1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.5K

Stars

Language

572.2K

Lines of Code

1.4K

Files

476

Pattern Hits

2026-10-31

Scan Date

0.03

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 5.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 439 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 33 finding(s).

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 476 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 7HIGH 33MEDIUM 44LOW 392

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 476 distinct pattern matches across 16 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 Block316 hits · 278 pts

Severity	File	Line	Snippet	Context
LOW	docker-bake.hcl	1	#	COMMENT
LOW	.gitvote.yml	1	# GitVote configuration for cloudnative-pg/cloudnative-pg.	COMMENT
LOW	config/crd/kustomization.yaml	21	# patches here are for enabling the conversion webhook for each CRD	COMMENT
LOW	config/crd/kustomization.yaml	41	# patches here are for enabling the CA injection for each CRD	COMMENT
LOW	config/crd/kustomization.yaml	61	# name: databases.postgresql.cnpg.io	COMMENT
LOW	config/default/kustomization.yaml	41	version: v1	COMMENT
LOW	config/default/kustomization.yaml	61	# group: cert-manager.io	COMMENT
LOW	config/default/kustomization.yaml	81	# kind: Service	COMMENT
LOW	tests/config/config.go	41	// specify one.	COMMENT
LOW	tests/internal/asserts/doc.go	21	// Ginkgo specs in tests/e2e. Each topic lives in its own subpackage	COMMENT
LOW	tests/utils/namespaces/namespace.go	101	}	COMMENT
LOW	tests/utils/forwardconnection/forwardconnection.go	41	)	COMMENT
LOW	tests/e2e/eviction_test.go	41		COMMENT
LOW	tests/e2e/upgrade_plugin_barman_cloud_test.go	541	// Upgrading to the new release will trigger a	COMMENT
LOW	tests/e2e/initdb_test.go	201	}	COMMENT
LOW	tests/e2e/disk_space_test.go	181	})	COMMENT
LOW	tests/e2e/certificates_test.go	41		COMMENT
LOW	tests/e2e/failure_domain_test.go	41		COMMENT
LOW	internal/webhook/v1/pooler_webhook.go	261	// Without a user-supplied clientTLSSecret the metrics server falls back to	COMMENT
LOW	internal/cmd/plugin/status/status.go	881	status.AddLine(columns...)	COMMENT
LOW	internal/cmd/plugin/report/operator_report.go	121	// operator implements the "report operator" subcommand	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	141	if err != nil {	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	341	// so it is not derivable from the cluster spec here) and caches it for us.	COMMENT
LOW	internal/cmd/manager/controller/controller.go	141	// Helm stores each release revision as a Secret containing the full	COMMENT
LOW	internal/cmd/manager/controller/controller.go	401	return err	COMMENT
LOW	internal/cmd/manager/instance/run/osdb.go	21		COMMENT
LOW	internal/cmd/manager/instance/run/lifecycle/run.go	41	contextLogger := log.FromContext(ctx)	COMMENT
LOW	internal/cmd/manager/instance/run/lifecycle/run.go	61	// permissions and user maps to start it.	COMMENT
LOW	internal/cmd/manager/instance/run/lifecycle/reaper.go	41	// the following reasons:	COMMENT
LOW	…ternal/cmd/manager/instance/run/lifecycle/lifecycle.go	81	// will contain any error returned by the process.	COMMENT
LOW	internal/cmd/manager/instance/run/lease/stepdown.go	61	// Update implements resourcelock.Interface.	COMMENT
LOW	internal/cmd/manager/instance/run/lease/stepdown.go	81	// otherwise delay the step-down by the size of the step. The replicas time	COMMENT
LOW	internal/cmd/manager/instance/run/lease/stepdown.go	101	// preAcquire takes over the retries.	COMMENT
LOW	internal/cmd/manager/instance/run/lease/stepdown.go	181		COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	41	const (	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	61	defaultReleasedLeaseDuration = 1 * time.Second	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	141	// detect a holder that has stopped renewing without comparing against the	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	281	r.cancelElector()	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	301	// lease held instead; the Identity is the pod name, which the replacement	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	381	// leaseUnverifiable means the lease could not be read (e.g. the API server is	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	421	// released lease (empty holder) is taken immediately. A lease still naming	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	601	timer.Reset(r.config.RetryPeriod)	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	621	// other pod has promoted. We detect this by reading the lease after le.Run	COMMENT
LOW	internal/cmd/manager/instance/run/lease/runnable.go	641	// either: the operator deliberately skips switchover while the current primary	COMMENT
LOW	internal/configuration/configuration.go	81		COMMENT
LOW	internal/configuration/configuration.go	141	// This is the lifetime of the generated certificates	COMMENT
LOW	internal/configuration/configuration.go	161	// of instances in the same PostgreSQL cluster.	COMMENT
LOW	internal/management/controller/instance_startup.go	61	switch {	COMMENT
LOW	internal/management/controller/instance_token.go	41	// have prevented this to happen. If we're here, two things	COMMENT
LOW	internal/management/controller/instance_controller.go	381		COMMENT
LOW	internal/management/controller/instance_controller.go	1261	clusterstatus.SetPhase(phase, phaseReason),	COMMENT
LOW	internal/management/controller/instance_controller.go	1641	// adjusting the necessary signal files and configuration, and then	COMMENT
LOW	internal/controller/cluster_controller.go	141	// +kubebuilder:rbac:groups=admissionregistration.k8s.io,resources=validatingwebhookconfigurations,verbs=get;patch	COMMENT
LOW	internal/controller/cluster_controller.go	601	// register PhaseHealthy as the LAST status mutation. See #8582.	COMMENT
LOW	internal/controller/cluster_controller.go	621	// the expected steady state rather than a stale probe to wait out.	COMMENT
LOW	internal/controller/cluster_controller.go	1161	//	COMMENT
LOW	internal/controller/cluster_controller.go	1381	&apiv1.DatabaseRole{},	COMMENT
LOW	internal/controller/cluster_create.go	1141	) (ctrl.Result, error) {	COMMENT
LOW	internal/controller/cluster_create.go	1201	return ctrl.Result{RequeueAfter: time.Second}, ErrNextLoop	COMMENT
LOW	internal/controller/cluster_create.go	1521	return ctrl.Result{}, err	COMMENT
256 more matches not shown…

