graph {	CODE
LOW	…d/components/editors/labels-and-annotations-editor.tsx	6	export function LabelsAndAnnotationsEditor({value, onChange}: {value: kubernetes.ObjectMeta; onChange: (value: kubernete	CODE
LOW	ui/src/shared/components/graph/graph-panel.tsx	104	function getNodeMapWithAllNodesSetToValue(nodeSelectionMap: INodeSelectionMap, value: boolean) {	CODE
LOW	…rkflow-templates/cluster-workflow-template-creator.tsx	14	export function ClusterWorkflowTemplateCreator({onCreate}: {onCreate: (workflow: ClusterWorkflowTemplate) => void}) {	CODE
LOW	…rkflow-templates/cluster-workflow-template-details.tsx	27	export function ClusterWorkflowTemplateDetails({history, location, match}: RouteComponentProps<any>) {	CODE
LOW	…kflow-templates/cluster-workflow-template-markdown.tsx	14	export function ClusterWorkflowTemplateMarkdown(props: ClusterWorkflowTemplateMarkdownProps) {	CODE
LOW	…-workflow-templates/cluster-workflow-template-list.tsx	26	export function ClusterWorkflowTemplateList({history, location}: RouteComponentProps<any>) {	CODE
LOW	…-workflow-templates/cluster-workflow-template-list.tsx	33	async function fetchClusterWorkflowTemplates() {	CODE

Self-Referential Comments6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	cmd/argo/commands/clustertemplate/create.go	24	Example: `# Create a Cluster Workflow Template:	CODE
MEDIUM⚡	cmd/argo/commands/clustertemplate/create.go	27	# Create a Cluster Workflow Template and print it as YAML:	COMMENT
MEDIUM⚡	cmd/argo/commands/clustertemplate/create.go	30	# Create a Cluster Workflow Template with relaxed validation:	COMMENT
MEDIUM	cmd/argo/commands/sync/create.go	29	# Create a database sync limit:	COMMENT
MEDIUM	cmd/argo/commands/sync/create.go	32	# Create a configmap sync limit:	COMMENT
MEDIUM	hack/tilt/k3d-up.sh	2	# Create the k3d cluster used by Tilt for local dev and CI, if it does not	COMMENT

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/e2e/functional/testvolume.yaml	1	# This PVC manifest is to be used in conjunction with the	COMMENT
MEDIUM	hack/proto-export/main.go	84	// Sequence for robust shallow fetch of a specific ref (branch, tag, or SHA)	COMMENT
MEDIUM	examples/testvolume.yaml	1	# This PVC manifest is to be used in conjunction with the	COMMENT
MEDIUM	examples/cron-backfill.yaml	81	# making this more robust	COMMENT
MEDIUM	pkg/apis/workflow/v1alpha1/workflow_types.go	2626	// For every invocation of a template, there are nodes which we considered as "outbound". Essentially,	COMMENT

Redundant / Tautological Comments6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	ui/test/ui/ui-wacky-workflow.yaml	29	# Iterate over the list of numbers generated by the generate step above	COMMENT
LOW	cmd/argo/commands/node.go	29	Example: `# Set outputs to a node within a workflow:	CODE
LOW	hack/test-go-sdk.sh	27	# Check if this example should be skipped	COMMENT
LOW	hack/test-go-sdk.sh	33	# Check if this example has custom configurations	COMMENT
LOW	hack/docs/clean_swagger_md.py	147	# Check if this is a table row	COMMENT
LOW	.github/workflows/cherry-pick-single.yml	85	# Check if target branch exists	COMMENT

Modern AI Meta-Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…java/client/docs/IoArgoprojWorkflowV1alpha1Template.md	40	resourceClaims \| [List<PodResourceClaim>](PodResourceClaim.md) \| ResourceClaims defines the ResourceClaims	CODE
MEDIUM	docs/executor_swagger.md	4026	\| resourceClaims \| [][PodResourceClaim](#pod-resource-claim)\| `[]*PodResourceClaim` \| \| \| ResourceClaims defines the Re	CODE
MEDIUM	docs/fields.md	2336	\|`resourceClaims`\|`Array<`[`PodResourceClaim`](#podresourceclaim)`>`\|ResourceClaims defines the ResourceClaims that must	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/k8s-resource-log-selector.yaml	43	# For example, you can use `argo logs -c tensorflow -l replica-index=0` to see the first worker pod's	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	workflow/validate/validate_test.go	1415	// name contains the word "placeholder". Before the fix, the substring check	COMMENT
LOW	workflow/validate/validate_test.go	3479	if strings.Contains(tmpl.Script.Source, "placeholder") {	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	hack/docs/clean_swagger_md.py	203		CODE

argoproj/argo-workflows

Open-Source Code Quality, Security and Technical Debt Review