1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

16.7K

Stars

Language

528.5K

Lines of Code

2.6K

Files

585

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 5.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 457 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 126 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 585 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 8HIGH 0MEDIUM 52LOW 525

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 585 distinct pattern matches across 13 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 Block382 hits · 364 pts

Severity	File	Line	Snippet	Context
LOW	cmd/kops/get_cluster.go	61	// Warning for --full. Since we are not using the template from kubectl	COMMENT
LOW	cmd/kops/reconcile_cluster.go	81		COMMENT
LOW	cmd/kops/reconcile_cluster.go	101	// return sets.NewString(allRoles...).Delete(options.InstanceGroupRoles...).List(), cobra.ShellCompDirectiveNoFileComp	COMMENT
LOW	tools/get_version.sh	1	#!/bin/bash	COMMENT
LOW	tools/xz.sh	1	#!/bin/bash	COMMENT
LOW	…ls/otel/traceserver/pb/jaeger/storage/v1/storage.pb.go	21	// You may obtain a copy of the License at	COMMENT
LOW	tools/otel/traceserver/pb/jaeger/api/v2/model.pb.go	21	// You may obtain a copy of the License at	COMMENT
LOW	util/pkg/vfs/s3fs.go	621	// allowsAnonymousRead := false	COMMENT
LOW	images/mkdocs/entrypoint.sh	1	#!/bin/bash	COMMENT
LOW	dns-controller/pkg/dns/zonespec_test.go	141	// {	COMMENT
LOW	dnsprovider/pkg/dnsprovider/dns.go	61	Get(name string) ([]ResourceRecordSet, error)	COMMENT
LOW	…ders/google/clouddns/internal/interfaces/interfaces.go	61	// PageToken(pageToken string) *ChangesListCall // TODO: Add as needed	COMMENT
LOW	clusterapi/snapshot/update-snapshot.sh	1	#!/bin/bash	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	41	// for this MachineDeployment topology and all subsequent ones is deferred.	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	101	// Controllers working with Cluster API objects must check the existence of this annotation	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	121	// that was cloned for the machine. This annotation is set only during cloning a template. Older/adopted machines will	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	141	MachineSetSkipPreflightChecksAnnotation = "machineset.cluster.x-k8s.io/skip-preflight-checks"	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	161	// update webhooks for objects which get updated by template rotation (e.g. InfrastructureMachineTemplate).	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	181	// Note: It can be used by setting as top level annotation on MachineDeployment and MachineSets.	COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	201		COMMENT
LOW	…erapi/snapshot/cluster-api/api/v1beta1/common_types.go	281	// the API and some issues that can impact user experience.	COMMENT
LOW	…pi/snapshot/cluster-api/api/v1beta1/condition_types.go	61	// Status of the condition, one of True, False, Unknown.	COMMENT
LOW	…sterapi/bootstrap/kops/api/v1beta1/kopsconfig_types.go	41		COMMENT
LOW	…ane/kops/api/v1beta1/kopscontrolplanetemplate_types.go	61	// More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#metadata	COMMENT
LOW	…ontrolplane/kops/api/v1beta1/kopscontrolplane_types.go	41	// KopsControlPlaneStatus defines the observed state of KopsControlPlane.	COMMENT
LOW	…ontrolplane/kops/api/v1beta1/kopscontrolplane_types.go	101	// +kubebuilder:printcolumn:name="Cluster",type="string",JSONPath=".metadata.labels['cluster\\.x-k8s\\.io/cluster-name']	COMMENT
LOW	clusterapi/pkg/builders/utils.go	41	// UID: owner.GetUID(),	COMMENT
LOW	discovery/scripts/create-kubeconfig.sh	1	#!/bin/bash	COMMENT
LOW	tests/fuzz/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/kubetest2-kops/deployer/common.go	161	"aws": {"AWS_SSH_PRIVATE_KEY_FILE", "AWS_SSH_PUBLIC_KEY_FILE"},	COMMENT
LOW	…sts/e2e/scenarios/cilium-connectivity-test/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/cilium-connectivity-test/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/splitkcp/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/upgrade-ab/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/agent-sandbox/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/agent-sandbox/run-test.sh	101	# kubetest2-kops would otherwise shrink the root volumes to 48GB (100GB for GCE	COMMENT
LOW	tests/e2e/scenarios/agent-sandbox/run-test.sh	121	OVERRIDES="${OVERRIDES} --set=cluster.spec.kubeScheduler.qps=500"	COMMENT
LOW	tests/e2e/scenarios/karpenter/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/karpenter/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/aws-boskos/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/metrics-server/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/metrics-server/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/aws-lb-controller/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/aws-lb-controller/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/ai-conformance/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…stration/clusterautoscaling/clusterautoscaling_test.go	21	"strings"	COMMENT
LOW	…operator/robust_controller/testdata/rayjob-sample.yaml	1	# Based on https://raw.githubusercontent.com/ray-project/kuberay/v1.5.1/ray-operator/config/samples/ray-job.sample.yaml	COMMENT
LOW	…operator/robust_controller/testdata/rayjob-sample.yaml	101		COMMENT
LOW	tests/e2e/scenarios/addon-resource-tracking/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/addon-resource-tracking/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/clusterapi/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/podidentitywebhook/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/podidentitywebhook/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/scalability/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/scalability/post-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/scalability/pre-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/keypair-rotation/run-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/keypair-rotation/test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/lib/common.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/e2e/scenarios/lib/upgrade.sh	1	#!/usr/bin/env bash	COMMENT
322 more matches not shown…