Cross-File Repetition20 hits · 100 pts

Severity	File	Snippet	Context
HIGH	releases/cnpg-1.22.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.22.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.20.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.20.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.23.2.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.23.3.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.19.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.23.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.23.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.19.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.21.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.22.2.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.20.2.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.18.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.18.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.17.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.17.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.16.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.15.1.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	releases/cnpg-1.15.0.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING

Self-Referential Comments26 hits · 82 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/crd/kustomizeconfig.yaml	1	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	internal/cmd/plugin/fio/fio.go	55	# Create a fio job with default values.	COMMENT
MEDIUM	internal/cmd/plugin/fio/fio.go	61	# Create a job with given values and clusterName "cluster-example"	COMMENT
MEDIUM	internal/cmd/plugin/pgadmin/cmd.go	40	# Create a pgadmin job with default values.	COMMENT
MEDIUM⚡	internal/cmd/plugin/pgbench/pgbench.go	57	# Create a pgbench job with default values and [cluster] "cluster-example"	COMMENT
MEDIUM⚡	internal/cmd/plugin/pgbench/pgbench.go	64	# Create a job with given values and [cluster] "cluster-example"	COMMENT
MEDIUM⚡	internal/cmd/plugin/pgbench/pgbench.go	68	# Create a job with given values on [cluster] "cluster-example". The job will be cleaned after 10 minutes.	COMMENT
MEDIUM	hack/release.sh	127	# Create a new branch for the release that originates the PR	COMMENT
MEDIUM	hack/e2e/generate-e2e-config.sh	22	# This file is meant to be sourced. It defines generate_e2e_config, which	COMMENT
MEDIUM	hack/testing-tools/k8s-engines/kind/setup.sh	81	# Create the apiserver audit log directory beforehand, otherwise it will be	COMMENT
MEDIUM	hack/testing-tools/k8s-engines/kind/setup.sh	144	# Create the cluster	COMMENT
MEDIUM	hack/testing-tools/common/10-config.sh	21	# This file defines global, configurable constants and dependency versions.	COMMENT
MEDIUM	hack/testing-tools/common/10-config.sh	54	# Define the operator source and deployment method.	COMMENT
MEDIUM	hack/testing-tools/common/10-config.sh	83	# Define the full array of helper images used by load-helper-images	COMMENT
MEDIUM	hack/testing-tools/common/40-utils-registry.sh	21	# This file contains functions for managing the local Docker registry and builder.	COMMENT
MEDIUM	hack/testing-tools/common/50-utils-images-load.sh	21	# This file contains the generic logic for loading images into the local cluster.	COMMENT
MEDIUM	hack/testing-tools/common/20-utils-k8s.sh	21	# This file contains functions for interacting with the Kubernetes API using $K8S_CLI.	COMMENT
MEDIUM	hack/testing-tools/common/20-utils-k8s.sh	400	## Create a temporary file for the modified plugin deployment. This updates the image tag.	COMMENT
MEDIUM	.github/workflows/continuous-delivery.yml	817	# Create an individual artifact for each E2E test, which will be used to	COMMENT
MEDIUM	.github/workflows/continuous-delivery.yml	1019	- # Create an individual artifact for each E2E test	CODE
MEDIUM	.github/workflows/continuous-delivery.yml	1363	# Create an individual artifact for each E2E test, which will be used to	COMMENT
MEDIUM	.github/workflows/continuous-delivery.yml	1739	# Create an individual artifact for each E2E test, which will be used to	COMMENT
MEDIUM	.github/workflows/continuous-delivery.yml	2096	# Create an individual artifact for each E2E test, which will be used to	COMMENT
MEDIUM	.github/workflows/continuous-delivery.yml	2462	# Create an individual artifact for each E2E test, which will be used to	COMMENT
MEDIUM	.github/workflows/release-pr.yml	1	# Create a PR for a release when a commit is pushed on a release/v* branch	COMMENT
MEDIUM	.github/workflows/release-tag.yml	1	# Create a tag when a PR on a release/v* branch is merged	COMMENT

