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AI Slop Code Risk Monitor

kubernetes-sigs/kind

SlopCodeMonitor badge for kubernetes-sigs/kind Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Kubernetes IN Docker - local clusters for testing Kubernetes

2.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for kubernetes-sigs/kind, a Go project with 15,587 GitHub stars. SynthScan examined 32,432 lines of code across 320 source files, recording 70 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.2 (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.

2.2
Adjusted Signal
2.2
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
15.6K
Stars
Go
Language
32.4K
Lines of Code
320
Files
70
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 9.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 66 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 10.2/100 · LOW

Which changes need focused human review? 70 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 0LOW 70

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 70 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.

Over-Commented Block63 hits · 63 pts
SeverityFileLineSnippetContext
LOWimages/local-path-helper/stage-binary-and-deps.sh1#!/bin/bashCOMMENT
LOWimages/base/files/kind/bin/undo-mount-hacks.sh1#!/bin/bashCOMMENT
LOWimages/base/files/kind/bin/mount-product-files.sh1#!/bin/bashCOMMENT
LOWimages/base/files/kind/bin/mount-product-files.sh21set -o errexitCOMMENT
LOWimages/base/files/kind/bin/create-kubelet-cgroup-v2.sh1#!/bin/bashCOMMENT
LOWhack/ci/e2e.sh1#!/usr/bin/env bashCOMMENT
LOWhack/ci/cache-wrapper.sh1#!/bin/bashCOMMENT
LOWhack/ci/init-vm.sh1#!/bin/bashCOMMENT
LOWhack/ci/e2e-k8s.sh1#!/bin/shCOMMENT
LOWhack/ci/e2e-k8s.sh21COMMENT
LOWhack/ci/build-all.sh1#!/usr/bin/env bashCOMMENT
LOWhack/ci/lima-helper.sh1#!/usr/bin/env bashCOMMENT
LOWhack/ci/push-latest-cli/push-latest-cli.sh1#!/usr/bin/env bashCOMMENT
LOWhack/release/push-node.sh1#!/usr/bin/env bashCOMMENT
LOWhack/release/create.sh1#!/usr/bin/env bashCOMMENT
LOWhack/release/get-contributors.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/test.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/update/gofmt.sh1#!/bin/bashCOMMENT
LOWhack/make-rules/update/generated.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/update/deps.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/update/all.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/verify/shellcheck.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/verify/lint.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/verify/generated.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/verify/boilerplate.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/verify/all.sh1#!/usr/bin/env bashCOMMENT
LOWhack/boilerplate/verify_boilerplate.py1#!/usr/bin/env python3COMMENT
LOWhack/boilerplate/boilerplate.Dockerfile.txt1# Copyright The Kubernetes Authors.COMMENT
LOWhack/boilerplate/boilerplate.sh.txt1# Copyright The Kubernetes Authors.COMMENT
LOWsite/static/examples/kind-gcr.sh1#!/bin/shCOMMENT
LOWsite/static/examples/config-with-mounts.yaml21 selinuxRelabel: falseCOMMENT
LOWsite/static/examples/kind-with-registry.sh1#!/bin/shCOMMENT
LOWpkg/cluster/provider.go101var NoNodeProviderDetectedError = errors.NewWithoutStack("failed to detect any supported node provider")COMMENT
LOWpkg/cluster/constants/constants.go41 // ExternalEtcdNodeRoleValue identifies a node that hosts an external-etcdCOMMENT
LOWpkg/cluster/internal/providers/nerdctl/provision.go141 "--net", networkName,COMMENT
LOWpkg/cluster/internal/providers/podman/network.go21 "encoding/binary"COMMENT
LOWpkg/cluster/internal/providers/podman/provision.go181 return nil, errCOMMENT
LOWpkg/cluster/internal/providers/docker/network.go41// network because the default bridge is actually special versus any otherCOMMENT
LOWpkg/cluster/internal/providers/docker/provision.go141 // user a user defined docker network so we get embedded DNSCOMMENT
LOWpkg/cluster/internal/providers/docker/provision.go161 // reboots, not failures. *however* we can limit the number of retriesCOMMENT
LOWpkg/cluster/internal/providers/docker/provision.go221 // running containers in a container requires privilegedCOMMENT
LOWpkg/apis/config/v1alpha4/types.go41 // https://kubernetes.io/docs/reference/command-line-tools-reference/feature-gates/COMMENT
LOWpkg/apis/config/v1alpha4/types.go61 // as JSON 6902 patches. The `kind` field must match the target object, andCOMMENT
LOWpkg/apis/config/v1alpha4/types.go121 // binded to a host PortCOMMENT
LOWpkg/apis/config/v1alpha4/types.go141 // Name and Namespace are now ignored, but the fields continue to exist forCOMMENT
LOWpkg/apis/config/v1alpha4/types.go161 ControlPlaneRole NodeRole = "control-plane"COMMENT
LOWpkg/apis/config/v1alpha4/types.go181 // Defaults to 127.0.0.1COMMENT
LOWpkg/apis/config/v1alpha4/types.go241// see: k8s.io/kubernetes/pkg/kubelet/apis/cri/runtime/v1alpha2COMMENT
LOWpkg/apis/config/v1alpha4/types.go261 // If set, the mount is read-only.COMMENT
LOWpkg/apis/config/v1alpha4/types.go281 // If unset, a random port will be selected.COMMENT
LOWpkg/internal/apis/config/types.go41COMMENT
LOWpkg/internal/apis/config/types.go61 KubeadmConfigPatchesJSON6902 []PatchJSON6902COMMENT
LOWpkg/internal/apis/config/types.go101 // KubeadmConfigPatches are applied to the generated kubeadm config asCOMMENT
LOWpkg/internal/apis/config/types.go121 // WorkerRole identifies a node that hosts a Kubernetes workerCOMMENT
LOWpkg/internal/apis/config/types.go181)COMMENT
LOWpkg/internal/apis/config/types.go201//COMMENT
LOWpkg/internal/apis/config/types.go221 Propagation MountPropagationCOMMENT
LOWpkg/internal/patch/kubeyaml.go21COMMENT
LOWpkg/internal/sets/doc.go21// and we only need some trivial utilities. Avoiding importing k8s.io/apimachineryCOMMENT
LOWpkg/exec/local.go81func (cmd *LocalCmd) Run() error {COMMENT
3 more matches not shown…
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOW…/internal/kubeconfig/internal/kubeconfig/paths_test.go180 "HOMEPATH": `ZZ:\Users\fake-user-zzz`,CODE
LOW…/internal/kubeconfig/internal/kubeconfig/paths_test.go199 "HOMEPATH": path.Join("Users", "fake-user-zzz"),CODE
LOW…/internal/kubeconfig/internal/kubeconfig/paths_test.go211 "HOMEPATH": path.Join("Users", "fake-user-zzz"),CODE
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWhack/make-rules/update/deps.sh18# Usage:COMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsite/static/examples/kind-with-registry.sh31# If you're only supporting newer relases, you can just use `kind create cluster` here.COMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWhack/boilerplate/verify_boilerplate.py21CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWhack/boilerplate/verify_boilerplate.py188CODE