Self-Referential Comments47 hits · 141 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/kops/create.go	55	# Create a cluster from the configuration specification in a YAML file.	COMMENT
MEDIUM	cmd/kops/create.go	58	# Create an instancegroup based on the YAML passed into stdin.	COMMENT
MEDIUM	cmd/kops/toolbox_instance-selector.go	100	## Create a spot instance group using a MixInstancesPolicy and Capacity-Optimized spot allocation strategy.	COMMENT
MEDIUM	cmd/kops/toolbox_instance-selector.go	104	## Create an on-demand instance group with custom vcpu and memory range filters.	COMMENT
MEDIUM	cmd/kops/create_instancegroup.go	71	# Create an instancegroup for the k8s-cluster.example.com cluster.	COMMENT
MEDIUM	cmd/kops/create_instancegroup.go	75	# Create a YAML manifest for an instancegroup for the k8s-cluster.example.com cluster.	COMMENT
MEDIUM	cmd/kops/create_secret_ciliumpassword.go	40	# Create a new Cilium IPsec configuration.	COMMENT
MEDIUM	cmd/kops/create_secret_ciliumpassword.go	44	# Create a new Cilium IPsec key via stdin.	COMMENT
MEDIUM	cmd/kops/create_cluster.go	126	# Create a cluster in AWS in a single zone.	COMMENT
MEDIUM	cmd/kops/create_cluster.go	132	# Create a cluster in AWS with a High Availability control plane. This cluster	COMMENT
MEDIUM	cmd/kops/create_cluster.go	150	# Create a cluster in Digital Ocean.	COMMENT
MEDIUM	cmd/kops/create_cluster.go	160	# Create a cluster in GCE with a dedicated APIServer-Only front-end.	COMMENT
MEDIUM	cmd/kops/create_secret_dockerconfig.go	46	# Create a new Docker config.	COMMENT
MEDIUM	cmd/kops/create_secret_dockerconfig.go	50	# Create a docker config via stdin.	COMMENT
MEDIUM	cmd/kops/create_sshpublickey.go	38	# Create a new SSH public key from the file ""~/.ssh/id_rsa.pub".	COMMENT
MEDIUM	cmd/kops/create_secret_encryptionconfig.go	40	# Create a new encryption config.	COMMENT
MEDIUM	cmd/kops/create_secret_encryptionconfig.go	44	# Create a new encryption config via stdin.	COMMENT
MEDIUM	tests/e2e/scenarios/ai-conformance/run-test.sh	280	# Create a ResourceClaim and Pod to test DRA	COMMENT
MEDIUM	…/accelerators/dra_support/testdata/cuda-smoketest.yaml	1	# Create a ResourceClaim and Job to test DRA	COMMENT
MEDIUM	tests/e2e/scenarios/clusterapi/run-test.sh	71	# Create a Cluster API Cluster object	COMMENT
MEDIUM	tests/e2e/scenarios/clusterapi/run-test.sh	74	# Create a MachineDeployment matching our configuration	COMMENT
MEDIUM	…resources/addons/networking.cilium.io/helm-values.yaml	1	# This file is only used to help generate the .yaml.template file	COMMENT
MEDIUM	hack/dev-build-aws.sh	46	# Create the state-store bucket if it doesn't exist	COMMENT
MEDIUM	hack/generate-asset-hashes.sh	30	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	hack/generate-asset-hashes.sh	64	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	hack/generate-asset-hashes.sh	97	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	hack/generate-asset-hashes.sh	131	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	hack/dev-build-gce.sh	45	# Create the state-store bucket if it doesn't exist	COMMENT
MEDIUM	hack/dev-build-scaleway.sh	50	# Create the state-store bucket if it doesn't exist	COMMENT
MEDIUM	hack/mkdocs_macros/feature_stability_table.py	41	# Create the initial strings to which we'll concatenate the relevant columns	COMMENT
MEDIUM	hack/mkdocs_macros/feature_stability_table.py	60	# Create a list object containing all the table rows,	COMMENT
MEDIUM	pkg/assets/assetdata/k8s-1.32.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/k8s-1.33.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/cni-1.7.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/k8s-1.34.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/containerd-2.1.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/k8s-1.35.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/cni-1.6.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/runc-1.3.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/containerd-2.2.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/cni-1.9.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/k8s-1.36.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/k8s-1.37.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/cni-1.8.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/containerd-2.3.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/runc-1.5.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT
MEDIUM	pkg/assets/assetdata/runc-1.4.yaml	1	# This file is generated by generate-asset-hashes.sh	COMMENT

