AI Slop Code RIsk Monitor

kubernetes-sigs/kubebuilder

Kubebuilder - SDK for building Kubernetes APIs using CRDs

8.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for kubernetes-sigs/kubebuilder, a Go project with 9,347 GitHub stars. SynthScan examined 181,223 lines of code across 1258 source files, recording 713 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 8.7 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

8.7
Adjusted Signal
8.7
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
9.3K
Stars
Go
Language
181.2K
Lines of Code
1.3K
Files
713
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 35.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 710 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 34.1/100 · MEDIUM

Which changes need focused human review? 713 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 0HIGH 1MEDIUM 397LOW 315

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 713 distinct pattern matches across 12 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.

Modern AI Meta-Vocabulary374 hits · 1156 pts
SeverityFileLineSnippetContext
MEDIUMAGENTS.md224- `Marker` - special comments (e.g., `// +kubebuilder:scaffold:imports`)CODE
MEDIUMtestdata/project-v4-multigroup/AGENTS.md47Do NOT delete `// +kubebuilder:scaffold:*` comments. CLI injects code at these markers.CODE
MEDIUMtestdata/project-v4-multigroup/AGENTS.md80### Deploy Image Plugin (scaffold to deploy/manage ANY container image)COMMENT
MEDIUMtestdata/project-v4-multigroup/cmd/main.go70 // +kubebuilder:scaffold:importsCOMMENT
MEDIUMtestdata/project-v4-multigroup/cmd/main.go95 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUMtestdata/project-v4-multigroup/cmd/main.go217 // In the default scaffold provided, the program ends immediately afterCOMMENT
MEDIUMtestdata/project-v4-multigroup/cmd/main.go398 // +kubebuilder:scaffold:builderCOMMENT
MEDIUMtestdata/project-v4-multigroup/test/e2e/e2e_test.go240 // +kubebuilder:scaffold:e2e-metrics-webhooks-readinessCOMMENT
MEDIUMtestdata/project-v4-multigroup/test/e2e/e2e_test.go348 // +kubebuilder:scaffold:e2e-webhooks-checksCOMMENT
MEDIUM…ta/project-v4-multigroup/config/crd/kustomization.yaml18# +kubebuilder:scaffold:crdkustomizeresourceCOMMENT
MEDIUM…ta/project-v4-multigroup/config/crd/kustomization.yaml24# +kubebuilder:scaffold:crdkustomizewebhookpatchCOMMENT
MEDIUM⚡…roject-v4-multigroup/config/default/kustomization.yaml224 targets: # Do not remove or uncomment the following scaffold marker; required to generate code for target CRD.CODE
MEDIUM⚡…roject-v4-multigroup/config/default/kustomization.yaml234# +kubebuilder:scaffold:crdkustomizecainjectionnsCOMMENT
MEDIUM⚡…roject-v4-multigroup/config/default/kustomization.yaml241 targets: # Do not remove or uncomment the following scaffold marker; required to generate code for target CRD.CODE
MEDIUM⚡…roject-v4-multigroup/config/default/kustomization.yaml251# +kubebuilder:scaffold:crdkustomizecainjectionnameCOMMENT
MEDIUM…roject-v4-multigroup/config/samples/kustomization.yaml17# +kubebuilder:scaffold:manifestskustomizesamplesCOMMENT
MEDIUM…tigroup/internal/webhook/core/v1/webhook_suite_test.go42 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…tigroup/internal/webhook/core/v1/webhook_suite_test.go71 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…tigroup/internal/webhook/core/v1/webhook_suite_test.go114 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…internal/webhook/cert-manager/v1/webhook_suite_test.go42 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…internal/webhook/cert-manager/v1/webhook_suite_test.go71 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…internal/webhook/cert-manager/v1/webhook_suite_test.go114 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…tigroup/internal/webhook/crew/v1/webhook_suite_test.go43 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…tigroup/internal/webhook/crew/v1/webhook_suite_test.go72 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…tigroup/internal/webhook/crew/v1/webhook_suite_test.go115 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…/internal/webhook/example.com/v1/webhook_suite_test.go43 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…/internal/webhook/example.com/v1/webhook_suite_test.go72 