1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.1K

Stars

Language

944.6K

Lines of Code

3.6K

Files

1.0K

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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 926 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 82 finding(s).

PR Review Velocity Impact 7.2/100 · LOW

Which changes need focused human review? 1003 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 22HIGH 17MEDIUM 58LOW 906

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 1003 distinct pattern matches across 20 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.

Over-Commented Block696 hits · 660 pts

Severity	File	Line	Snippet	Context
LOW	cmd/experimental/webhook-conversion-repro/repro.sh	1	#!/bin/bash	COMMENT
LOW	cmd/experimental/kueue-populator/run-e2e.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…rimental/kueue-populator/test/verify-helm-lifecycle.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…tal/kueue-populator/charts/kueue-populator/values.yaml	1	# Configuration for the Kueue Populator component	COMMENT
LOW	…tal/kueue-populator/charts/kueue-populator/values.yaml	41	# levels:	COMMENT
LOW	cmd/experimental/skills/.skillsaw.yaml	61	# warn: 6000	COMMENT
LOW	cmd/experimental/skills/.skillsaw.yaml	81	# rule:	COMMENT
LOW	…perimental/kueue-priority-booster/pkg/config/config.go	41	// Defaults to 100000.	COMMENT
LOW	cmd/kueueviz/backend/middleware/auth.go	121	cache: utilcache.NewLRUExpireCacheWithClock(size, clock),	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	41	Namespace *string `json:"namespace,omitempty"`	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	61	// never be managed by Kueue, even if they have a kueue.x-k8s.io/queue-name label.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	101	// FeatureGates is a map of feature names to bools that allows to override the	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	121		COMMENT
LOW	apis/config/v1beta2/configuration_types.go	161	// Host is the hostname that the webhook server binds to.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	181	MetricsAccessControlModeDelegated MetricsAccessControlMode = "Delegated"	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	201	// for serving prometheus metrics.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	241		COMMENT
LOW	apis/config/v1beta2/configuration_types.go	261	// - ClusterQueue	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	281	// LocalQueueSelector can be used to choose the local queues that need metrics to be collected.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	301	}	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	321	// Defaults to 2 minutes if not set.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	341	// RequeuingStrategy defines the strategy for requeuing a Workload.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	361	// a late observation does not restart the timeout.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	381	// Defaults to 1min. If 0, the garbage collection is disabled.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	401	// - If specified, the workload will be handled by the named dispatcher.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	441	// MultiKueueDispatcherModeAllAtOnce is the name of dispatcher mode where all worker clusters are considered at once	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	461	// Once the number is reached, the workload is deactivated (`.spec.activate`=`false`).	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	501	// Enable controls the use of internal cert management for the webhook,	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	521	}	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	541	// See https://pkg.go.dev/crypto/tls#CurveID for values supported by the current Go version.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	581	Burst *int32 `json:"burst,omitempty"`	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	601	// - "pod"	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	661	const Replace ResourceTransformationStrategy = "Replace"	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	681	// "strategy" is Retain.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	701	// DeviceClassMapping holds device class to logical resource mappings	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	721	// followed by a slash and a DNS label, or just a DNS label.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	741	// Counter configures counter-based quota for partitionable devices.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	761	// for a given driver without requiring one mapping per device.	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	781	}	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	821	// AlmostLCA(preemptee, preemptor). These are the shares of ClusterQueues themselves	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	841	// - ["LessThanInitialShare"]	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	861	}	COMMENT
LOW	apis/config/v1beta2/configuration_types.go	881	// AfterDeactivatedByKueue is the duration to wait after any Kueue-managed Workload	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	21		COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	41	// queueName is the name of the LocalQueue the Workload is associated with.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	61	// Possible values are:	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	81	// The gates are closed by default.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	101	// If both this field and the cluster-wide WaitForPodsReady.Timeout are set,	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	161	// PriorityClassRef references a PriorityClass in a specific API group.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	181	// keywords which indicate the highest priorities with the former being	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	201	// +kubebuilder:validation:MaxLength=63	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	221	// podIndexLabel indicates the name of the label indexing the pods.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	241	// +optional	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	261	// in `kueue.x-k8s.io/podset-slice-required-topology` annotation.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	281		COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	321	// name is the name of the podSet. It should match one of the names in .spec.podSets.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	341	// in that case spec.podSets[*].count value will be used.	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	361	// (aimed to optimize the total bytesize for very large number of domains; see examples below):	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	381	// topologyAssignment:	COMMENT
LOW	apis/kueue/v1beta2/workload_types.go	401	// - cloud.provider.com/topology-block	COMMENT
636 more matches not shown…

