1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.4K

Stars

Language

181.5K

Lines of Code

982

Files

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 2.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 67 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.8/100 · LOW

Are imports declared and package/API names verified? 29 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 96 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 25HIGH 0MEDIUM 2LOW 69

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 96 distinct pattern matches across 6 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.

Hallucination Indicators25 hits · 250 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/config/config.go	124	OverrideHostsContainerImage: v.Sync.ToHost.Pods.RewriteHosts.InitContainer.Image.String(),	CODE
CRITICAL	pkg/mappings/resources/gateways.go	108	return ctx.Config.Sync.FromHost.Gateways.Selector.Matches(obj)	CODE
CRITICAL	pkg/controllers/resources/gatewayclasses/syncer.go	55	matches, err := ctx.Config.Sync.FromHost.GatewayClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/gatewayclasses/syncer.go	80	matches, err := ctx.Config.Sync.FromHost.GatewayClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/runtimeclasses/syncer.go	52	matches, err := ctx.Config.Sync.FromHost.RuntimeClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/runtimeclasses/syncer.go	74	matches, err := ctx.Config.Sync.FromHost.RuntimeClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/priorityclasses/syncer.go	82	matches, err := ctx.Config.Sync.FromHost.PriorityClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/priorityclasses/syncer.go	122	matches, err := ctx.Config.Sync.FromHost.PriorityClasses.Selector.Matches(event.Host)	CODE
CRITICAL	…controllers/resources/persistentvolumeclaims/syncer.go	326	if !ctx.Config.Sync.FromHost.StorageClasses.Enabled.Bool() \|\|	CODE
CRITICAL	…controllers/resources/persistentvolumeclaims/syncer.go	327	ctx.Config.Sync.FromHost.StorageClasses.Selector.Empty() \|\|	CODE
CRITICAL	…controllers/resources/persistentvolumeclaims/syncer.go	349	matches, err := ctx.Config.Sync.FromHost.StorageClasses.Selector.Matches(pStorageClass)	CODE
CRITICAL	pkg/controllers/resources/ingresses/syncer.go	142	ctx.Config.Sync.FromHost.IngressClasses.Selector.Empty() \|\|	CODE
CRITICAL	pkg/controllers/resources/ingresses/syncer.go	164	matches, err := ctx.Config.Sync.FromHost.IngressClasses.Selector.Matches(pIngressClass)	CODE
CRITICAL	pkg/controllers/resources/pods/syncer.go	612	ctx.Config.Sync.FromHost.PriorityClasses.Selector.Empty() \|\|	CODE
CRITICAL	pkg/controllers/resources/pods/syncer.go	634	matches, err := ctx.Config.Sync.FromHost.PriorityClasses.Selector.Matches(pPriorityClass)	CODE
CRITICAL	pkg/controllers/resources/pods/syncer.go	667	ctx.Config.Sync.FromHost.RuntimeClasses.Selector.Empty() \|\|	CODE
CRITICAL	pkg/controllers/resources/pods/syncer.go	689	matches, err := ctx.Config.Sync.FromHost.RuntimeClasses.Selector.Matches(pRuntimeClass)	CODE
CRITICAL	pkg/controllers/resources/gateways/syncer.go	342	matches, err := ctx.Config.Sync.FromHost.Gateways.Selector.Matches(gateway)	CODE
CRITICAL	pkg/controllers/resources/persistentvolumes/syncer.go	337	if !ctx.Config.Sync.FromHost.StorageClasses.Enabled.Bool() \|\|	CODE
CRITICAL	pkg/controllers/resources/persistentvolumes/syncer.go	338	ctx.Config.Sync.FromHost.StorageClasses.Selector.Empty() \|\|	CODE
CRITICAL	pkg/controllers/resources/persistentvolumes/syncer.go	358	matches, err := ctx.Config.Sync.FromHost.StorageClasses.Selector.Matches(pStorageClass)	CODE
CRITICAL	pkg/controllers/resources/storageclasses/host_syncer.go	56	matches, err := ctx.Config.Sync.FromHost.StorageClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/storageclasses/host_syncer.go	78	matches, err := ctx.Config.Sync.FromHost.StorageClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/ingressclasses/syncer.go	52	matches, err := ctx.Config.Sync.FromHost.IngressClasses.Selector.Matches(event.Host)	CODE
CRITICAL	pkg/controllers/resources/ingressclasses/syncer.go	74	matches, err := ctx.Config.Sync.FromHost.IngressClasses.Selector.Matches(event.Host)	CODE