Hallucination Indicators7 hits · 70 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/internal/asserts/pgbouncer/pgbouncer.go	93	g.Expect(deployment.Spec.Strategy.RollingUpdate.MaxSurge.String()).To(BeEquivalentTo(expectedMaxSurge))	CODE
CRITICAL	tests/internal/asserts/pgbouncer/pgbouncer.go	94	g.Expect(deployment.Spec.Strategy.RollingUpdate.MaxUnavailable.String()).To(BeEquivalentTo(expectedMaxUnavailable))	CODE
CRITICAL	internal/cmd/plugin/status/status.go	730	fullStatus.Cluster.Spec.ReplicationSlots.HighAvailability.GetEnabled()	CODE
CRITICAL	api/v1/cluster_funcs.go	952	return cluster.Spec.Bootstrap.InitDB.PostInitApplicationSQLRefs.HasElements()	CODE
CRITICAL	api/v1/cluster_funcs.go	967	return cluster.Spec.Bootstrap.InitDB.PostInitTemplateSQLRefs.HasElements()	CODE
CRITICAL	api/v1/cluster_funcs.go	982	return cluster.Spec.Bootstrap.InitDB.PostInitSQLRefs.HasElements()	CODE
CRITICAL	pkg/management/postgres/restore.go	641	cluster.Spec.Bootstrap.Recovery.RecoveryTarget.BuildPostgresOptions())	CODE

Docstring Block Structure13 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	releases/cnpg-1.22.0.yaml	3392	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.20.1.yaml	3006	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.20.0.yaml	2942	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.22.1.yaml	3646	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.23.2.yaml	4246	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.23.3.yaml	4246	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.19.0.yaml	2825	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.23.0.yaml	4148	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.23.1.yaml	4148	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.19.1.yaml	2836	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.21.0.yaml	3109	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.22.2.yaml	3982	type: string resourceFieldRef:	STRING
HIGH	releases/cnpg-1.20.2.yaml	3013	type: string resourceFieldRef:	STRING

