AI Slop Code RIsk Monitor

k0sproject/k0s

k0s - The Zero Friction Kubernetes

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for k0sproject/k0s, a Go project with 6,523 GitHub stars. SynthScan examined 134,201 lines of code across 1006 source files, recording 133 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 4.2 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
6.5K
Stars
Go
Language
134.2K
Lines of Code
1.0K
Files
133
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 99 finding(s).

Hallucinated Dependency & Supply Chain Risk 15.1/100 · LOW

Are imports declared and package/API names verified? 32 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 15.1/100 · LOW

Which changes need focused human review? 133 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 32HIGH 1MEDIUM 7LOW 93

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 133 distinct pattern matches across 11 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 Indicators32 hits · 440 pts
SeverityFileLineSnippetContext
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go123 require.Equal(t, "my.repo/k0sproject/calico-cni:"+constant.CalicoCNIImageVersion, testingConfig.Spec.Images.Calico.CNCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go124 require.Equal(t, "my.repo/k0sproject/calico-kube-controllers:"+constant.CalicoKubeControllersImageVersion, testingConCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go125 require.Equal(t, "my.repo/k0sproject/calico-node:"+constant.CalicoNodeImageVersion, testingConfig.Spec.Images.Calico.CODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go126 require.Equal(t, "my.repo/k0sproject/cni-node:"+constant.KubeRouterCNIInstallerImageVersion, testingConfig.Spec.ImageCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go129 require.Equal(t, "my.repo/k0sproject/kube-router:"+constant.KubeRouterCNIImageVersion, testingConfig.Spec.Images.KubeCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go141 require.Equal(t, "my.repo/k0sproject/calico-cni:"+constant.CalicoCNIImageVersion, testingConfig.Spec.Images.Calico.CNCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go142 require.Equal(t, "my.repo/k0sproject/calico-kube-controllers:"+constant.CalicoKubeControllersImageVersion, testingConCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go143 require.Equal(t, "my.repo/k0sproject/calico-node:"+constant.CalicoNodeImageVersion, testingConfig.Spec.Images.Calico.CODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go144 require.Equal(t, "my.repo/k0sproject/cni-node:"+constant.KubeRouterCNIInstallerImageVersion, testingConfig.Spec.ImageCODE
CRITICAL⚡pkg/apis/k0s/v1beta1/images_test.go147 require.Equal(t, "my.repo/k0sproject/kube-router:"+constant.KubeRouterCNIImageVersion, testingConfig.Spec.Images.KubeCODE
CRITICALpkg/component/controller/metrics.go141 if m.clusterConfig == nil || clusterConfig.Spec.Images.PushGateway.URI() != m.clusterConfig.Spec.Images.PushGateway.URICODE
CRITICAL⚡pkg/component/controller/calico.go323 CalicoCNIImage: clusterConfig.Spec.Images.Calico.CNI.URI(),CODE
CRITICAL⚡pkg/component/controller/calico.go324 CalicoCNIWindowsImage: clusterConfig.Spec.Images.Calico.Windows.CNI.URI(),CODE
CRITICAL⚡pkg/component/controller/calico.go325 CalicoNodeImage: clusterConfig.Spec.Images.Calico.Node.URI(),CODE
CRITICAL⚡pkg/component/controller/calico.go326 CalicoNodeWindowsImage: clusterConfig.Spec.Images.Calico.Windows.Node.URI(),CODE
CRITICAL⚡pkg/component/controller/calico.go327 CalicoKubeControllersImage: clusterConfig.Spec.Images.Calico.KubeControllers.URI(),CODE
CRITICALpkg/component/controller/metricserver.go350 Image: m.clusterConfig.Spec.Images.MetricsServer.URI(),CODE
CRITICALpkg/component/controller/kuberouter.go157 CNIImage: clusterConfig.Spec.Images.KubeRouter.CNI.URI(),CODE
CRITICALpkg/component/controller/kuberouter.go158 CNIInstallerImage: clusterConfig.Spec.Images.KubeRouter.CNIInstaller.URI(),CODE
CRITICALpkg/component/controller/kubeproxy.go276 WindowsImage: clusterConfig.Spec.Images.Windows.KubeProxy.URI(),CODE
CRITICAL⚡pkg/airgap/images.go49 env.Spec.Images.Windows.Pause.URI(),CODE
