1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

6.1K

Stars

Language

390.1K

Lines of Code

1.7K

Files

359

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 279 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 70 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 5.1/100 · LOW

Which changes need focused human review? 359 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 2HIGH 0MEDIUM 16LOW 341

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 359 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.

Over-Commented Block229 hits · 229 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/scripts/collect-pod-latency.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/scripts/run-tests.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/scripts/install-monitoring.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/scripts/create-hypernodes.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/scripts/create-kwok-nodes.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/scripts/create-kwok-nodes.sh	21	#	COMMENT
LOW	cmd/controller-manager/app/options/options.go	81	InheritOwnerAnnotations bool	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	1	#!/usr/bin/env bash	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	41	--exclude-dir .git \	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	221	#	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	241	#	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	381	#	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	401	# The Go package path (import path) of the --output-dir. Each aspect of	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	421	# An optional list of comma separated external apply configurations locations	COMMENT
LOW	staging/src/volcano.sh/apis/hack/kube_codegen.sh	661	--output-pkg "${out_pkg}/${informers_subdir}" \	COMMENT
LOW	staging/src/volcano.sh/apis/hack/update-codegen.sh	1	#!/usr/bin/env bash	COMMENT
LOW	staging/src/volcano.sh/apis/hack/generate-groups.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…g/src/volcano.sh/apis/hack/generate-internal-groups.sh	1	#!/usr/bin/env bash	COMMENT
LOW	….sh/apis/pkg/apis/topology/v1alpha1/hypernode_types.go	21	)	COMMENT
LOW	….sh/apis/pkg/apis/topology/v1alpha1/hypernode_types.go	61	type HyperNodeSpec struct {	COMMENT
LOW	….sh/apis/pkg/apis/topology/v1alpha1/hypernode_types.go	81	// +required	COMMENT
LOW	….sh/apis/pkg/apis/topology/v1alpha1/hypernode_types.go	101	// members:	COMMENT
LOW	…aging/src/volcano.sh/apis/pkg/apis/scheduling/types.go	141	// PodGroup is a collection of Pod; used for batch workload.	COMMENT
LOW	…aging/src/volcano.sh/apis/pkg/apis/scheduling/types.go	161	// +optional	COMMENT
LOW	…aging/src/volcano.sh/apis/pkg/apis/scheduling/types.go	181	// +kubebuilder:default:="default"	COMMENT
LOW	…aging/src/volcano.sh/apis/pkg/apis/scheduling/types.go	221	// NetworkTopology defines the NetworkTopology config, this field works in conjunction with network topology feature an	COMMENT
LOW	…aging/src/volcano.sh/apis/pkg/apis/scheduling/types.go	241		COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	141	CloseQueueAction QueueAction = "CloseQueue"	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	161		COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	181		COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	201	// name must be defined by creating a PriorityClass object with that name.	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	221	// 3. Supports specifying that Pods within a subgroup are scheduled to the same network topology domain (such as HyperN	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	241	NetworkTopology *NetworkTopologySpec `json:"networkTopology,omitempty" protobuf:"bytes,3,opt,name=networkTopology"`	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	281	SoftNetworkTopologyMode NetworkTopologyMode = "soft"	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	321	// +optional	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	341		COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	381		COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	401	Spec QueueSpec `json:"spec,omitempty" protobuf:"bytes,2,opt,name=spec"`	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	421	// ObjectMeta contains standard Kubernetes object metadata.	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	461	// Priority influences queue ordering during scheduling and reclamation.	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	481	// +kubebuilder:validation:Minimum=0	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	501	// +kubebuilder:validation:Minimum=0	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	541	type Reservation struct {	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	561	// The number of 'Pending' PodGroup in this queue.	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	641	// If specified, the pod owned by the queue will be scheduled with constraint	COMMENT
LOW	…c/volcano.sh/apis/pkg/apis/scheduling/v1beta1/types.go	661	// +optional	COMMENT
LOW	…/src/volcano.sh/apis/pkg/apis/config/v1alpha1/types.go	41	// +kubebuilder:validation:Minimum=0	COMMENT
LOW	…/src/volcano.sh/apis/pkg/apis/config/v1alpha1/types.go	61	// conditions represent the current state of the ColocationConfiguration resource.	COMMENT
LOW	…o.sh/apis/pkg/apis/nodeinfo/v1alpha1/numatopo_types.go	61	// +optional	COMMENT
LOW	…o.sh/apis/pkg/apis/nodeinfo/v1alpha1/numatopo_types.go	101		COMMENT
LOW	…cano.sh/apis/pkg/apis/datadependency/v1alpha1/types.go	41	type DataSourceSpec struct {	COMMENT
LOW	…cano.sh/apis/pkg/apis/datadependency/v1alpha1/types.go	81		COMMENT
LOW	…cano.sh/apis/pkg/apis/datadependency/v1alpha1/types.go	161	// DataSourceType is the required category of the data source within the system.	COMMENT
LOW	…cano.sh/apis/pkg/apis/datadependency/v1alpha1/types.go	181	// DataSourceClaimStatus defines the observed state of DataSourceClaim.	COMMENT
LOW	…ing/src/volcano.sh/apis/pkg/apis/batch/v1alpha1/job.go	21	v1 "k8s.io/api/core/v1"	COMMENT
LOW	…ing/src/volcano.sh/apis/pkg/apis/batch/v1alpha1/job.go	61	// The minimal available pods to run for this Job	COMMENT
LOW	…ing/src/volcano.sh/apis/pkg/apis/batch/v1alpha1/job.go	81	// Key is plugin name, value is the arguments of the plugin	COMMENT
LOW	…ing/src/volcano.sh/apis/pkg/apis/batch/v1alpha1/job.go	101	MaxRetry int32 `json:"maxRetry,omitempty" protobuf:"bytes,9,opt,name=maxRetry"`	COMMENT
LOW	…ing/src/volcano.sh/apis/pkg/apis/batch/v1alpha1/job.go	141		COMMENT
LOW	…ing/src/volcano.sh/apis/pkg/apis/batch/v1alpha1/job.go	201	// One of "Restart", "None".	COMMENT
169 more matches not shown…