Hallucination Indicators22 hits · 220 pts

Severity	File	Line	Snippet	Context
CRITICAL	…tic/v0.19/examples/sample-enforce-requests-policy.yaml	19	object.spec.template.spec.containers.all(c,	CODE
CRITICAL	…tic/v0.20/examples/sample-enforce-requests-policy.yaml	19	object.spec.template.spec.containers.all(c,	CODE
CRITICAL	…te/static/examples/sample-enforce-requests-policy.yaml	19	object.spec.template.spec.containers.all(c,	CODE
CRITICAL	pkg/config/validation.go	748	c.ObjectRetentionPolicies.Workloads.AfterDeactivatedByKueue.Duration.String(), apimachineryvalidation.IsNegativeError	CODE
CRITICAL	pkg/controller/core/localqueue_controller.go	370	seeded = lq.Status.FairSharing.AdmissionFairSharingStatus.ConsumedResources.DeepCopy()	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	77	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	173	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	231	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	283	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	327	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	384	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	432	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	496	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	547	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	589	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	pkg/controller/jobs/rayjob/rayjob_controller_test.go	650	PodSpec(*rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	…ntroller/jobs/raycluster/raycluster_controller_test.go	97	PodSpec(*rayJob.Spec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	…ntroller/jobs/raycluster/raycluster_controller_test.go	148	PodSpec(*rayJob.Spec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	…ntroller/jobs/raycluster/raycluster_controller_test.go	206	PodSpec(*rayJob.Spec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	…ntroller/jobs/raycluster/raycluster_controller_test.go	258	PodSpec(*rayJob.Spec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	…ntroller/jobs/raycluster/raycluster_controller_test.go	302	PodSpec(*rayJob.Spec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE
CRITICAL	…ntroller/jobs/raycluster/raycluster_controller_test.go	366	PodSpec(*rayJob.Spec.HeadGroupSpec.Template.Spec.DeepCopy()).	CODE