CRITICAL⚡pkg/airgap/images.go50 env.Spec.Images.Windows.KubeProxy.URI(),CODE
CRITICAL⚡pkg/airgap/images.go58 env.Spec.Images.KubeRouter.CNIInstaller.URI(),CODE
CRITICAL⚡pkg/airgap/images.go59 env.Spec.Images.KubeRouter.CNI.URI(),CODE
CRITICAL⚡pkg/airgap/images.go68 env.Spec.Images.Calico.CNI.URI(),CODE
CRITICAL⚡pkg/airgap/images.go69 env.Spec.Images.Calico.KubeControllers.URI(),CODE
CRITICAL⚡pkg/airgap/images.go70 env.Spec.Images.Calico.Node.URI(),CODE
CRITICAL⚡pkg/airgap/images.go74 env.Spec.Images.Calico.Windows.CNI.URI(),CODE
CRITICAL⚡pkg/airgap/images.go75 env.Spec.Images.Calico.Windows.Node.URI(),CODE
CRITICALpkg/airgap/images.go87 env.Spec.Network.NodeLocalLoadBalancing.EnvoyProxy.OrDefault().Image.URI(),CODE
CRITICALpkg/airgap/images.go95 env.Spec.Network.NodeLocalLoadBalancing.Traefik.OrDefault().Image.URI(),CODE
CRITICALpkg/autopilot/controller/updates/periodicupdater.go148 if !u.updateConfig.Spec.UpgradeStrategy.Periodic.IsWithinPeriod(time.Now()) {CODE
Over-Commented Block85 hits · 85 pts
SeverityFileLineSnippetContext
LOWinternal/http/filename_test.go81 // In comparison to attwithfilenameandextparam, the extension parameter actually uses backslash-escapes.COMMENT
LOWinternal/http/filename_test.go101 "attwithasciifilenamenqs": {`attachment; filename=foo.html ;`, "attwithasciifilenamenqs"},COMMENT
LOWinternal/http/filename_test.go121COMMENT
LOWinternal/http/filename_test.go141 // treatment of "name" as synonym for "filename"; see Ned Freed'sCOMMENT
LOWinternal/http/filename_test.go161 "attwithasciifilenamews1": {`attachment; filename ="foo.html"`, "foo.html"},COMMENT
LOWinternal/http/filename_test.go181COMMENT
LOWinternal/http/filename_test.go221 "attbrokenquotedfn2": {`attachment; filename="bar`, "attbrokenquotedfn2"},COMMENT
LOWinternal/http/filename_test.go241COMMENT
LOWinternal/http/filename_test.go281COMMENT
LOWinternal/http/filename_test.go341 }COMMENT
LOWinternal/os/unix/dir.go61COMMENT
LOWinternal/os/unix/dir.go81// file system path manipulation, which contradicts the nature of a Dir. ForCOMMENT
LOWinternal/os/linux/pidfd.go141func pidfdSendSignal(pidfd int, sig syscall.Signal) error {COMMENT
LOWinternal/os/linux/procfs/procfs.go41 return string(p)COMMENT
LOWinternal/os/windows/console.go61}COMMENT
LOWinternal/sync/value/latest.go1// SPDX-FileCopyrightText: 2024 k0s authorsCOMMENT
LOWinternal/sync/value/latest.go21// import (COMMENT
LOWinternal/sync/value/latest.go41// fmt.Println("Peeked value:", value) // Output: Peeked value: 42COMMENT
LOWinternal/testutil/kube_client.go121COMMENT
LOWinternal/testutil/portforward.go41//COMMENT
LOWinternal/pkg/net/resolvconf/systemdresolved.go21 // The resolv.conf variant that lists systemd-resolved's uplink DNS serversCOMMENT
LOWinternal/pkg/file/atomic.go81COMMENT
LOWinternal/pkg/file/atomic.go261 // it is safe to do this after the permission change. So if this succeeds,COMMENT
LOWinternal/pkg/file/atomic.go341 })COMMENT
LOWinternal/pkg/sysinfo/host_linux.go41 // explanation. The probes here are documented as good as possible inCOMMENT
LOWinternal/pkg/sysinfo/probes/probes.go1// SPDX-FileCopyrightText: 2022 k0s authorsCOMMENT
LOWhack/tools/boilerplate.go.txt1// SPDX-FileCopyrightText: k0s authorsCOMMENT
LOWdocs/contributors/github_workflow.md241# x, exec <command> = run command (the rest of the line) using shellCOMMENT
LOWinttest/kubeletcertrotate/kubeletcertrotate_test.go121 // So wait for the initial certificate to expire before probing again. ACOMMENT
LOWinttest/common/bootloosesuite.go281 s.T().Logf("SSH connection to %s successful", nodeName)COMMENT
LOWpkg/apis/k0s/v1beta1/cplb.go61 VirtualServers VirtualServers `json:"virtualServers,omitempty"`COMMENT
LOWpkg/apis/k0s/v1beta1/cplb.go81 ConfigTemplateVS string `json:"configTemplateVS,omitempty"`COMMENT
LOWpkg/apis/k0s/v1beta1/cplb.go101COMMENT
LOWpkg/apis/k0s/v1beta1/cplb.go121 // +kubebuilder:validation:MaxLength=8COMMENT
LOWpkg/apis/k0s/v1beta1/cplb.go221// +listType=mapCOMMENT
LOWpkg/apis/k0s/v1beta1/cplb.go241 LBAlgo KeepalivedLBAlgo `json:"lbAlgo,omitempty"`COMMENT
LOWpkg/apis/k0s/v1beta1/nllb.go21 // Default: falseCOMMENT