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…/internal/webhook/example.com/v1/webhook_suite_test.go115 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…nal/webhook/example.com/v1alpha1/webhook_suite_test.go43 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…nal/webhook/example.com/v1alpha1/webhook_suite_test.go72 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…nal/webhook/example.com/v1alpha1/webhook_suite_test.go115 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…tigroup/internal/webhook/ship/v1/webhook_suite_test.go43 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…tigroup/internal/webhook/ship/v1/webhook_suite_test.go72 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…tigroup/internal/webhook/ship/v1/webhook_suite_test.go115 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…p/internal/webhook/ship/v2alpha1/webhook_suite_test.go43 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…p/internal/webhook/ship/v2alpha1/webhook_suite_test.go72 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…p/internal/webhook/ship/v2alpha1/webhook_suite_test.go115 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…tigroup/internal/webhook/apps/v1/webhook_suite_test.go42 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…tigroup/internal/webhook/apps/v1/webhook_suite_test.go71 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…tigroup/internal/webhook/apps/v1/webhook_suite_test.go114 // +kubebuilder:scaffold:webhookCOMMENT
MEDIUM…ct-v4-multigroup/internal/controller/fiz/suite_test.go36 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…ct-v4-multigroup/internal/controller/fiz/suite_test.go65 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…tigroup/internal/controller/cert-manager/suite_test.go35 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…tigroup/internal/controller/cert-manager/suite_test.go64 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…t-v4-multigroup/internal/controller/crew/suite_test.go36 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…t-v4-multigroup/internal/controller/crew/suite_test.go65 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…ltigroup/internal/controller/example.com/suite_test.go37 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…ltigroup/internal/controller/example.com/suite_test.go69 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…ct-v4-multigroup/internal/controller/foo/suite_test.go36 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…ct-v4-multigroup/internal/controller/foo/suite_test.go65 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…ultigroup/internal/controller/foo.policy/suite_test.go36 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…ultigroup/internal/controller/foo.policy/suite_test.go65 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…t-v4-multigroup/internal/controller/ship/suite_test.go38 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…t-v4-multigroup/internal/controller/ship/suite_test.go73 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…igroup/internal/controller/sea-creatures/suite_test.go38 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…igroup/internal/controller/sea-creatures/suite_test.go73 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUM…t-v4-multigroup/internal/controller/apps/suite_test.go35 // +kubebuilder:scaffold:importsCOMMENT
MEDIUM…t-v4-multigroup/internal/controller/apps/suite_test.go64 // +kubebuilder:scaffold:schemeCOMMENT
MEDIUMtestdata/project-v4/AGENTS.md47Do NOT delete `// +kubebuilder:scaffold:*` comments. CLI injects code at these markers.CODE
MEDIUMtestdata/project-v4/AGENTS.md80### Deploy Image Plugin (scaffold to deploy/manage ANY container image)COMMENT
314 more matches not shown…
Over-Commented Block274 hits · 274 pts
SeverityFileLineSnippetContext
LOWtest_e2e.sh1#!/usr/bin/env bashCOMMENT
LOWtest.sh1#!/usr/bin/env bashCOMMENT
LOWtestdata/project-v4-multigroup/cmd/main.go181 // These configurations ensure that only authorized users and service accountsCOMMENT
LOW…a/project-v4-multigroup/config/rbac/kustomization.yaml1resources:COMMENT
LOW…roject-v4-multigroup/config/default/kustomization.yaml1# Adds namespace to all resources.COMMENT
LOW…roject-v4-multigroup/config/default/kustomization.yaml21# [WEBHOOK] To enable webhook, uncomment all the sections with [WEBHOOK] prefix including the one inCOMMENT
