1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

7.6K

Stars

Language

233.4K

Lines of Code

1.4K

Files

331

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 6.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 319 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 7.6/100 · LOW

Which changes need focused human review? 331 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 0MEDIUM 18LOW 313

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 331 distinct pattern matches across 8 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 Block307 hits · 290 pts

Severity	File	Line	Snippet	Context
LOW	…beedge/mapper-framework/hack/update-vendor-licenses.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…beedge/mapper-framework/hack/update-vendor-licenses.sh	21	#	COMMENT
LOW	…ub.com/kubeedge/mapper-framework/hack/update-vendor.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ub.com/kubeedge/mapper-framework/hack/verify-vendor.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…beedge/mapper-framework/hack/verify-vendor-licenses.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ub.com/kubeedge/mapper-framework/hack/verify-golang.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…m/kubeedge/mapper-framework/hack/make-rules/version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…om/kubeedge/mapper-framework/hack/make-rules/mapper.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ubeedge/mapper-framework/hack/make-rules/crossbuild.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…/github.com/kubeedge/mapper-framework/hack/lib/init.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…thub.com/kubeedge/mapper-framework/hack/lib/install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…/github.com/kubeedge/mapper-framework/hack/lib/lint.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…/github.com/kubeedge/mapper-framework/hack/lib/util.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ing/src/github.com/kubeedge/beehive/pkg/core/module.go	41	// ErrorHandler if the Retries is set and reaches the maximum, this method is used to customize error handling.	COMMENT
LOW	…dge/api/apis/operations/v1alpha2/types_configupdate.go	61		COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	61		COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	81	// +optional	COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	101	// As a transition, it is not required at first, and the image digest is checked when this field is set.	COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	121	// RequireConfirmation specifies whether you need to confirm the upgrade.	COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	161		COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	181		COMMENT
LOW	…edge/api/apis/operations/v1alpha2/types_nodeupgrade.go	221		COMMENT
LOW	…dge/api/apis/operations/v1alpha2/types_imageprepull.go	81	// Please note that sets of NodeNames and LabelSelector are ORed.	COMMENT
LOW	…dge/api/apis/operations/v1alpha2/types_imageprepull.go	101		COMMENT
LOW	…dge/api/apis/operations/v1alpha2/types_imageprepull.go	141		COMMENT
LOW	…thub.com/kubeedge/api/apis/operations/v1alpha1/type.go	61	// +Required: Version is the EdgeCore version to upgrade.	COMMENT
LOW	…thub.com/kubeedge/api/apis/operations/v1alpha1/type.go	81	// +optional	COMMENT
LOW	…thub.com/kubeedge/api/apis/operations/v1alpha1/type.go	161		COMMENT
LOW	…dge/api/apis/operations/v1alpha1/imageprepull_types.go	61	type ImagePrePullJobSpec struct {	COMMENT
LOW	…dge/api/apis/operations/v1alpha1/imageprepull_types.go	81	// +optional	COMMENT
LOW	…dge/api/apis/operations/v1alpha1/imageprepull_types.go	101	// If set to 0, we'll use the default value 300.	COMMENT
LOW	…m/kubeedge/api/apis/reliablesyncs/v1alpha1/register.go	1	// Copyright 2020 The KubeEdge Authors	COMMENT
LOW	…aging/src/github.com/kubeedge/api/apis/rules/v1/doc.go	1	// +k8s:openapi-gen=true	COMMENT
LOW	…aging/src/github.com/kubeedge/api/apis/dmi/services.go	21	)	COMMENT
LOW	…aging/src/github.com/kubeedge/api/apis/dmi/services.go	41	// DeviceMapperService defines the public APIS for remote device management.	COMMENT
LOW	…aging/src/github.com/kubeedge/api/apis/dmi/services.go	61	// Device manager updates the information of a device used by the mapper	COMMENT
LOW	…aging/src/github.com/kubeedge/api/apis/dmi/services.go	81	// Device manager sends the name of device model to the mapper	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	1	//	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	41	DeviceManagerService_ReportDeviceStates_FullMethodName = "/v1beta1.DeviceManagerService/ReportDeviceStates"	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	101	}	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	241	)	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	261	// Device manager unregisters a device instance with the name of device	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	281	// through the interface of RemoveDeviceModel.	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	381	// DeviceMapperService defines the public APIS for remote device management.	COMMENT
LOW	…ithub.com/kubeedge/api/apis/dmi/v1beta1/api_grpc.pb.go	401	// Device manager updates the information of a device used by the mapper	COMMENT
LOW	…rc/github.com/kubeedge/api/apis/dmi/v1alpha1/api.pb.go	4801	Metadata: "api.proto",	COMMENT
LOW	…rc/github.com/kubeedge/api/apis/dmi/v1alpha1/api.pb.go	4821	// Device manager updates the information of a device used by the mapper	COMMENT
LOW	…rc/github.com/kubeedge/api/apis/dmi/v1alpha1/api.pb.go	4841	// through the interface of UpdateDeviceModel.	COMMENT
LOW	…rc/github.com/kubeedge/api/apis/dmi/v1alpha1/api.pb.go	4941	type DeviceMapperServiceServer interface {	COMMENT
LOW	…rc/github.com/kubeedge/api/apis/dmi/v1alpha1/api.pb.go	4961	// CreateDeviceModel creates a device model to the device mapper.	COMMENT
LOW	…com/kubeedge/api/apis/apps/v1alpha1/nodegroup_types.go	41	type NodeGroupStatus struct {	COMMENT
LOW	…com/kubeedge/api/apis/apps/v1alpha1/nodegroup_types.go	81	// SucceededSelection represents that this node has been selected as a member of this NodeGroup.	COMMENT
LOW	…beedge/api/apis/apps/v1alpha1/edgeapplication_types.go	81	ImageOverriders []ImageOverrider `json:"imageOverriders,omitempty"`	COMMENT
LOW	…beedge/api/apis/apps/v1alpha1/edgeapplication_types.go	101		COMMENT
LOW	…beedge/api/apis/apps/v1alpha1/edgeapplication_types.go	121	// Operator represents the operator which will apply on the env.	COMMENT
LOW	…beedge/api/apis/apps/v1alpha1/edgeapplication_types.go	141	// Value to be applied to resources.	COMMENT
LOW	…beedge/api/apis/apps/v1alpha1/edgeapplication_types.go	161	Predicate *ImagePredicate `json:"predicate,omitempty"`	COMMENT
LOW	…beedge/api/apis/apps/v1alpha1/edgeapplication_types.go	241		COMMENT
LOW	…ge/api/apis/componentconfig/edgecore/v1alpha2/types.go	61	// DriverName indicates database driver name	COMMENT
LOW	…ge/api/apis/componentconfig/edgecore/v1alpha2/types.go	81	// +Required	COMMENT
247 more matches not shown…