Structural Annotation Overuse116 hits · 186 pts

Severity	File	Line	Snippet	Context
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	17	## Step 1 - Confirm platform and build the Kueue image	COMMENT
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	31	## Step 2 - Pick the target suite	COMMENT
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	48	## Step 3 - Bring up the cluster in dev mode	COMMENT
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	76	## Step 4 - Optional: use a released or staging image instead of building	COMMENT
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	90	## Step 5 - Verify the cluster is ready	COMMENT
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	100	## Step 6 - Iterate	COMMENT
LOW	…mental/skills/kueue-e2e-cluster-singlecluster/SKILL.md	114	## Step 7 - Clean up when done	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	16	### Step 1 - identify the Prow build and download the primary log	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	73	### Step 2 - inspect the CI Pod and distinguish OOM from ordinary failure	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	101	### Step 3 - query Prow Prometheus for resource evidence	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	108	### Step 4 - inspect envtest parallelism and lifecycle	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	135	### Step 5 - enable and collect apiserver logs when they are missing	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	156	### Step 6 - analyze control-plane and node artifacts	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	191	### Step 7 - match the failure to test and framework code	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	207	### Step 8 - reason about retries and resource changes	COMMENT
LOW	cmd/experimental/skills/kueue-flake-debugger/SKILL.md	226	### Step 9 - recommendations and final report	COMMENT
LOW	cmd/experimental/skills/was-cluster/SKILL.md	21	### Step 1: Build the kind node image from k8s main	COMMENT
LOW	cmd/experimental/skills/was-cluster/SKILL.md	29	### Step 2: Stand up the cluster with Kueue deployed, no tests	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	17	## Step 1 - Confirm platform and build the Kueue image	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	29	## Step 2 - Pick the target suite	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	41	## Step 3 - Bring up the clusters in dev mode	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	80	## Step 4 - Optional: use a released or staging image instead of building	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	87	## Step 5 - Verify the clusters and contexts	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	100	## Step 6 - Iterate	COMMENT
LOW	…erimental/skills/kueue-e2e-cluster-multikueue/SKILL.md	108	## Step 7 - Clean up when done	COMMENT
LOW	cmd/experimental/skills/kueue-lineage/SKILL.md	26	### Step 0: Find the Workload (skip if user already provided a workload name)	COMMENT
LOW	cmd/experimental/skills/kueue-lineage/SKILL.md	69	### Step 1: Get the workload's parent job	COMMENT
LOW	cmd/experimental/skills/kueue-lineage/SKILL.md	78	### Step 2: Fetch intermediate resources and pods by job type	COMMENT
LOW	cmd/experimental/skills/kueue-lineage/SKILL.md	207	### Step 3: Display the lineage tree	COMMENT
LOW	hack/testing/e2e-kueueviz-rbac-bypass.sh	81	# Step 1: Create a "victim" namespace with a Pod containing a secret environment variable.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	99	# Step 2: Create an "attacker" namespace with an unprivileged ServiceAccount.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	106	# Step 3: Verify the attacker ServiceAccount is denied direct API access to the victim Pod.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	128	# Step 4: Ask the KueueViz backend for the victim Pod using the attacker's token.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	129	# Step 5: Assert the backend responds with HTTP 401/403 (Forbidden) and not HTTP 200.	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	51	### Step 1: Create Kind Clusters	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	107	### Step 2: Install Kueue on All Clusters	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	120	### Step 3: Configure Manager for Kind	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	163	### Step 4: Configure Worker Clusters	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	250	### Step 5: Configure Manager Cluster	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	265	### Step 6: Validate the Setup	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	287	### Step 7: Submit a TAS Job	COMMENT
LOW	…/enforce_job_management/opt_in_namespace_management.md	27	### Step 1: Label Namespaces	COMMENT
LOW	…/enforce_job_management/opt_in_namespace_management.md	35	### Step 2: Configure the Selector	COMMENT
LOW	…itor_pending_workloads/pending_workloads_in_grafana.md	25	### Step 1: Configure Cluster Permissions	COMMENT
LOW	…itor_pending_workloads/pending_workloads_in_grafana.md	43	### Step 2: Generate a Service Account Token	COMMENT
LOW⚡	…itor_pending_workloads/pending_workloads_in_grafana.md	54	### Step 3: Set up port forwarding for Grafana	COMMENT
LOW⚡	…itor_pending_workloads/pending_workloads_in_grafana.md	64	### Step 4: Install the Infinity Plugin	COMMENT
LOW⚡	…itor_pending_workloads/pending_workloads_in_grafana.md	71	### Step 5: Configure the Infinity Data Source	COMMENT
LOW	…itor_pending_workloads/pending_workloads_in_grafana.md	82	### Step 6: Import the Pending Workloads Dashboard	COMMENT
LOW	…itor_pending_workloads/pending_workloads_in_grafana.md	92	### Step 7: Set Up ClusterQueue	COMMENT
LOW	…itor_pending_workloads/pending_workloads_in_grafana.md	104	### Step 8: Create Sample Workloads	COMMENT
LOW	…itor_pending_workloads/pending_workloads_in_grafana.md	116	### Step 9: View the Dashboard	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	51	### Step 1: Create Kind Clusters	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	107	### Step 2: Install Kueue on All Clusters	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	120	### Step 3: Configure Manager for Kind	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	163	### Step 4: Configure Worker Clusters	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	250	### Step 5: Configure Manager Cluster	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	265	### Step 6: Validate the Setup	COMMENT
LOW	…/tasks/dev/setup_multikueue_development_environment.md	287	### Step 7: Submit a TAS Job	COMMENT
LOW	…n/docs/tasks/manage/setup_topology_aware_scheduling.md	29	## Step 1: A cluster with topology labels	COMMENT
56 more matches not shown…