Fake / Example Data117 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/update_cluster/complex/kubernetes.tf	141	value = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	214	value = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	266	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	278	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	290	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	302	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	336	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	355	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	372	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	384	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	397	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	410	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	426	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	479	"Owner" = "John Do	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	495	"Owner" = "John Do	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	511	"Owner" = "John Do	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	525	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	592	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	605	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	618	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	629	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	656	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	699	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	721	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	778	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	790	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	987	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1000	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1013	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1315	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1329	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1346	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1363	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1380	"Owner" = "John Doe"	CODE
LOW	tests/integration/update_cluster/complex/kubernetes.tf	1392	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	123	value = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	200	value = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	257	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	269	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	281	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	293	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	327	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	346	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	363	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	375	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	387	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	399	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	425	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	438	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	490	"Owner" = "John Do	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	507	"Owner" = "John Do	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	524	"Owner" = "John Do	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	539	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	595	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	609	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	623	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	635	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	658	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	689	"Owner" = "John Doe"	CODE
LOW	…egration/update_cluster/externalpolicies/kubernetes.tf	734	"Owner" = "John Doe"	CODE
57 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	…g/dnsprovider/providers/google/clouddns/rrchangeset.go	61	service := rrsets.zone.zones.interface_.service.Changes()	CODE
CRITICAL	upup/pkg/fi/ca.go	222	if privateKey == nil && k.Primary.Certificate.Certificate.SerialNumber.Cmp(idNumber) <= 0 {	CODE
CRITICAL	upup/pkg/fi/cloudup/template_functions.go	456	dest["EnableSQSTerminationDraining"] = func() bool { return cluster.Spec.CloudProvider.AWS.NodeTerminationHandler.IsQu	CODE
CRITICAL	pkg/apis/kops/cluster_test.go	190	resolved := cluster.Spec.CloudProvider.AWS.WarmPool.ResolveDefaults(&instanceGroup)	CODE
CRITICAL	pkg/apis/kops/validation/instancegroup.go	317	warmPool := cluster.Spec.CloudProvider.AWS.WarmPool.ResolveDefaults(g)	CODE
CRITICAL	pkg/model/components/kubecontrollermanager_test.go	63	t.Fatalf("AttachDetachReconcileSyncPeriod should be set to 1m - %s, for k8s version %s", c.Spec.KubeControllerManager	CODE
CRITICAL	pkg/model/components/kubecontrollermanager_test.go	90	t.Fatalf("AttachDetachReconcileSyncPeriod should be set to 5m - %s, for k8s version %s", c.Spec.KubeControllerManager.	CODE
CRITICAL	pkg/model/awsmodel/autoscalinggroup.go	99	warmPool := b.Cluster.Spec.CloudProvider.AWS.WarmPool.ResolveDefaults(ig)	CODE