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	…beedge/mapper-framework/hack/update-vendor-licenses.sh	29	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…beedge/mapper-framework/hack/verify-vendor-licenses.sh	22	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…/github.com/kubeedge/mapper-framework/hack/lib/util.sh	17	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/update-vendor-licenses.sh	29	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/verify-vendor-licenses.sh	22	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/lib/golang.sh	17	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/lib/util.sh	17	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	edge/pkg/devicetwin/dmiclient/client_test.go	372	// ── UpdateDevice ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	pkg/upgrade/edge/upgrade_reporter_taskevent_test.go	92	// ── Build a test CA ──────────────────────────────────────────────────────	COMMENT
MEDIUM	pkg/upgrade/edge/upgrade_reporter_taskevent_test.go	130	// ── Table-driven cases ───────────────────────────────────────────────────	COMMENT

AI Slop Vocabulary5 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	hack/lib/golang.sh	492	# * We can't just set GOBIN because that does not work on cross-compiles.	COMMENT
MEDIUM⚡	keadm/cmd/keadm/app/cmd/edge/batch_genconfig.go	57	cmdTplArgs: # <Optional> This parameter is the execution command template, which can be optionally con	CODE
MEDIUM⚡	keadm/cmd/keadm/app/cmd/edge/batch_genconfig.go	58	cmd: "" # This is an example parameter, which can be used in conjunction with nodes[x].keadmCmd.	CODE
MEDIUM⚡	keadm/cmd/keadm/app/cmd/edge/batch_genconfig.go	59	token: "" # This is an example parameter, which can be used in conjunction with nodes[x].keadmCmd.	CODE
MEDIUM⚡	keadm/cmd/keadm/app/cmd/edge/batch_genconfig.go	63	keadmCmd: "" # <Required> The command to be executed on the node, can used in conjunction with keadm.cm	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/github.com/kubeedge/mapper-framework/hack/lib/util.sh	58	# Create a temp dir that'll be deleted at the end of this bash session.	COMMENT
MEDIUM	hack/lib/util.sh	58	# Create a temp dir that'll be deleted at the end of this bash session.	COMMENT

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ng/src/github.com/kubeedge/api/apis/util/flag/flags.go	100	fmt.Println("# It's useful to users who are new to KubeEdge, and you can modify/create your own configs accordingly. "	CODE
MEDIUM	pkg/util/flag/flags.go	100	fmt.Println("# It's useful to users who are new to KubeEdge, and you can modify/create your own configs accordingly. "	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…beedge/mapper-framework/hack/update-vendor-licenses.sh	19	# Usage:	COMMENT
LOW	hack/update-vendor-licenses.sh	19	# Usage:	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	cloud/pkg/cloudstream/tunnelserver_test.go	310	fakeKey := []byte("fake-key-data")	CODE
LOW	pkg/upgrade/edge/upgrade_reporter_taskevent_test.go	125	dummyKey, err := os.CreateTemp("", "dummy-key-*.key")	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/local-up-kubeedge.sh	311	# Check if all processes are still running. Prints a warning once each time	COMMENT

kubeedge/kubeedge

Open-Source Code Quality, Security and Technical Debt Review