Self-Referential Comments24 hits · 84 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/kueuectl/app/create/create_localqueue.go	41	# Create a local queue	COMMENT
MEDIUM	cmd/kueuectl/app/create/create_localqueue.go	44	# Create a local queue with unknown cluster queue	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_clusterqueue.go	59	# Create a ClusterQueue	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_clusterqueue.go	62	# Create a ClusterQueue with cohort, namespace selector and other details	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_clusterqueue.go	70	# Create a ClusterQueue with nominal quota and one resource flavor named alpha	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_clusterqueue.go	73	# Create a ClusterQueue with multiple resource flavors named alpha and beta	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_resourceflavor.go	45	# Create a resource flavor	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_resourceflavor.go	48	# Create a resource flavor with labels	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_resourceflavor.go	52	# Create a resource flavor with node taints	COMMENT
MEDIUM⚡	cmd/kueuectl/app/create/create_resourceflavor.go	56	# Create a resource flavor with tolerations	COMMENT
MEDIUM	…bility_lifecycle/reference/versioned_feature_list.yaml	1	# This file is generated by compatibility_lifecycle tool.	COMMENT
MEDIUM	config/components/crd/kustomizeconfig.yaml	1	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	hack/cherry_pick_pull.sh	344	# Create a single commit for the whole PR. '--author' sets the PR author; '-s'	COMMENT
MEDIUM	.github/actions/create-draft-release/action.yml	76	# Create a draft release.	COMMENT
MEDIUM	…19/examples/multikueue/create-multikueue-kubeconfig.sh	25	# Creating a restricted MultiKueue role, service account and role binding"	COMMENT
MEDIUM	…19/examples/multikueue/create-multikueue-kubeconfig.sh	330	# Create the Kubeconfig file	COMMENT
MEDIUM	…9/examples/multikueue/dev/setup-kind-multikueue-tas.sh	161	# Create a secret bound to the new service account	COMMENT
MEDIUM	…20/examples/multikueue/create-multikueue-kubeconfig.sh	25	# Creating a restricted MultiKueue role, service account and role binding"	COMMENT
MEDIUM	…20/examples/multikueue/create-multikueue-kubeconfig.sh	330	# Create the Kubeconfig file	COMMENT
MEDIUM	…0/examples/multikueue/dev/setup-kind-multikueue-tas.sh	161	# Create a secret bound to the new service account	COMMENT
MEDIUM	…ic/examples/multikueue/create-multikueue-kubeconfig.sh	25	# Creating a restricted MultiKueue role, service account and role binding"	COMMENT
MEDIUM	…ic/examples/multikueue/create-multikueue-kubeconfig.sh	330	# Create the Kubeconfig file	COMMENT
MEDIUM	…c/examples/multikueue/dev/setup-kind-multikueue-tas.sh	161	# Create a secret bound to the new service account	COMMENT
MEDIUM	site/data/featuregates/versioned_feature_list.yaml	1	# This file is generated by compatibility_lifecycle tool.	COMMENT

Decorative Section Separators19 hits · 62 pts

Severity	File	Line	Snippet	Context
MEDIUM	hack/infra/stats/collect_stats.sh	97	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	hack/testing/shard_test_packages.sh	17	# ==============================================================================	COMMENT
MEDIUM⚡	hack/testing/shard_test_packages.sh	19	# ==============================================================================	COMMENT
MEDIUM⚡	hack/testing/shard_test_packages.sh	25	# ==============================================================================	COMMENT
MEDIUM	site/i18n/en.yaml	47	# ==============================================================================	COMMENT
MEDIUM	site/i18n/en.yaml	49	# ==============================================================================	COMMENT
MEDIUM	site/i18n/en.yaml	130	# ==============================================================================	COMMENT
MEDIUM	site/i18n/en.yaml	132	# ==============================================================================	COMMENT
MEDIUM	site/i18n/en.yaml	180	# ==============================================================================	COMMENT
MEDIUM	site/i18n/en.yaml	182	# ==============================================================================	COMMENT
MEDIUM	site/i18n/zh-CN.yaml	46	# ==============================================================================	COMMENT
MEDIUM	site/i18n/zh-CN.yaml	48	# ==============================================================================	COMMENT
MEDIUM	site/i18n/zh-CN.yaml	129	# ==============================================================================	COMMENT
MEDIUM	site/i18n/zh-CN.yaml	131	# ==============================================================================	COMMENT
MEDIUM	site/i18n/zh-CN.yaml	179	# ==============================================================================	COMMENT
MEDIUM	site/i18n/zh-CN.yaml	181	# ==============================================================================	COMMENT
MEDIUM	site/data/talks.yaml	1	# =====================================================================	COMMENT
MEDIUM	site/data/talks.yaml	3	# =====================================================================	COMMENT
MEDIUM	site/data/talks.yaml	25	# =====================================================================	COMMENT