Over-Commented Block61 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yaml	1	version: 2	COMMENT
LOW	.goreleaser.yaml	141	- "^test:"	COMMENT
LOW	test/framework/framework.go	61	// HostClient is the kubernetes client of the current	COMMENT
LOW	config/config.go	261	// Warning: this feature takes precedence over a Pod's terminationGracePeriodSeconds value, and bypasses any blocked PD	COMMENT
LOW	config/config.go	301	// Nodes dictates the maximum number of NodeClaims owned by this NodePool	COMMENT
LOW	config/config.go	341	// When set, drifted nodes will begin draining even if there are pods blocking eviction. Draining will respect PDBs and	COMMENT
LOW	config/config.go	641	type NodeRegistration struct {	COMMENT
LOW	config/config.go	1441	type EnableSwitchWithResourcesMappings struct {	COMMENT
LOW	config/config.go	1461	// 3. To match a specific object in the control plane namespace and sync it to the same namespace with a different name	COMMENT
LOW	config/config.go	2301	// Connector specifies a secret located in a connected vCluster Platform that contains database server connection infor	COMMENT
LOW	config/config.go	3041	}	COMMENT
LOW	config/config.go	3061	// +listType=atomic	COMMENT
LOW	config/config.go	3081	// destination). If this field is present and contains at least one item, this rule	COMMENT
LOW	config/config.go	3101		COMMENT
LOW	config/config.go	3121		COMMENT
LOW	config/config.go	3141	// CIDR defines the allowed workload public egress destination.	COMMENT
LOW	config/config.go	3241	// matchPolicy defines how the "rules" list is used to match incoming requests.	COMMENT
LOW	config/config.go	3261	// TimeoutSeconds specifies the timeout for this webhook.	COMMENT
LOW	config/config.go	3301	// Path is an optional URL path which will be sent in any request to	COMMENT
LOW	config/config.go	3601	Resources []string `protobuf:"bytes,3,rep,name=resources" json:"resources,omitempty"`	COMMENT
LOW	config/config.go	3621	// A list of DNS search domains for host-name lookup.	COMMENT
LOW	chart/values.yaml	41	hybridScheduling:	COMMENT
LOW	chart/values.yaml	101	# BackendTLSPolicies configures BackendTLSPolicy sync to the control plane cluster.	COMMENT
LOW	chart/values.yaml	161	# Enabled defines if this option should be enabled.	COMMENT
LOW	chart/values.yaml	181	# byName:	COMMENT
LOW	chart/values.yaml	201	# Enabled defines if this option should be enabled.	COMMENT
LOW	chart/values.yaml	221	# "foo/": "foo-in-virtual/"	COMMENT
LOW	chart/values.yaml	261	# Enabled specifies if syncing real nodes should be enabled. If this is disabled, vCluster will create fake nodes	COMMENT
LOW	chart/values.yaml	281	# byName:	COMMENT
LOW	chart/values.yaml	361	backingStore:	COMMENT
LOW	chart/values.yaml	381	# and non-privileged user. A kine endpoint should be created using the database and user on Platform registratio	COMMENT
LOW	chart/values.yaml	841	enabled: true	COMMENT
LOW	chart/values.yaml	961	# within the same namespace as this virtual cluster and vCluster annotates the nodes with the virtual machine	COMMENT
LOW	chart/values.yaml	981	# two default storage classes leave it to Kubernetes which provisioner a claim without a storage class ends up o	COMMENT