Structural Annotation Overuse12 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	…r_runtime_management/driver_runtime_management_test.go	37	// Step 1: Identify GPU nodes	COMMENT
LOW	…r_runtime_management/driver_runtime_management_test.go	63	// Step 2: Verify GPU Operator DaemonSet is deployed and healthy	COMMENT
LOW	…r_runtime_management/driver_runtime_management_test.go	91	// Step 3: Verify driver installation on GPU nodes using a diagnostic job	COMMENT
LOW	…r_runtime_management/driver_runtime_management_test.go	122	// Step 4: Check for DRA integration (future-proofing)	COMMENT
LOW	hack/new-iam-user.sh	24	# WARNING: This script will return secrets!	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	189	### Step 1: Identify the failure type	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	195	### Step 2: Read the build log	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	199	### Step 3: Check Kubernetes API resource dumps	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	207	### Step 4: Check pod container logs	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	217	### Step 5: Check node-level logs	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	226	### Step 6: Check networking state	COMMENT
LOW⚡	docs/e2e-failure-troubleshooting.md	236	### Step 7: Check cluster configuration	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/kops-controller/main.go	67	// +kubebuilder:scaffold:imports	COMMENT
MEDIUM	cmd/kops-controller/main.go	75	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	cmd/kops-controller/main.go	269	// +kubebuilder:scaffold:builder	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…r_runtime_management/driver_runtime_management_test.go	37	// Step 1: Identify GPU nodes	COMMENT
LOW	…r_runtime_management/driver_runtime_management_test.go	63	// Step 2: Verify GPU Operator DaemonSet is deployed and healthy	COMMENT
LOW	…r_runtime_management/driver_runtime_management_test.go	91	// Step 3: Verify driver installation on GPU nodes using a diagnostic job	COMMENT
LOW	…r_runtime_management/driver_runtime_management_test.go	122	// Step 4: Check for DRA integration (future-proofing)	COMMENT

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	upup/pkg/fi/fitasks/mirrorkeystore.go	54	// TODO: implement Find so that we aren't always mirroring	COMMENT
LOW	upup/pkg/fi/fitasks/mirrorsecrets.go	55	// TODO: implement Find so that we aren't always mirroring	COMMENT
LOW	pkg/controllers/clusterapi/kopsconfig_controller.go	194	// TODO: Fix validation	COMMENT
LOW	pkg/client/simple/vfsclientset/clientset.go	217	// TODO: implement deletion of discovery service resources	COMMENT

Slop Phrases3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	cmd/kops/export_kubeconfig.go	43	# export a kubeconfig file with the cluster admin user (make sure you keep this user safe!)	COMMENT
LOW	hack/dev-build.sh	29	# and make sure you `aws configure`	COMMENT
MEDIUM	third_party/forked/text/template/doc.go	442	constant. Here is a simple example:	CODE

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hack/boilerplate/boilerplate.py	75	except Exception as exc:	CODE
MEDIUM	hack/boilerplate/boilerplate.py	72	def file_passes(filename, refs, regexs):	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/dev-build.sh	31	# # Example usage	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	hack/mkdocs_macros/__init__.py	18		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	hack/boilerplate/boilerplate.py	164		CODE

kubernetes/kops

Open-Source Code Quality, Security and Technical Debt Review