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	…e/static/v0.19/examples/python/install-kueue-queues.py	install kueue and the queue components. this will error if they are already installed.	STRING
HIGH	…e/static/v0.20/examples/python/install-kueue-queues.py	install kueue and the queue components. this will error if they are already installed.	STRING
HIGH	site/static/examples/python/install-kueue-queues.py	install kueue and the queue components. this will error if they are already installed.	STRING
HIGH	…e/static/v0.19/examples/python/install-kueue-queues.py	get the install version. if a version is specified, use it. otherwise install from the main branch.	STRING
HIGH	…e/static/v0.20/examples/python/install-kueue-queues.py	get the install version. if a version is specified, use it. otherwise install from the main branch.	STRING
HIGH	site/static/examples/python/install-kueue-queues.py	get the install version. if a version is specified, use it. otherwise install from the main branch.	STRING
HIGH	site/static/v0.19/examples/python/sample-trainjob.py	submit a trainjob via the kubeflow sdk. this requires kubeflow trainer to be installed, the selected runtime to exist, a	STRING
HIGH	site/static/v0.20/examples/python/sample-trainjob.py	submit a trainjob via the kubeflow sdk. this requires kubeflow trainer to be installed, the selected runtime to exist, a	STRING
HIGH	site/static/examples/python/sample-trainjob.py	submit a trainjob via the kubeflow sdk. this requires kubeflow trainer to be installed, the selected runtime to exist, a	STRING

Hyper-Verbose Identifiers38 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	cmd/kueueviz/frontend/src/UsageBar.jsx	58	export function aggregateResourceForQueue(queue, resourceName) {	CODE
LOW	hack/infra/stats/plot.py	219	def per_build_cpu_samples_dur(series, min_dur_min=0.0, exclude=None):	CODE
LOW	hack/infra/stats/plot.py	238	def per_build_cpu_samples_dur_overhead(data, min_dur_min=0.0, exclude=None):	CODE
LOW	hack/infra/stats/plot.py	483	def per_build_target_peak_cpu(data, min_dur, cfg):	CODE
LOW	hack/infra/stats/plot.py	521	def cpu_reco_target_duration_improved(data, min_dur, cfg):	CODE
LOW	hack/infra/stats/plot.py	644	def cpu_reco_target_duration_improved_recursive(data, min_dur, cfg):	CODE
LOW	hack/infra/stats/plot.py	880	def plot_new_cpu_distribution(data, base_dir, reco, bins=30, min_dur=0.0,	CODE
LOW	hack/infra/stats/plot.py	977	def plot_duration_distribution(data, base_dir, bins=30, min_dur=0.0,	CODE
LOW	hack/infra/stats/plot.py	999	def plot_peak_duration_distribution(data, base_dir, bins=30, min_dur=0.0, cfg=None):	CODE
LOW	hack/infra/stats/plot.py	1112	def plot_throttle_distribution(data, base_dir, threshold=5.0, bins=30):	CODE
LOW	hack/tools/prow-runtimes/prow_runtimes.py	744	def load_kueue_presubmit_jobs(	CODE
LOW	hack/releasing/set_release_note_test.py	150	def test_updates_pull_request_body(self) -> None:	CODE
LOW	hack/releasing/set_release_note_test.py	240	def test_rejects_multiple_release_note_blocks(self) -> None:	CODE
LOW	hack/releasing/set_release_note_test.py	252	def test_enforces_updated_body_length_limit(self) -> None:	CODE
LOW	hack/releasing/set_release_note_test.py	312	def test_reports_validation_error(self) -> None:	CODE
LOW	hack/releasing/manual_release_submission_test.py	30	def test_submission_and_dry_run_control_flow(self):	CODE
LOW⚡	hack/releasing/log_to_issue_test.py	43	def test_template_markers_match_workflow_commands(self) -> None:	CODE
LOW⚡	hack/releasing/log_to_issue_test.py	51	def test_checks_only_the_item_of_the_command(self) -> None:	CODE
LOW⚡	hack/releasing/log_to_issue_test.py	59	def test_release_log_is_not_changed(self) -> None:	CODE
LOW	hack/releasing/log_to_issue_test.py	70	def test_issue_from_older_template_is_not_changed(self) -> None:	CODE
LOW	hack/releasing/log_to_issue_test.py	76	def test_only_success_reports_mark_done(self) -> None:	CODE
LOW	hack/releasing/log_to_issue_test.py	115	def test_latest_entry_is_on_top(self) -> None:	CODE
LOW	hack/releasing/set_release_note.py	119	def _is_set_release_note_line(line: str) -> bool:	CODE
LOW	hack/releasing/create_release_tag_test.py	165	def test_tag_step_is_selected_after_a_preceding_step(self):	STRING
LOW	hack/releasing/create_release_tag_test.py	170	def test_git_wrapper_passes_empty_arguments_to_git(self):	STRING
LOW	hack/releasing/create_release_tag_test.py	181	def test_lookup_errors_leave_local_and_remote_tags_unchanged(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	192	def test_invalid_response_stops_before_modifying_tags(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	200	def test_published_release_is_not_modified(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	206	def test_empty_changelog_is_rejected(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	210	def test_remote_lookup_failure_preserves_tags(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	215	def test_local_creation_failure_preserves_remote_tag(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	219	def test_rejected_push_preserves_remote_tag(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	232	def test_concurrent_update_is_not_overwritten(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	237	def test_concurrent_creation_is_not_overwritten(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	244	def test_draft_tag_is_updated(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	247	def test_remote_tag_is_updated_without_local_tag(self):	STRING
LOW⚡	hack/releasing/create_release_tag_test.py	251	def test_missing_release_can_create_tag_despite_stale_local_tag(self):	STRING
LOW	hack/releasing/authorize_release_actor_test.py	46	def test_invalid_configuration(self) -> None:	CODE

