0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

4.3K

Stars

Language

310.9K

Lines of Code

1.0K

Files

159

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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 156 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 3.3/100 · LOW

Which changes need focused human review? 159 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 3HIGH 0MEDIUM 10LOW 146

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 159 distinct pattern matches across 7 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 Block106 hits · 106 pts

Severity	File	Line	Snippet	Context
LOW	apis/aga/v1beta1/globalaccelerator_types.go	61	ToPort int32 `json:"toPort"`	COMMENT
LOW	apis/aga/v1beta1/globalaccelerator_types.go	81	// Client affinity gives you control over whether to always route each client to the same specific endpoint.	COMMENT
LOW	apis/aga/v1beta1/globalaccelerator_types.go	101	// +kubebuilder:validation:MaxLength=255	COMMENT
LOW	apis/aga/v1beta1/globalaccelerator_types.go	121		COMMENT
LOW	apis/aga/v1beta1/globalaccelerator_types.go	161	// EndpointID is the ID of the endpoint when type is EndpointID.	COMMENT
LOW	apis/aga/v1beta1/globalaccelerator_types.go	181	// For more information, see Endpoint Weights in the AWS Global Accelerator Developer Guide:	COMMENT
LOW	apis/aga/v1beta1/globalaccelerator_types.go	201	// Name is the name of the Global Accelerator.	COMMENT
LOW	apis/elbv2/v1beta1/ingressclassparams_types.go	41	LoadBalancerSchemeInternal LoadBalancerScheme = "internal"	COMMENT
LOW	apis/elbv2/v1beta1/albtargetcontrolconfig_types.go	21	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"	COMMENT
LOW	apis/elbv2/v1beta1/albtargetcontrolconfig_types.go	41	ControlAddress string `json:"controlAddress"`	COMMENT
LOW	apis/elbv2/v1beta1/albtargetcontrolconfig_types.go	61	// By default, the agent generates a private key in memory.	COMMENT
LOW	apis/elbv2/v1beta1/targetgroupbinding_types.go	161	IPAddressType *TargetGroupIPAddressType `json:"ipAddressType,omitempty"`	COMMENT
LOW	apis/elbv2/v1beta1/targetgroupbinding_types.go	181	}	COMMENT
LOW	apis/elbv2/v1alpha1/targetgroupbinding_types.go	141	// availability zone of the pod's node instead of "all". Requires iamRoleArnToAssume. Enables in-AZ routing	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	101	// of the reserved keywords.	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	141	UserPoolDomain string `json:"userPoolDomain"`	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	161	// The name of the cookie used to maintain session information. The default is	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	201	// +kubebuilder:validation:MaxItems=10	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	241	// The user info endpoint of the IdP. This must be a full URL, including the HTTPS	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	261	OnUnauthenticatedRequest *AuthenticateOidcActionConditionalBehaviorEnum `json:"onUnauthenticatedRequest,omitempty"`	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	281	}	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	321	// +kubebuilder:validation:XValidation:rule="!has(self.actions) \|\| self.actions.all(a, a.type == 'authenticate-oidc' \|\|	COMMENT
LOW	apis/gateway/v1/listenerruleconfig_types.go	341	// please use the standard Gateway API HTTPRoute or other route resources, which provide	COMMENT
LOW	apis/gateway/v1/loadbalancerconfig_types.go	121	// +kubebuilder:validation:XValidation:rule="!(self.mode == 'verify' && !has(self.trustStore))",message="trustStore is r	COMMENT
LOW	apis/gateway/v1/loadbalancerconfig_types.go	201	// +kubebuilder:validation:MinLength=1	COMMENT
LOW	apis/gateway/v1/loadbalancerconfig_types.go	221	// +optional	COMMENT
LOW	apis/gateway/v1/loadbalancerconfig_types.go	241	// +optional	COMMENT
LOW	apis/gateway/v1/loadbalancerconfig_types.go	261		COMMENT
LOW	apis/gateway/v1/targetgroupconfig_types.go	21	*/	COMMENT
LOW	apis/gateway/v1/targetgroupconfig_types.go	241	Value string `json:"value"`	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	101	// of the reserved keywords.	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	141	UserPoolDomain string `json:"userPoolDomain"`	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	161	// The name of the cookie used to maintain session information. The default is	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	201	// +kubebuilder:validation:MaxItems=10	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	241	// The user info endpoint of the IdP. This must be a full URL, including the HTTPS	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	261	OnUnauthenticatedRequest *AuthenticateOidcActionConditionalBehaviorEnum `json:"onUnauthenticatedRequest,omitempty"`	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	281	}	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	321	// +kubebuilder:validation:XValidation:rule="!has(self.actions) \|\| self.actions.all(a, a.type == 'authenticate-oidc' \|\|	COMMENT
LOW	apis/gateway/v1beta1/listenerruleconfig_types.go	341	// please use the standard Gateway API HTTPRoute or other route resources, which provide	COMMENT
LOW	apis/gateway/v1beta1/loadbalancerconfig_types.go	121	// +kubebuilder:validation:XValidation:rule="!(self.mode == 'verify' && !has(self.trustStore))",message="trustStore is r	COMMENT
LOW	apis/gateway/v1beta1/loadbalancerconfig_types.go	201	// +kubebuilder:validation:MinLength=1	COMMENT
LOW	apis/gateway/v1beta1/loadbalancerconfig_types.go	221	// +optional	COMMENT
LOW	apis/gateway/v1beta1/loadbalancerconfig_types.go	241	// +optional	COMMENT
LOW	apis/gateway/v1beta1/loadbalancerconfig_types.go	261		COMMENT
LOW	apis/gateway/v1beta1/targetgroupconfig_types.go	21	*/	COMMENT
LOW	apis/gateway/v1beta1/targetgroupconfig_types.go	241	Value string `json:"value"`	COMMENT
LOW	config/crd/kustomization.yaml	1	# This kustomization.yaml is not intended to be run by itself,	COMMENT
LOW	hack/sync-rbac-to-helm.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/verify-versions.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/verify-generate.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/install-ko.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/verify-crds.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/verify-rbac-sync.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/tag-release.sh	1	#!/bin/bash -xe	COMMENT
LOW	docs/examples/cognito-ingress-template.yaml	1	# Requirements:	COMMENT
LOW	scripts/ci_e2e_test.sh	121	}	COMMENT
LOW	scripts/ci_e2e_test.sh	141	#	COMMENT
LOW	scripts/ci_e2e_test.sh	261	# None	COMMENT
LOW	scripts/lib/ecr.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/lib/ecr.sh	21	fi	COMMENT
46 more matches not shown…