Verbosity Indicators30 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	tests/e2e/rolling_update_test.go	89	// We need to check if a pod is ready, otherwise we	COMMENT
LOW	internal/cmd/plugin/install/generate.go	249	The document is a YAML file that contains a single Kubernetes resource. We need to check if that resource is	CODE
LOW	internal/cmd/manager/walrestore/cmd.go	178	// Step 1: check if this WAL file is not already in the spool	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	191	// Step 2: return error if the end-of-wal-stream flag is set.	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	204	// Step 3: gather the WAL files names to restore. If the required file isn't a regular WAL, we download it directly.	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	216	// Step 4: download the WAL files into the required place	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	227	// Step 5: set end-of-wal-stream flag if any regular WAL download job returned file-not-found	COMMENT
LOW	internal/cmd/manager/instance/restoresnapshot/cmd.go	68	// Step 1: build the manager	COMMENT
LOW	internal/cmd/manager/instance/restoresnapshot/cmd.go	89	// Step 2: add the restore process to the manager	COMMENT
LOW	internal/cmd/manager/instance/restoresnapshot/cmd.go	120	// Step 3: start everything	COMMENT
LOW	internal/cmd/manager/instance/restore/cmd.go	64	// Step 1: build the manager	COMMENT
LOW	internal/cmd/manager/instance/restore/cmd.go	85	// Step 2: add the restore process to the manager	COMMENT
LOW	internal/cmd/manager/instance/restore/cmd.go	99	// Step 3: start everything	COMMENT
LOW	internal/controller/replicas_quorum.go	75	// Step 1: coherence check of the synchrouous replication information	COMMENT
LOW⚡	internal/controller/replicas_quorum.go	88	// Step 2: detect promotable replicas	COMMENT
LOW⚡	internal/controller/replicas_quorum.go	96	// Step 3: evaluate quorum check algorithm	COMMENT
LOW	internal/controller/backup_controller.go	904	// Step 1: Elect the target pod based on backup target policy	COMMENT
LOW⚡	pkg/specs/pods.go	116	// Step 1: detect changes in the envFrom section	COMMENT
LOW⚡	pkg/specs/pods.go	123	// Step 2: detect changes in the env section	COMMENT
LOW	pkg/management/postgres/pidfile.go	121	// The PID file is existing. We need to check if it is stale	COMMENT
LOW⚡	pkg/management/postgres/archiver/archiver.go	206	// Step 1: Check if the archive location is safe to perform archiving	COMMENT
LOW⚡	pkg/management/postgres/archiver/archiver.go	213	// Step 2: check if this WAL file has not been already archived	COMMENT
LOW	pkg/management/postgres/archiver/archiver.go	227	// Step 3: gather the WAL files names to archive	COMMENT
LOW	pkg/management/postgres/archiver/archiver.go	248	// Step 5: archive the WAL files in parallel	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	211	// Step 1: backup preparation.	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	219	// Step 2: create snapshot	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	232	// Step 3: wait for snapshots to be provisioned	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	237	// Step 4: backup finalization.	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	249	// Step 5: wait for snapshots to be ready to use	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	254	// Step 6: set backup as completed, adds remaining metadata	COMMENT

Structural Annotation Overuse29 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	internal/cmd/manager/walrestore/cmd.go	178	// Step 1: check if this WAL file is not already in the spool	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	191	// Step 2: return error if the end-of-wal-stream flag is set.	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	204	// Step 3: gather the WAL files names to restore. If the required file isn't a regular WAL, we download it directly.	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	216	// Step 4: download the WAL files into the required place	COMMENT
LOW	internal/cmd/manager/walrestore/cmd.go	227	// Step 5: set end-of-wal-stream flag if any regular WAL download job returned file-not-found	COMMENT
LOW	internal/cmd/manager/instance/restoresnapshot/cmd.go	68	// Step 1: build the manager	COMMENT
LOW	internal/cmd/manager/instance/restoresnapshot/cmd.go	89	// Step 2: add the restore process to the manager	COMMENT
LOW	internal/cmd/manager/instance/restoresnapshot/cmd.go	120	// Step 3: start everything	COMMENT
LOW	internal/cmd/manager/instance/restore/cmd.go	64	// Step 1: build the manager	COMMENT
LOW	internal/cmd/manager/instance/restore/cmd.go	85	// Step 2: add the restore process to the manager	COMMENT
LOW	internal/cmd/manager/instance/restore/cmd.go	99	// Step 3: start everything	COMMENT
LOW	internal/controller/replicas_quorum.go	75	// Step 1: coherence check of the synchrouous replication information	COMMENT
LOW⚡	internal/controller/replicas_quorum.go	88	// Step 2: detect promotable replicas	COMMENT
LOW⚡	internal/controller/replicas_quorum.go	96	// Step 3: evaluate quorum check algorithm	COMMENT
LOW	internal/controller/backup_controller.go	904	// Step 1: Elect the target pod based on backup target policy	COMMENT
LOW	docs/src/logical_replication.md	400	### Step 1: Setting Up the Publisher (`freddie`)	COMMENT
LOW	docs/src/logical_replication.md	455	### Step 2: Setting Up the Subscriber (`king`)	COMMENT
LOW⚡	pkg/specs/pods.go	116	// Step 1: detect changes in the envFrom section	COMMENT
LOW⚡	pkg/specs/pods.go	123	// Step 2: detect changes in the env section	COMMENT
LOW⚡	pkg/management/postgres/archiver/archiver.go	206	// Step 1: Check if the archive location is safe to perform archiving	COMMENT
LOW⚡	pkg/management/postgres/archiver/archiver.go	213	// Step 2: check if this WAL file has not been already archived	COMMENT
LOW	pkg/management/postgres/archiver/archiver.go	227	// Step 3: gather the WAL files names to archive	COMMENT
LOW	pkg/management/postgres/archiver/archiver.go	248	// Step 5: archive the WAL files in parallel	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	211	// Step 1: backup preparation.	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	219	// Step 2: create snapshot	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	232	// Step 3: wait for snapshots to be provisioned	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	237	// Step 4: backup finalization.	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	249	// Step 5: wait for snapshots to be ready to use	COMMENT
LOW⚡	pkg/reconciler/backup/volumesnapshot/reconciler.go	254	// Step 6: set backup as completed, adds remaining metadata	COMMENT

