0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

11.4K

Stars

Language

917.3K

Lines of Code

4.5K

Files

770

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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 757 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 4.6/100 · LOW

Which changes need focused human review? 770 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 8HIGH 2MEDIUM 3LOW 757

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 770 distinct pattern matches across 10 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 Block741 hits · 700 pts

Severity	File	Line	Snippet	Context
LOW	cmd/talosctl/cmd/common/common.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	cmd/talosctl/pkg/talos/safeout/safeout.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	cmd/talosctl/pkg/talos/safeout/safeout.go	21	// stdout is a terminal - node logs are routinely redirected to a file or captured	COMMENT
LOW	cmd/talosctl/pkg/talos/safeout/safeout.go	61	// talosctl formats and colorizes itself is escaped either way, as leaving that	COMMENT
LOW	cmd/talosctl/pkg/talos/action/internal/stall/stall.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	tools/labeled-squashfs/main.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	tools/sbom-builder/main.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	tools/sbom-builder/main.go	21	// grype on a talos SBOM.	COMMENT
LOW	tools/sbom-builder/main.go	261	// addGoModulePackage attaches a second sibling SPDX package whose PURL is	COMMENT
LOW	tools/sbom-builder/main.go	341	// version:	COMMENT
LOW	tools/sbom-builder/main.go	401	return false	COMMENT
LOW	tools/sbom-builder/main.go	441		COMMENT
LOW	…nt/v1.15/reference/configuration/network/bondconfig.md	41		COMMENT
LOW	…nt/v1.15/reference/configuration/network/bondconfig.md	61		COMMENT
LOW	…1.15/reference/configuration/block/uservolumeconfig.md	21	{{< highlight yaml >}}	COMMENT
LOW	…1.15/reference/configuration/block/uservolumeconfig.md	41	# # KMS managed encryption key.	COMMENT
LOW	…1.15/reference/configuration/block/uservolumeconfig.md	81	# # KMS managed encryption key.	COMMENT
LOW	…nt/v1.15/reference/configuration/block/volumeconfig.md	41	# - slot: 0 # Key slot number for LUKS2 encryption.	COMMENT
LOW	…1.15/reference/configuration/block/swapvolumeconfig.md	41	# # KMS managed encryption key.	COMMENT
LOW	…v1.15/reference/configuration/block/rawvolumeconfig.md	41	# # Key which value is stored in the configuration file.	COMMENT
LOW	internal/app/machined/pkg/runtime/logging.go	81	type LogSender interface {	COMMENT
LOW	internal/app/machined/pkg/runtime/events.go	41	// WatchOptions defines options for the watch call.	COMMENT
LOW	internal/app/machined/pkg/runtime/doc.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/runtime/platform.go	21		COMMENT
LOW	internal/app/machined/pkg/runtime/platform.go	41		COMMENT
LOW	…ernal/app/machined/pkg/runtime/v1alpha2/etc_overlay.go	81	)	COMMENT
LOW	internal/app/machined/pkg/runtime/v1alpha2/v1alpha2.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/runtime/v1alpha1/doc.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…l/app/machined/pkg/runtime/v1alpha1/v1alpha1_events.go	21	// throughout the lifetime of Events.	COMMENT
LOW	…l/app/machined/pkg/runtime/v1alpha1/v1alpha1_events.go	41	// \| \|	COMMENT
LOW	…machined/pkg/runtime/v1alpha1/bootloader/bootloader.go	21	"github.com/siderolabs/talos/pkg/machinery/constants"	COMMENT
LOW	…hined/pkg/runtime/v1alpha1/bootloader/sdboot/sdboot.go	41	// LoaderConfBytes is the content of the loader.conf file.	COMMENT
LOW	…d/pkg/runtime/v1alpha1/platform/openstack/openstack.go	181	// "enum": [	COMMENT
LOW	…pkg/runtime/v1alpha1/platform/opennebula/opennebula.go	201	labels := strings.Split(s, ".")	COMMENT
LOW	internal/app/machined/pkg/runtime/disk/disk.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/runtime/logging/logging.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/sandboxd/enabled.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/sandboxd/enabled.go	21	// service that may need it is launched. Whether the container plane actually runs	COMMENT
LOW	internal/app/machined/pkg/sandboxd/runner.go	21	"github.com/siderolabs/talos/internal/pkg/cgroup"	COMMENT
LOW	internal/app/machined/pkg/adapters/cluster/cluster.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/adapters/hardware/hardware.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/adapters/k8s/k8s.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/adapters/secrets/secrets.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…ternal/app/machined/pkg/adapters/network/vxlan_spec.go	41	type vxlanSpec struct {	COMMENT
LOW	…rnal/app/machined/pkg/adapters/kubespan/peer_status.go	41	// Timeline:	COMMENT
LOW	internal/app/machined/pkg/adapters/kubespan/kubespan.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…nal/app/machined/pkg/adapters/containers/containers.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…ernal/app/machined/pkg/adapters/wireguard/wireguard.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/adapters/perf/perf.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/adapters/block/mount.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/system/runner/runner.go	81	// Namespace is the containerd namespace.	COMMENT
LOW	internal/app/machined/pkg/system/services/etcd.go	661	// promoteEndpointTimeout bounds a single promotion call against a single endpoint.	COMMENT
LOW	…l/app/machined/pkg/system/services/registry/readers.go	21	)	COMMENT
LOW	…/machined/pkg/automaton/blockautomaton/blockmachine.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…rnal/app/machined/pkg/controllers/hardware/hardware.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	internal/app/machined/pkg/controllers/config/acquire.go	481		COMMENT
LOW	internal/app/machined/pkg/controllers/config/config.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…app/machined/pkg/controllers/k8s/kubelet_kubeconfig.go	41	var errKubeconfigNotReady = errors.New("kubelet kubeconfig is not ready")	COMMENT
LOW	…ined/pkg/controllers/k8s/internal/nodename/nodename.go	1	// This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	…kg/controllers/k8s/internal/k8stemplates/kube-proxy.go	21		COMMENT
681 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/imager/out.go	115	signer, err := i.prof.Input.SecureBoot.SecureBootSigner.GetSigner(ctx)	CODE
CRITICAL	pkg/imager/out.go	374	DiskImageBootloader: i.prof.Output.ImageOptions.Bootloader.String(),	CODE
CRITICAL	pkg/imager/out.go	394	signer, err := i.prof.Input.SecureBoot.SecureBootSigner.GetSigner(ctx)	CODE
CRITICAL	pkg/imager/out.go	406	opts.SecureBootEnrollKeys = i.prof.Output.ImageOptions.SDBootEnrollKeys.String()	CODE
CRITICAL	pkg/imager/imager.go	481	pcrSigner, err := i.prof.Input.SecureBoot.PCRSigner.GetSigner(ctx)	CODE
CRITICAL	pkg/imager/imager.go	488	securebootSigner, err := i.prof.Input.SecureBoot.SecureBootSigner.GetSigner(ctx)	CODE
CRITICAL	…nery/config/types/v1alpha1/v1alpha1_discoveryconfig.go	35	!c.ClusterConfig.ClusterDiscoveryConfig.DiscoveryRegistries.RegistryService.Enabled() {	CODE
CRITICAL	…nery/config/types/v1alpha1/v1alpha1_discoveryconfig.go	39	endpoint, err := url.Parse(c.ClusterConfig.ClusterDiscoveryConfig.DiscoveryRegistries.RegistryService.Endpoint())	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…nal/app/machined/pkg/adapters/network/nftables_rule.go	751	// Build v4/v6 rules as requested.	COMMENT
HIGH	internal/integration/api/containers.go	1196	// writable, both as requested of the block subsystem and as the container finds it.	COMMENT