Structural Annotation Overuse28 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	docs/guide/ingress/alb-target-agent.md	102	### Step 1: Install CRDs	COMMENT
LOW	docs/guide/ingress/alb-target-agent.md	108	### Step 2: Apply Mutating Webhooks	COMMENT
LOW	docs/guide/ingress/alb-target-agent.md	125	### Step 3: Update RBAC Permissions	COMMENT
LOW	docs/guide/ingress/alb-target-agent.md	146	### Step 4: Create ALBTargetControlConfig	COMMENT
LOW	docs/guide/ingress/alb-target-agent.md	168	### Step 5: Enable ALB Target Control Agent in Controller	COMMENT
LOW	docs/guide/ingress/alb-target-agent.md	181	### Step 6: Enable Injection	COMMENT
LOW	docs/guide/ingress2gateway/migrate_from_ingress.md	52	## Step 1: Translate Manifests	COMMENT
LOW	docs/guide/ingress2gateway/migrate_from_ingress.md	92	## Step 2: Preview with Dry-Run	COMMENT
LOW	docs/guide/ingress2gateway/migrate_from_ingress.md	163	## Step 3: Apply Gateway Manifests	COMMENT
LOW	docs/guide/ingress2gateway/migrate_from_ingress.md	201	## Step 4: Verify Gateway ALBs	COMMENT
LOW	docs/guide/ingress2gateway/migrate_from_ingress.md	259	## Step 5: Shift Traffic	COMMENT
LOW	docs/guide/ingress2gateway/migrate_from_ingress.md	279	## Step 6: Cleanup	COMMENT
LOW	docs/guide/globalaccelerator/examples.md	378	#### Step 1: Create the ReferenceGrant Resources	COMMENT
LOW	docs/guide/globalaccelerator/examples.md	427	#### Step 2: Create the GlobalAccelerator Resource with Cross-Namespace References	COMMENT
LOW	docs/guide/globalaccelerator/aga-controller.md	193	#### Step 1: Create a ReferenceGrant in the Target Namespace	COMMENT
LOW	docs/guide/globalaccelerator/aga-controller.md	214	#### Step 2: Reference the Resource in your GlobalAccelerator	COMMENT
LOW	pkg/deploy/aga/accelerator_manager.go	154	// Step 1: Try to disable the accelerator first if it's enabled	COMMENT
LOW	pkg/deploy/aga/accelerator_manager.go	166	// Step 2: Delete all listeners associated with this accelerator	COMMENT
LOW	pkg/deploy/aga/accelerator_manager.go	188	// Step 3: Delete the accelerator	COMMENT
LOW	pkg/deploy/aga/listener_manager.go	174	// Step 1: Delete all endpoint groups associated with this listener	COMMENT
LOW	pkg/deploy/aga/listener_manager.go	195	// Step 2: Delete the listener	COMMENT
LOW	pkg/deploy/aga/endpoint_group_synthesizer.go	106	// Step 1: Collect all desired endpoint ports by region and listener	COMMENT
LOW	pkg/deploy/aga/endpoint_group_synthesizer.go	136	// Step 2: Collect all SDK endpoint ports by region and listener	COMMENT
LOW	pkg/deploy/aga/endpoint_group_synthesizer.go	156	// Step 3: Find conflicts by comparing different listeners using the same port in the same region	COMMENT
LOW⚡	pkg/ingress2gateway/translate/translate.go	100	// Step 1: Merge all ICPs into a fresh spec with conflict detection (ICP-vs-ICP)	COMMENT
LOW⚡	pkg/ingress2gateway/translate/translate.go	107	// Step 2: Apply merged ICP spec on top of annotation-derived LBConfig (ICP wins over annotations)	COMMENT
LOW	pkg/gateway/routeutils/route_listener_mapper.go	111	// Step 1 - Generate initial state maps, to allow for quick calculations.	COMMENT
LOW	pkg/gateway/routeutils/route_listener_mapper.go	162	// Step 2 - Go through each route and each parent ref on the route.	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/deploy/elbv2/target_group_binding_manager.go	201	tgARN, err := resTGB.Spec.Template.Spec.TargetGroupARN.Resolve(ctx)	CODE
CRITICAL	pkg/deploy/elbv2/target_group_binding_synthesizer.go	133	tgARN, err := resTGB.Spec.Template.Spec.TargetGroupARN.Resolve(ctx)	CODE
CRITICAL	pkg/model/elbv2/k8s/target_group_binding.go	44	for _, dep := range tgb.Spec.Template.Spec.TargetGroupARN.Dependencies() {	CODE