LOW…roject-v4-multigroup/config/default/kustomization.yaml41 kind: DeploymentCOMMENT
LOW…roject-v4-multigroup/config/default/kustomization.yaml61# version: v1COMMENT
LOW…roject-v4-multigroup/config/default/kustomization.yaml81# name: controller-manager-metrics-monitorCOMMENT
LOW…roject-v4-multigroup/config/default/kustomization.yaml101# - spec.dnsNames.0COMMENT
LOW…data/project-v4-multigroup/config/manager/manager.yaml41 # - matchExpressions:COMMENT
LOW…ect-v4-multigroup/config/prometheus/kustomization.yaml1resources:COMMENT
LOW…ultigroup/internal/webhook/core/v1/pod_webhook_test.go41 })COMMENT
LOW…ultigroup/internal/webhook/core/v1/pod_webhook_test.go61 //COMMENT
LOW…-v4-multigroup/internal/webhook/core/v1/pod_webhook.go41// TODO(user): change verbs to "verbs=create;update;delete" if you want to enable deletion validation.COMMENT
LOW…nternal/webhook/cert-manager/v1/issuer_webhook_test.go41 })COMMENT
LOW…group/internal/webhook/crew/v1/captain_webhook_test.go41 Expect(obj).NotTo(BeNil(), "Expected obj to be initialized")COMMENT
LOW…group/internal/webhook/crew/v1/captain_webhook_test.go61 })COMMENT
LOW…ernal/webhook/example.com/v1/wordpress_webhook_test.go41 // TODO (user): Add any teardown logic common to all testsCOMMENT
LOW…webhook/example.com/v1alpha1/memcached_webhook_test.go41 })COMMENT
LOW…webhook/example.com/v1alpha1/memcached_webhook_test.go61 //COMMENT
LOW…rnal/webhook/example.com/v1alpha1/memcached_webhook.go41COMMENT
LOW…oup/internal/webhook/ship/v1/destroyer_webhook_test.go41 })COMMENT
LOW…roup/internal/webhook/ship/v2alpha1/cruiser_webhook.go41COMMENT
LOW…internal/webhook/ship/v2alpha1/cruiser_webhook_test.go41 })COMMENT
LOW…internal/webhook/ship/v2alpha1/cruiser_webhook_test.go61 //COMMENT
LOW…tigroup/internal/webhook/apps/v1/deployment_webhook.go61}COMMENT
LOW…up/internal/webhook/apps/v1/deployment_webhook_test.go41 Expect(obj).NotTo(BeNil(), "Expected obj to be initialized")COMMENT
LOW…up/internal/webhook/apps/v1/deployment_webhook_test.go61 })COMMENT
LOW…nternal/controller/example.com/memcached_controller.go61// The following markers are used to generate the rules permissions (RBAC) on config/rbac using controller-genCOMMENT
LOW…nternal/controller/example.com/memcached_controller.go341 // NodeAffinity: &corev1.NodeAffinity{COMMENT
LOW…nternal/controller/example.com/memcached_controller.go421// imageForMemcached gets the Operand image which is managed by this controllerCOMMENT
LOW…/internal/controller/example.com/busybox_controller.go61// The following markers are used to generate the rules permissions (RBAC) on config/rbac using controller-genCOMMENT
LOW…/internal/controller/example.com/busybox_controller.go341 // NodeAffinity: &corev1.NodeAffinity{COMMENT
LOW…/internal/controller/example.com/busybox_controller.go421 return "", fmt.Errorf("unable to find %s environment variable with the image", imageEnvVar)COMMENT
LOW…oject-v4-multigroup/grafana/custom-metrics/config.yaml1---COMMENT
LOWtestdata/project-v4-multigroup/api/fiz/v1/bar_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…ata/project-v4-multigroup/api/crew/v1/captain_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…ct-v4-multigroup/api/example.com/v1/wordpress_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…ct-v4-multigroup/api/example.com/v2/wordpress_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…4-multigroup/api/example.com/v1alpha1/busybox_types.go21 "k8s.io/apimachinery/pkg/runtime"COMMENT
LOW…4-multigroup/api/example.com/v1alpha1/busybox_types.go41// BusyboxStatus defines the observed state of BusyboxCOMMENT
LOW…multigroup/api/example.com/v1alpha1/memcached_types.go21 "k8s.io/apimachinery/pkg/runtime"COMMENT
LOW…multigroup/api/example.com/v1alpha1/memcached_types.go41 // +requiredCOMMENT
LOWtestdata/project-v4-multigroup/api/foo/v1/bar_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…ultigroup/api/foo.policy/v1/healthcheckpolicy_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…a/project-v4-multigroup/api/ship/v1/destroyer_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…roject-v4-multigroup/api/ship/v1beta1/frigate_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…oject-v4-multigroup/api/ship/v2alpha1/cruiser_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…ject-v4-multigroup/api/sea-creatures/v1/prawn_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…ject-v4-multigroup/api/sea-creatures/v1/prawn_types.go61COMMENT