Verbosity Indicators15 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	hack/testing/e2e-kueueviz-rbac-bypass.sh	81	# Step 1: Create a "victim" namespace with a Pod containing a secret environment variable.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	99	# Step 2: Create an "attacker" namespace with an unprivileged ServiceAccount.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	106	# Step 3: Verify the attacker ServiceAccount is denied direct API access to the victim Pod.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	128	# Step 4: Ask the KueueViz backend for the victim Pod using the attacker's token.	COMMENT
LOW⚡	hack/testing/e2e-kueueviz-rbac-bypass.sh	129	# Step 5: Assert the backend responds with HTTP 401/403 (Forbidden) and not HTTP 200.	COMMENT
LOW	pkg/scheduler/flavorassigner/tas_flavorassigner.go	191	// PodSet explicitly requires TAS, so we need to check if the flavor supports it.	COMMENT
LOW	pkg/controller/core/dqo/distribution.go	254	// Step 1: Apply calculated effective quotas to all target ClusterQueues in the subtree.	COMMENT
LOW	pkg/controller/core/dqo/distribution.go	272	// Step 2: Apply calculated effective quotas to all target Cohorts in the subtree.	COMMENT
LOW	pkg/controller/core/dqo/distribution.go	375	// Step 1: Determine the resource scale and unit.	COMMENT
LOW	pkg/controller/core/dqo/distribution.go	386	// Step 2: Calculate floor_i and exact remainder_i = (capacity * specNominal_i) - (floor_i * sumSpecNominal).	COMMENT
LOW⚡	pkg/controller/core/dqo/distribution.go	401	// Step 3: Calculate unallocated surplus capacity (diff) and number of surplus units (surplusUnits).	COMMENT
LOW⚡	pkg/controller/core/dqo/distribution.go	406	// Step 4: Sort participants by remainder descending, breaking ties deterministically by object UID per KEP-12382.	COMMENT
LOW⚡	pkg/controller/core/dqo/distribution.go	414	// Step 5: Assign final allocations, adding +1 capacity unit to each of the top N (surplusUnits) participants, and reco	COMMENT
LOW	…controller/admissionchecks/multikueue/workload_test.go	2355	// Step 1: worker2 is reconnecting — reconcile should requeue and NOT delete worker2's workload.	COMMENT
LOW	…controller/admissionchecks/multikueue/workload_test.go	2369	// Step 2: worker2 finishes reconnecting — reconcile should clean up the orphaned workload.	COMMENT