Modern AI Meta-Vocabulary6 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.go	82	// +kubebuilder:scaffold:imports	COMMENT
MEDIUM	main.go	97	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	main.go	499	//+kubebuilder:scaffold:builder	COMMENT
MEDIUM⚡	config/crd/kustomization.yaml	9	# +kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	config/crd/kustomization.yaml	16	# +kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	config/crd/kustomization.yaml	22	# +kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT

Verbosity Indicators11 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	pkg/deploy/aga/accelerator_manager.go	154	// Step 1: Try to disable the accelerator first if it's enabled	COMMENT
LOW	pkg/deploy/aga/accelerator_manager.go	166	// Step 2: Delete all listeners associated with this accelerator	COMMENT
LOW	pkg/deploy/aga/accelerator_manager.go	188	// Step 3: Delete the accelerator	COMMENT
LOW	pkg/deploy/aga/listener_manager.go	174	// Step 1: Delete all endpoint groups associated with this listener	COMMENT
LOW	pkg/deploy/aga/listener_manager.go	195	// Step 2: Delete the listener	COMMENT
LOW	pkg/deploy/aga/endpoint_group_synthesizer.go	106	// Step 1: Collect all desired endpoint ports by region and listener	COMMENT
LOW	pkg/deploy/aga/endpoint_group_synthesizer.go	136	// Step 2: Collect all SDK endpoint ports by region and listener	COMMENT
LOW	pkg/deploy/aga/endpoint_group_synthesizer.go	156	// Step 3: Find conflicts by comparing different listeners using the same port in the same region	COMMENT
LOW⚡	pkg/ingress2gateway/translate/translate.go	100	// Step 1: Merge all ICPs into a fresh spec with conflict detection (ICP-vs-ICP)	COMMENT
LOW⚡	pkg/ingress2gateway/translate/translate.go	107	// Step 2: Apply merged ICP spec on top of annotation-derived LBConfig (ICP wins over annotations)	COMMENT
LOW	pkg/gateway/routeutils/listener_set.go	119	// Getting here means that the ListenerSet has requested attachment, we need to check if Gateway allows it.	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	crd-ref-docs.yaml	1	# This file contains configuration for our reference docs generation. For more	COMMENT
MEDIUM	config/crd/kustomizeconfig.yaml	1	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM	…s-load-balancer-controller/templates/cert-manager.yaml	2	# Create a selfsigned Issuer, in order to create a root CA certificate for	COMMENT
MEDIUM	…s-load-balancer-controller/templates/cert-manager.yaml	33	# Create an Issuer that uses the above generated CA certificate to issue certs	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…s/theme_overrides/assets/javascripts/version-select.js	31	function setupVersionSelectEventHandlers() {	CODE

kubernetes-sigs/aws-load-balancer-controller

Open-Source Code Quality, Security and Technical Debt Review