LOW…/v1/applyconfiguration/sea-creatures/v1/prawnstatus.go21 metav1 "k8s.io/client-go/applyconfigurations/meta/v1"COMMENT
LOW…es/v1/applyconfiguration/sea-creatures/v1/prawnspec.go21// with apply.COMMENT
LOW…ultigroup/api/sea-creatures/v1beta2/leviathan_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOW…4-multigroup/api/sea-creatures/v1beta1/kraken_types.go41 // INSERT ADDITIONAL STATUS FIELD - define observed state of clusterCOMMENT
LOWtestdata/project-v4/cmd/main.go141COMMENT
LOWtestdata/project-v4/config/rbac/kustomization.yaml1resources:COMMENT
LOWtestdata/project-v4/config/default/kustomization.yaml1# Adds namespace to all resources.COMMENT
LOWtestdata/project-v4/config/default/kustomization.yaml21# [WEBHOOK] To enable webhook, uncomment all the sections with [WEBHOOK] prefix including the one inCOMMENT
LOWtestdata/project-v4/config/default/kustomization.yaml41 kind: DeploymentCOMMENT
214 more matches not shown…
Self-Referential Comments19 hits · 60 pts
SeverityFileLineSnippetContext
MEDIUM…/project-v4-multigroup/config/crd/kustomizeconfig.yaml1# This file is for teaching kustomize how to substitute name and namespace reference in CRDCOMMENT
MEDIUMtestdata/project-v4/config/crd/kustomizeconfig.yaml1# This file is for teaching kustomize how to substitute name and namespace reference in CRDCOMMENT
MEDIUM…roject-v4-with-plugins/config/crd/kustomizeconfig.yaml1# This file is for teaching kustomize how to substitute name and namespace reference in CRDCOMMENT
MEDIUMtest/testdata/generate.sh43 # Create a second controller for the Captain resource to test multiple controllers per APICOMMENT
MEDIUMtest/testdata/generate.sh79 # Create a second controller for the Captain resource to test multiple controllers per APICOMMENT
MEDIUMinternal/cli/alpha/update.go92 # Create an issue to track the updateCOMMENT
MEDIUMinternal/cli/alpha/internal/generate_test.go123# This file is used to track the info used to scaffold your projectCOMMENT
MEDIUMdocs/book/install-and-build.sh19# The following code is required to allow the preview works with an upper go versionCOMMENT
MEDIUM…orial/testdata/project/config/crd/kustomizeconfig.yaml1# This file is for teaching kustomize how to substitute name and namespace reference in CRDCOMMENT
MEDIUM…arted/testdata/project/config/crd/kustomizeconfig.yaml1# This file is for teaching kustomize how to substitute name and namespace reference in CRDCOMMENT
MEDIUM…orial/testdata/project/config/crd/kustomizeconfig.yaml1# This file is for teaching kustomize how to substitute name and namespace reference in CRDCOMMENT
MEDIUMpkg/config/store/yaml/store.go39# This file is used to track the info used to scaffold your projectCOMMENT
MEDIUMpkg/plugins/golang/deploy-image/v1alpha1/api.go75 subcmdMeta.Examples = fmt.Sprintf(` # Create a frigates API with Group: ship, Version: v1beta1, Kind: Frigate to repreCODE
MEDIUM⚡pkg/plugins/golang/v4/api.go69 subcmdMeta.Examples = fmt.Sprintf(` # Create a namespaced API resource and controllerCODE
MEDIUM⚡pkg/plugins/golang/v4/api.go72 # Create a cluster-scoped API resource without a controllerCOMMENT
MEDIUM⚡pkg/plugins/golang/v4/api.go75 # Create an API resource scaffolded with Server-Side Apply support (alpha)COMMENT
MEDIUM⚡pkg/plugins/golang/v4/api.go78 # Create a controller for an external API typeCOMMENT
MEDIUM…folds/internal/templates/config/crd/kustomizeconfig.go45const kustomizeConfigTemplate = `# This file is for teaching kustomize how to substitute name and namespace reference inCODE
MEDIUMpkg/plugin/util/util_test.go349# This file is used to track the info used to scaffold your projectCOMMENT
Structural Annotation Overuse28 hits · 48 pts
SeverityFileLineSnippetContext
LOW⚡designs/update_action.md446# Step 1: Create ancestor branch and clean it upCOMMENT
LOW⚡designs/update_action.md456# Step 2: Install Kubebuilder v4.5.0 and regenerate scaffoldCOMMENT
LOW⚡designs/update_action.md471# Step 3: Create original branch with user's codeCOMMENT
LOW⚡designs/update_action.md478# Step 4: Install Kubebuilder v4.6.0 and scaffold upgradeCOMMENT