Cross-Language Confusion4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	hack/releasing/authorize_release_actor_test.py	86	"aliases: {release-team: null}",	CODE
HIGH	…e/static/v0.19/examples/python/install-kueue-queues.py	29	help="Version of Kueue to install (if undefined, will install from master branch)",	CODE
HIGH	…e/static/v0.20/examples/python/install-kueue-queues.py	29	help="Version of Kueue to install (if undefined, will install from master branch)",	CODE
HIGH	site/static/examples/python/install-kueue-queues.py	29	help="Version of Kueue to install (if undefined, will install from master branch)",	CODE

Modern AI Meta-Vocabulary7 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…formance/multikueue/configs/baseline/expectations.yaml	1	# Broad regression guardrails for the dedicated MultiKueue performance periodic.	COMMENT
MEDIUM	config/components/crd/kustomization.yaml	16	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM	config/components/crd/kustomization.yaml	27	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM	config/components/crd/kustomization.yaml	35	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM	keps/13396-configurable-preemptions/FUTURE_WORK.md	26	- [PreemptionLimit (Rate-Limiting Guardrails)](#preemptionlimit-rate-limiting-guardrails)	CODE
MEDIUM	keps/13396-configurable-preemptions/README.md	304	Rate-limiting guardrails via a separate PreemptionLimit cluster-scoped CRD across global, queue, and workload scopes	CODE
MEDIUM	keps/13396-configurable-preemptions/README.md	384	3. In future milestones, use a `PreemptionLimit` with 0 allowed preemptions from the hero job's CQ (see [Future Work](FU	CODE

Redundant / Tautological Comments11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	cmd/experimental/skills/.skillsaw.yaml	106	# Check if instruction count in a file exceeds LLM instruction budget (~150)	COMMENT
LOW	hack/testing/get-build-logs.sh	34	# Check if the URL starts with the prefix	COMMENT
LOW	hack/testing/e2e-kueueviz-local.sh	37	# Set trap to clean up on exit	COMMENT
LOW	hack/testing/e2e-kueueviz-backend.sh	44	# Set trap to clean up on exit	COMMENT
LOW	hack/testing/e2e-kueueviz-backend.sh	67	# Check if the container is running	COMMENT
LOW	hack/testing/e2e-kueueviz-backend.sh	74	# Check if the workspace volume is empty	COMMENT
LOW	hack/releasing/promote_pull.sh	283	# Check if version matches vMAJOR.MINOR.PATCH	COMMENT
LOW	hack/releasing/wait_for_images.sh	171	# Verify if a timeout was requested and if we exceeded it	COMMENT
LOW	hack/releasing/prepare_pull.sh	145	# Check if the branch exists on the remote	COMMENT
LOW	.github/workflows/release-utils.yml	402	# Check if branch already exists	COMMENT
LOW	site/scripts/lsync.sh	28	# Check if path exists, and whether it is a directory or a file	COMMENT

Excessive Try-Catch Wrapping13 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	hack/infra/stats/fetch_prow_metrics.py	293	except Exception:	CODE
LOW	hack/infra/stats/fetch_prow_metrics.py	502	except Exception as e: # keep the batch going	CODE
LOW	hack/infra/stats/fetch_prow_metrics.py	654	except Exception as err:	CODE
MEDIUM	hack/infra/stats/fetch_prow_metrics.py	499	def work(job):	CODE
LOW	hack/tools/prow-runtimes/prow_runtimes.py	1107	except Exception as e:	CODE
MEDIUM	hack/releasing/log_to_issue.py	50	print("Error: Neither command nor alias was provided.", file=sys.stderr)	CODE
MEDIUM	hack/releasing/log_to_issue.py	93	print("Error: release-log-start or release-log-end marker is missing or corrupted in the issue body.", file=sys.	CODE
LOW	…N/v0.19/docs/tasks/manage/setup_wait_for_pods_ready.md	232	except Exception as e:	CODE
LOW	…t/zh-CN/docs/tasks/manage/setup_wait_for_pods_ready.md	232	except Exception as e:	CODE
LOW	…N/v0.20/docs/tasks/manage/setup_wait_for_pods_ready.md	232	except Exception as e:	CODE
LOW	…n/v0.19/docs/tasks/manage/setup_wait_for_pods_ready.md	252	except Exception as e:	CODE
LOW	…tent/en/docs/tasks/manage/setup_wait_for_pods_ready.md	342	except Exception as e:	CODE
LOW	…n/v0.20/docs/tasks/manage/setup_wait_for_pods_ready.md	342	except Exception as e:	CODE