Fake / Example Data67 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	test/e2e/util/util.go	352	"role": "placeholder",	CODE
LOW	test/e2e/util/util.go	358	Name: "placeholder",	CODE
LOW	test/e2e/util/util.go	375	LabelSelector: labels.Set(map[string]string{"role": "placeholder"}).String(),	CODE
LOW	test/e2e/admission/job_validation_test.go	606	Name: "fake-name",	CODE
LOW	test/e2e/admission/job_mutate_test.go	440	Name: "fake-name",	CODE
LOW	pkg/cli/job/view_test.go	61	Name: "placeholder",	CODE
LOW	…ooks/admission/cronjobs/validate/admit_cronjob_test.go	366	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	222	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	276	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	331	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	348	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	385	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	432	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	469	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	536	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	573	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	617	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	659	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	702	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	745	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	790	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	839	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	886	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	934	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	986	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1037	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1084	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1120	Name: "init-fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1129	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1165	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1204	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1219	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1255	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1270	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1311	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1352	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1393	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1434	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1482	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1532	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1577	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1622	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1663	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1705	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1747	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1792	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1963	Name: "fake-name-0",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1974	Name: "fake-name-1",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	1983	Name: "fake-name-2",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2036	Name: "fake-name-0",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2047	Name: "fake-name-1",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2056	Name: "fake-name-2",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2105	Name: "fake-name-1",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2117	Name: "fake-name-2",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2225	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2261	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2297	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2475	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/validate/admit_job_test.go	2522	Name: "fake-name",	CODE
LOW	pkg/webhooks/admission/jobs/mutate/mutate_job_test.go	56	Name: "fake-name",	CODE
7 more matches not shown…

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/e2e/gangevict/gangevict.go	307	// ── topology helpers ───────────────────────────────────────────────────	COMMENT
MEDIUM	test/e2e/gangevict/gangevict.go	437	// ── gangpreempt ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/e2e/gangevict/gangevict.go	824	// ── gangpreempt + network topology ─────────────────────────────────	COMMENT
MEDIUM	test/e2e/gangevict/gangevict.go	992	// ── gangreclaim ────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/e2e/gangevict/gangevict.go	1360	// ── gangreclaim + network topology ─────────────────────────────────	COMMENT
MEDIUM	test/e2e/gangevict/gangevict.go	1533	// ── gangreclaim + NominatedHyperNode pin ───────────────────────────	COMMENT
MEDIUM	hack/update-vendor-licenses.sh	29	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/verify-golangci-lint.sh	28	# -----------------------------------	COMMENT
MEDIUM	hack/verify-vendor-licenses.sh	22	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/lib/util.sh	17	# -----------------------------------------------------------------------------	COMMENT

Structural Annotation Overuse11 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	benchmark/README.md	475	# Step 1: Run test with DRY_RUN=true to keep pods after the test	COMMENT
LOW⚡	benchmark/README.md	478	# Step 2: Collect latency from pod timestamps	COMMENT
LOW⚡	benchmark/README.md	481	# Step 3: Clean up pods manually when done	COMMENT
LOW	installer/helm/chart/volcano/policy/jobs-mutating.yaml	72	# NOTE: The following task-level mutations are NOT implemented in MutatingAdmissionPolicy	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	264	// Step 1: Initialize ShadowLoadCache	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	271	// Step 2: Read metricsInterval from scheduler configmap (metrics.interval)	COMMENT
LOW	pkg/scheduler/plugins/usage/usage.go	282	// Step 3: Warm up shadow cache by scanning existing tasks on nodes	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	294	// Step 4: Register EventHandler for Allocate/Deallocate tracking	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	304	// Step 5: Register PredicateFn - only checks real load against thresholds	COMMENT
LOW	pkg/scheduler/plugins/usage/usage.go	336	// Step 6: Register NodeOrderFn - scores nodes based on composite utilization	COMMENT
LOW	pkg/scheduler/actions/preempt/preempt.go	872	// NOTE: This method is exported for easier testing in default preemption.	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/controllers/garbagecollector/garbagecollector_test.go	281	if expireTime != nil && metav1.NewTime(*expireTime) != metav1.NewTime(testcase.Job.Status.State.LastTransitionTime.Add	CODE
CRITICAL	…/controllers/garbagecollector/garbagecollector_test.go	282	t.Errorf("Expected value to be: %v, but got: %v in case %d", testcase.Job.Status.State.LastTransitionTime.Add(time.Du	CODE