Modern AI Meta-Vocabulary12 hits · 35 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/olm-scorecard/kustomization.yaml	16	#+kubebuilder:scaffold:patchesJson6902	COMMENT
MEDIUM	config/crd/kustomization.yaml	18	# +kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM	config/crd/kustomization.yaml	38	# +kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM	config/crd/kustomization.yaml	70	# +kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM	tests/e2e/suite_test.go	42	// +kubebuilder:scaffold:imports	COMMENT
MEDIUM	internal/scheme/scheme.go	92	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	internal/cmd/plugin/suite_test.go	78	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	internal/cmd/manager/controller/controller.go	133	// In the default scaffold provided, the program ends immediately after	COMMENT
MEDIUM	internal/cmd/manager/controller/controller.go	294	// +kubebuilder:scaffold:builder	COMMENT
MEDIUM	internal/controller/suite_test.go	43	// +kubebuilder:scaffold:imports	COMMENT
MEDIUM	docs/src/cloudnative-pg.v1.md	1450	\| `type` _[SnapshotType](#snapshottype)_ \| The import type. Can be `microservice` or `monolith`. \| True \| \| Enum: [micr	CODE
MEDIUM	docs/src/database_import.md	78	## The `microservice` type	COMMENT

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	hack/testing-tools/k8s-engines/k3d/setup.sh	43	# --------------------------------------------------------	COMMENT
MEDIUM	hack/testing-tools/k8s-engines/k3d/setup.sh	101	# ---------------------------------------------------------------------------------	COMMENT
MEDIUM	hack/testing-tools/k8s-engines/kind/setup.sh	43	# --------------------------------------------------------	COMMENT
MEDIUM	hack/testing-tools/k8s-engines/kind/setup.sh	184	# ---------------------------------------------------------------------------------	COMMENT
MEDIUM	hack/testing-tools/common/00-paths.sh	70	# -----------------------------------------------	COMMENT

Hyper-Verbose Identifiers6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.github/e2e-matrix-generator.py	221	def build_pull_request_include_kind():	CODE
LOW⚡	.github/e2e-matrix-generator.py	255	def build_schedule_include_kind():	CODE
LOW⚡	.github/e2e-matrix-generator.py	261	def build_push_include_default(engine_version_list):	CODE
LOW⚡	.github/e2e-matrix-generator.py	265	def build_pull_request_include_default(engine_version_list):	CODE
LOW⚡	.github/e2e-matrix-generator.py	271	def build_main_include_default(engine_version_list):	CODE
LOW⚡	.github/e2e-matrix-generator.py	277	def build_schedule_include_default(engine_version_list):	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hack/testing-tools/k8s-engines/manage.sh	41	# Usage:	COMMENT
LOW	pkg/specs/services.go	165	// Example usage:	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hack/testing-tools/common/00-paths.sh	64	# Check if stdout is a terminal; if not, clear the codes to prevent output pollution.	COMMENT
LOW	.github/workflows/require-labels.yml	1	# Verify if a pull request contains the labels required to enable the merge button.	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	.github/postgres-versions-update.py	21	CODE
LOW	.github/postgres-versions-update.py	22	CODE
LOW	.github/generate-test-artifacts.py	25	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/postgres-versions-update.py	59		CODE
LOW	.github/vpc_destroy.py	92		CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/generate-test-artifacts.py	177	print(f"Error: {e}")	STRING
LOW	.github/generate-test-artifacts.py	294	except Exception as e:	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/postgres-versions-update.py	101	# make sure to update between two different names of the most recent version (it might be a release)	COMMENT

cloudnative-pg/cloudnative-pg

Open-Source Code Quality, Security and Technical Debt Review