LOWpkg/apis/k0s/v1beta1/nllb.go121 // image specifies the OCI image that's being used for the Envoy Pod.COMMENT
LOWpkg/apis/k0s/v1beta1/nllb.go141 // Default: 7132COMMENT
LOWpkg/apis/k0s/v1beta1/nllb.go161 // interface. This must be a valid port number, 0 < x < 65536.COMMENT
LOWpkg/apis/k0s/v1beta1/network.go41 // Pod network CIDR to use in the clusterCOMMENT
LOWpkg/apis/k0s/v1beta1/doc.go1// SPDX-FileCopyrightText: 2023 k0s authorsCOMMENT
LOWpkg/apis/k0s/v1beta1/patches.go21 // Patch defines the patch type and content.COMMENT
LOWpkg/apis/k0s/v1beta1/extensions.go101 TargetNS string `json:"namespace"`COMMENT
LOWpkg/apis/k0s/v1beta1/extensions.go161COMMENT
LOWpkg/apis/k0s/v1beta1/api.go41 RawArgs []string `json:"rawArgs,omitempty"`COMMENT
LOWpkg/apis/k0s/v1beta1/kuberouter.go21COMMENT
LOWpkg/apis/etcd/v1beta1/types.go1// SPDX-FileCopyrightText: 2024 k0s authorsCOMMENT
LOWpkg/apis/etcd/v1beta1/doc.go1// SPDX-FileCopyrightText: 2024 k0s authorsCOMMENT
LOWpkg/apis/autopilot/doc.go1// SPDX-FileCopyrightText: 2023 k0s authorsCOMMENT
LOWpkg/apis/autopilot/v1beta2/types.go1// SPDX-FileCopyrightText: 2022 k0s authorsCOMMENT
LOWpkg/apis/autopilot/v1beta2/types.go61// +kubebuilder:printcolumn:name="State",type="string",JSONPath=".status.state"COMMENT
LOWpkg/apis/autopilot/v1beta2/updateconfig.go41 // +kubebuilder:default:="https://updates.k0sproject.io"COMMENT
LOWpkg/apis/autopilot/v1beta2/doc.go1// SPDX-FileCopyrightText: 2023 k0s authorsCOMMENT
LOWpkg/apis/helm/v1beta1/chart_types.go21// ConfigSource describes the source of repository configuration values.COMMENT
LOWpkg/apis/helm/v1beta1/chart_types.go101// +kubebuilder:object:root=trueCOMMENT
LOWpkg/apis/helm/v1beta1/doc.go1// SPDX-FileCopyrightText: 2023 k0s authorsCOMMENT
LOWpkg/install/sysv_linux.go1// SPDX-FileCopyrightText: 2022 k0s authorsCOMMENT
LOWpkg/debounce/debounce.go1// SPDX-FileCopyrightText: 2020 k0s authorsCOMMENT
LOWpkg/component/controller/konnectivityagent.go121 return fmt.Errorf("failed to determine proxy server host and port (%q, %d): %w", externalAddress, cfg.ProxyServerPortCOMMENT
25 more matches not shown…
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHcmd/kubeconfig/create_test.go62 // Verify that the current context is set as requestedCOMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMinternal/pkg/file/atomic.go102 // the Atomic robust against intermediary working directory changes.COMMENT
MEDIUM.github/workflows/win-wsl.yaml60 # This function is used in conjunction with Get-StoredLastBootTime, whichCOMMENT
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMinternal/pkg/sysinfo/probes/network_test.go86 // ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓COMMENT
MEDIUMinternal/pkg/sysinfo/probes/network_test.go89 // ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛COMMENT
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMhack/ostests/.terraform.lock.hcl1# This file is maintained automatically by "tofu init".COMMENT
MEDIUM.github/workflows/win-wsl.yaml60 # This function is used in conjunction with Get-StoredLastBootTime, whichCOMMENT
Example Usage Blocks3 hits · 4 pts
SeverityFileLineSnippetContext
LOWinternal/oci/download.go24// Usage example:COMMENT
LOWhack/tools/gen-matrix.sh4# Usage:COMMENT
LOWhack/tools/run-autopilot-matrix-tests.sh3# Usage:COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWdocker-entrypoint.sh64 # Check if the requested bit is set.COMMENT
LOW.github/workflows/unittests-k0s.yml26 # Set SOURCE_DATE_EPOCH to optimize cache usageCOMMENT
Verbosity Indicators2 hits · 3 pts
SeverityFileLineSnippetContext
LOWpkg/apis/k0s/v1beta1/network.go128 // Single stack IPv6 is an alpha feature, so we need to check if the feature gate is enabled, but only report it if boCOMMENT
LOWpkg/node/nodename_windows.go19 // we need to check if we have EC2 dns name availableCOMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMinttest/cplb-userspace/cplbuserspace_test.go246 InsecureSkipVerify: true, // Skip verification for demonstration purposesCODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWdocs/mkdocs_modules/k0s_mkdocs_hacks/macros.py35def parse_src_string_literals():CODE