Example Usage Blocks12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/scripts/collect-pod-latency.sh	14	# Usage:	COMMENT
LOW	benchmark/scripts/run-tests.sh	4	# Usage:	COMMENT
LOW	benchmark/scripts/cleanup-kwok-nodes.sh	4	# Usage:	COMMENT
LOW	benchmark/scripts/install-volcano.sh	4	# Usage:	COMMENT
LOW	benchmark/scripts/create-hypernodes.sh	6	# Usage:	COMMENT
LOW	benchmark/scripts/export-grafana-charts.sh	5	# Usage:	COMMENT
LOW	benchmark/scripts/build-images.sh	7	# Usage:	COMMENT
LOW	benchmark/scripts/collect-report.sh	7	# Usage:	COMMENT
LOW	benchmark/scripts/cleanup.sh	3	# Usage:	COMMENT
LOW	benchmark/scripts/create-kwok-nodes.sh	4	# Usage:	COMMENT
LOW	hack/update-vendor-licenses.sh	19	# Usage:	COMMENT
LOW	hack/sync-apis.sh	20	# Usage:	COMMENT

Verbosity Indicators10 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…rnetes/pkg/scheduler/backend/queue/scheduling_queue.go	533	// We need to check if those plugins return Queue or not and if they do, we return queueImmediately.	COMMENT
LOW	pkg/scheduler/cache/cache.go	346	// We are updating an existing condition, so we need to check if it has changed.	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	264	// Step 1: Initialize ShadowLoadCache	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	271	// Step 2: Read metricsInterval from scheduler configmap (metrics.interval)	COMMENT
LOW	pkg/scheduler/plugins/usage/usage.go	282	// Step 3: Warm up shadow cache by scanning existing tasks on nodes	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	294	// Step 4: Register EventHandler for Allocate/Deallocate tracking	COMMENT
LOW⚡	pkg/scheduler/plugins/usage/usage.go	304	// Step 5: Register PredicateFn - only checks real load against thresholds	COMMENT
LOW	pkg/scheduler/plugins/usage/usage.go	336	// Step 6: Register NodeOrderFn - scores nodes based on composite utilization	COMMENT
LOW	pkg/agentscheduler/cache/cache.go	267	// We are updating an existing condition, so we need to check if it has changed.	COMMENT
LOW	pkg/controllers/job/job_controller.go	469	// For PodPending delayed action, we need to check if the Pod UID matches	COMMENT

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/scripts/common.sh	64	# Check if required commands exist	COMMENT
LOW	benchmark/scripts/cleanup-kwok-nodes.sh	30	# Check if HyperNode CRD exists	COMMENT
LOW	benchmark/scripts/install-monitoring.sh	59	# Check if this is a Kind cluster (even though USE_EXISTING_CLUSTER=true)	COMMENT
LOW	benchmark/scripts/create-kwok-nodes.sh	50	# Check if KWOK is already installed	COMMENT
LOW	hack/bump-version.sh	46	# Check if gh CLI is available	COMMENT
LOW	hack/check-generated-yaml.sh	50	# Check if tag is a prerelease version (alpha/beta/rc)	COMMENT
LOW	hack/sync-apis.sh	127	# Check if staging directory already has content	COMMENT
LOW	…staller/helm/chart/volcano/policy/jobs-validating.yaml	24	# Check if tasks have dependencies	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmark/scripts/run-tests.sh	9	# testcases/<scenario>/profiles/comprehensive.yaml	COMMENT
MEDIUM	…ubernetes/pkg/scheduler/backend/queue/backoff_queue.go	81	// providing seamless access as if it were one queue.	COMMENT
MEDIUM	pkg/agent/utils/cgroup/cgroup.go	379	// This is a more robust implementation based on mature projects like runc.	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmark/scripts/create-kwok-nodes.sh	101	# Create a single KWOK node with optional topology labels	COMMENT
MEDIUM	hack/lib/install.sh	166	# This file is sourced (e.g. from hack/run-e2e-kind.sh), so updating PATH here	COMMENT
MEDIUM	hack/lib/util.sh	58	# Create a temp dir that'll be deleted at the end of this bash session.	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/release_chart.yaml	71	# this step will directly push to the main branch, so make sure you have the right permissions	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/agent/config/source/file_source.go	27	// TODO: implement file source.	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	example/MindSpore-example/mindspore_gpu/gpu-test.py	5		CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/design/gang-aware-eviction-design.md	165	def select_gang_victims_in_hypernode(preemptor, hypernode, candidates, ssn):	CODE

volcano-sh/volcano

Open-Source Code Quality, Security and Technical Debt Review