Verbosity Indicators6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	internal/integration/provision/provision.go	384	// Step 1: Pre-pull the installer image into the system containerd namespace.	COMMENT
LOW	internal/pkg/secureboot/tpm2/pcr.go	86	// now we need to check if the TPM is a 2.0 device	COMMENT
LOW	…/pkg/containers/image/verify/internal/cosign/cosign.go	86	// Step 1: try OCI referrers for new-style sigstore bundles.	COMMENT
LOW⚡	…/pkg/containers/image/verify/internal/cosign/cosign.go	105	// Step 2: try bundle tag (sha256-xxx) for new-style sigstore bundles stored as a tag.	COMMENT
LOW⚡	…/pkg/containers/image/verify/internal/cosign/cosign.go	114	// Step 3: fall back to the legacy .sig tag (sha256-xxx.sig).	COMMENT
LOW	internal/pkg/rng/tpm.go	37	// now we need to check if the TPM is a 2.0 device	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	internal/integration/provision/provision.go	384	// Step 1: Pre-pull the installer image into the system containerd namespace.	COMMENT
LOW	…/pkg/containers/image/verify/internal/cosign/cosign.go	86	// Step 1: try OCI referrers for new-style sigstore bundles.	COMMENT
LOW⚡	…/pkg/containers/image/verify/internal/cosign/cosign.go	105	// Step 2: try bundle tag (sha256-xxx) for new-style sigstore bundles stored as a tag.	COMMENT
LOW⚡	…/pkg/containers/image/verify/internal/cosign/cosign.go	114	// Step 3: fall back to the legacy .sig tag (sha256-xxx.sig).	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…inery/config/types/security/image_verification_test.go	184	KeylessSubject: "user@example.com",	CODE
LOW	…inery/config/types/security/image_verification_test.go	261	KeylessSubject: "user@example.com",	CODE
LOW	…inery/config/types/security/image_verification_test.go	301	KeylessSubject: "user@example.com",	CODE
LOW	…inery/config/types/security/image_verification_test.go	437	KeylessSubject: "user@example.com",	CODE
LOW	…inery/config/types/security/image_verification_test.go	476	assert.Equal(t, "user@example.com", baseCfg.ConfigRules[1].RuleKeylessVerifier.KeylessSubject)	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/pkg/hostns/hostns.go	130	// exist; this keeps the setup robust (and testable off-Talos) rather than	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/pkg/dashboard/containers.go	49	// one thing COSI cannot provide, and those are joined in from the polled Stats API.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	hack/test/e2e.sh	3	# This file contains common environment variables and setup logic for all test	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/trace-fix.sh	16	# Usage:	COMMENT

siderolabs/talos

Open-Source Code Quality, Security and Technical Debt Review