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	apis/kueue/v1beta2/topology_types.go	44	// but want to leverage TAS capabilities improve accuracy of admitting jobs	COMMENT
MEDIUM	apis/kueue/v1alpha1/dynamicquotaorchestrator_types.go	100	// TODO: once we graduate this API to beta, we should leverage beta API's ResourceFlavorReference type instead of Alpha	COMMENT
MEDIUM	hack/testing/get-build-logs.sh	17	# This shell script is designed to facilitate the build logs from a Kueue CI/CD (GCS) bucket using the gcloud CLI.	COMMENT
MEDIUM	hack/releasing/milestone_pull.sh	21	# Resolved without `git rev-parse` so the file stays sourceable from the test harness.	COMMENT
MEDIUM	pkg/controller/admissionchecks/multikueue/workload.go	1080	// In the future, we may introduce more nuanced remote workload propagation policies,	COMMENT

Fake / Example Data8 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	pkg/config/config_test.go	1452	BearerToken: "fake-token",	CODE
LOW	pkg/scheduler/scheduler_test.go	10114	*utiltestingapi.MakeWorkload("placeholder", "default").	COMMENT
LOW	pkg/scheduler/scheduler_test.go	10161	*utiltestingapi.MakeWorkload("placeholder", "default").	COMMENT
LOW	pkg/scheduler/scheduler_test.go	10221	*utiltestingapi.MakeWorkload("placeholder", "default").	COMMENT
LOW	pkg/scheduler/scheduler_test.go	10245	*utiltestingapi.MakeWorkload("placeholder", "default").	COMMENT
LOW	pkg/scheduler/scheduler_test.go	10314	*utiltestingapi.MakeWorkload("placeholder", "default").	COMMENT
LOW	pkg/scheduler/scheduler_test.go	10347	*utiltestingapi.MakeWorkload("placeholder", "default").	COMMENT
LOW	…r/admissionchecks/multikueue/multikueuecluster_test.go	1833	rc := newTestClient(ctx, []byte("placeholder"), nil, nil)	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	hack/infra/stats/fetch_prow_metrics.py	214	except ValueError:	CODE
HIGH	hack/tools/prow-runtimes/prow_runtimes.py	152	except ValueError:	CODE

Deep Nesting9 hits · 9 pts

Severity	File	Line	Context
LOW	hack/infra/stats/fetch_prow_metrics.py	222	CODE
LOW	hack/infra/stats/fetch_prow_metrics.py	368	CODE
LOW	hack/infra/stats/fetch_prow_metrics.py	492	CODE
LOW	hack/infra/stats/fetch_prow_metrics.py	540	CODE
LOW	hack/tools/prow-runtimes/prow_runtimes.py	324	CODE
LOW	hack/tools/prow-runtimes/prow_runtimes.py	457	CODE
LOW	hack/releasing/set_release_note_test.py	312	CODE
LOW	hack/releasing/log_to_issue.py	46	CODE
LOW	hack/releasing/set_release_note.py	182	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	keps/3258-delayed-admission-check-retries/README.md	332	# In this example, Kueue will wait until 00:10:00Z (the longest delay)	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/workload/workload_test.go	1239	// Retain keeps gpumem as requested (1024), not the multiplyBy	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hack/testing/retry.sh	36	# Usage:	COMMENT
LOW	pkg/controller/jobframework/indexer.go	39	// Example usage:	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	hack/tools/prow-runtimes/prow_runtimes.py	607		CODE

kubernetes-sigs/kueue

Open-Source Code Quality, Security and Technical Debt Review