LOWdesigns/update_action.md497# Step 5: Merge original into upgrade and preserve conflictsCOMMENT
LOWinternal/cli/alpha/internal/update/update.go662 // Step 4: Stage and commitCOMMENT
LOWdocs/book/src/migration/reorganize-layout.md1# Step 1: Reorganize to New Layout (Required only for Legacy Layouts)COMMENT
LOWdocs/book/src/migration/port-code.md1# Step 3: Port Custom CodeCOMMENT
LOWdocs/book/src/migration/multi-group.md67### Step 1: Enable multi-group modeCOMMENT
LOWdocs/book/src/migration/multi-group.md92### Step 2: Identify your group nameCOMMENT
LOWdocs/book/src/migration/multi-group.md103### Step 3: Move your APIsCOMMENT
LOWdocs/book/src/migration/multi-group.md118### Step 4: Move your controllersCOMMENT
LOWdocs/book/src/migration/multi-group.md129### Step 5: Move your webhooks (if you have any)COMMENT
LOWdocs/book/src/migration/multi-group.md141### Step 6: Update import pathsCOMMENT
LOWdocs/book/src/migration/multi-group.md178### Step 7: Update the PROJECT fileCOMMENT
LOWdocs/book/src/migration/multi-group.md223### Step 8: Update test suite CRD pathsCOMMENT
LOWdocs/book/src/migration/multi-group.md259### Step 9: Verify the migrationCOMMENT
LOWdocs/book/src/migration/discovery-commands.md1# Step 2: Discovery CLI CommandsCOMMENT
LOWdocs/book/src/migration/manual-process.md122### Step 1: Prepare Your Current ProjectCOMMENT
LOWdocs/book/src/migration/manual-process.md147## Step 2: Initialize the New ProjectCOMMENT
LOWdocs/book/src/migration/manual-process.md253## Step 3: Re-scaffold APIs and ControllersCOMMENT
LOWdocs/book/src/migration/manual-process.md461## Step 4: Port Your Custom CodeCOMMENT
LOWdocs/book/src/migration/manual-process.md663## Step 5: Test and VerifyCOMMENT
LOW⚡docs/book/src/reference/commands/alpha_update.md37### Step 1: Detect versionsCOMMENT
LOW⚡docs/book/src/reference/commands/alpha_update.md43### Step 2: Create scaffoldsCOMMENT
LOW⚡docs/book/src/reference/commands/alpha_update.md49### Step 3: Do a 3-way mergeCOMMENT
LOW⚡docs/book/src/reference/commands/alpha_update.md57### Step 4: Write the output branchCOMMENT
LOWdocs/book/src/reference/commands/alpha_update.md70### Step 5: CleanupCOMMENT
AI Slop Vocabulary3 hits · 8 pts
SeverityFileLineSnippetContext
LOWnetlify.toml96 # on eating every other query parameter, so just use paths insteadCOMMENT
MEDIUM…ugin/v1/internal/test/plugins/prometheus/prometheus.go89 # Security best practicesCOMMENT
MEDIUM…ins/golang/v4/scaffolds/internal/templates/makefile.go67 // details on the quest for a more robust solution, refer to the issueCOMMENT
Redundant / Tautological Comments5 hits · 8 pts
SeverityFileLineSnippetContext
LOWtest/common.sh154# Check if a program is previously installedCOMMENT
LOWtest/testdata/check.sh30# Check if there are any changes to files under testdata directory.COMMENT
LOWhack/docs/fix_note_accessibility.sh56 # Check if we're entering an aside blockCOMMENT
LOWhack/docs/fix_note_accessibility.sh63 # Check if we're exiting an aside blockCOMMENT
LOWhack/docs/check.sh29# Check if there are any changes to files under testdata directory.COMMENT
Example Usage Blocks4 hits · 6 pts
SeverityFileLineSnippetContext
LOWtest/testdata/generate.sh21# Usage:COMMENT
LOWtest/e2e/setup.sh26# Usage:COMMENT
LOWtest/e2e/setup.sh52# Usage:COMMENT
LOWtest/e2e/setup.sh80# Usage:COMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHdocs/book/src/migration/discovery-commands.md100- zz_generated.*.go (auto-generated code)CODE
Decorative Section Separators1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…n/v1/internal/test/plugins/prometheus/kustomization.go59# ==============================COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ins/golang/v4/scaffolds/internal/templates/makefile.go198# If you wish to build the manager image targeting other platforms you can use the --platform flag.COMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…m/v2alpha/scaffolds/test/chart_never_overwrite_test.go138 Expect(string(content)).To(ContainSubstring("John Doe"))CODE
LOW…m/v2alpha/scaffolds/test/chart_never_overwrite_test.go151 Expect(string(content)).To(ContainSubstring("John Doe"))CODE
Verbosity Indicators1 hit · 2 pts
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LOWinternal/cli/alpha/internal/update/update.go662 // Step 4: Stage and commitCOMMENT