LOW	chart/values.yaml	1321	# ClusterRole to assign to the service account.	COMMENT
LOW	chart/values.yaml	1401	file:	COMMENT
LOW	hack/test-config.yaml	1	version: v1beta1	COMMENT
LOW	.github/secret_scanning.yml	1	# vendor/ is generated by `go mod vendor` and contains upstream documentation	COMMENT
LOW	.github/actionlint.yaml	21	# Exclude some noisy rules	COMMENT
LOW	e2e/test_core/lifecycle/test_connect.go	21	//	COMMENT
LOW	e2e/test_security/webhook/test_webhook.go	361	// NOTE: The old test suite also had "should be able to deny attaching pod"	COMMENT
LOW	pkg/snapshot/controller.go	61	staleExpiry time.Time	COMMENT
LOW	pkg/pro/snapshot_credentials.go	21	//	COMMENT
LOW	pkg/util/websocketproxy/websocketproxy.go	41	// Backend returns the backend URL which the proxy uses to reverse proxy	COMMENT
LOW	pkg/util/osutil/interrupt_windows.go	1	// Copyright 2015 The etcd Authors	COMMENT
LOW	pkg/util/osutil/interrupt_unix.go	1	// Copyright 2015 The etcd Authors	COMMENT
LOW	pkg/util/log/log_sink.go	61	}	COMMENT
LOW	pkg/util/portforward/portforward.go	481	_ = dataStream.Reset()	COMMENT
LOW	pkg/patcher/patcher.go	101		COMMENT
LOW	pkg/patcher/apply.go	341	// suitable for use as a json.RawMessage.	COMMENT
LOW	pkg/cli/create_docker.go	141		COMMENT
LOW	pkg/cli/util/args.go	41	NamespaceNameOnlyUseLine, NamespaceNameOnlyValidator = NamedPositionalArgsValidator(true, true, "NAMESPACE_NAME")	COMMENT
LOW	pkg/syncer/translator/sanitising_event_recorder.go	21	// Two passes are applied:	COMMENT
LOW	pkg/controllers/resources/pods/translate/hostpath.go	41	}	COMMENT
LOW	pkg/controllers/resources/pods/translate/hostpath.go	61	// type: ""	COMMENT
LOW	pkg/helm/labels.go	1	package helm	COMMENT
LOW	pkg/helm/labels.go	21	// }	COMMENT
LOW	pkg/helm/secrets.go	61	type Info struct {	COMMENT
LOW	pkg/helm/secrets.go	81		COMMENT
LOW	pkg/helm/secrets.go	101	// +optional	COMMENT
1 more matches not shown…

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/auto-approve-bot-prs.yaml	9	# GITHUB_TOKEN permissions, never elevate them, and anything omitted defaults to	COMMENT
MEDIUM	.vscode/launch.json	41	//"trace": "verbose", // use for debugging problems with delve (breakpoints not working, etc.)	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	pkg/util/blockingcacheclient/client.go	238	// TODO: implement DeleteAllOf	COMMENT
LOW	pkg/util/pluginhookclient/client.go	196	// TODO: implement DeleteAllOf	COMMENT
LOW	pkg/controllers/resources/pods/translate/translator.go	860	// TODO: implement support for using .namespaces together with the .namespaceSelector	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	chart/values.schema.json	5280	"placeholder": {	CODE
LOW	pkg/certs/watcher_test.go	32	data = []byte("placeholder")	CODE
LOW	pkg/certs/watcher_test.go	62	data = []byte("placeholder")	CODE
LOW	pkg/certs/watcher_test.go	92	data = []byte("placeholder")	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	assets/push-images.sh	108	# Check if the arch-specific image exists	COMMENT

loft-sh/vcluster

Open-Source Code Quality, Security and Technical Debt Review