AI Slop Code Risk Monitor

kubesphere/kubesphere

SlopCodeMonitor badge for kubesphere/kubesphere Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️

1.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for kubesphere/kubesphere, a Go project with 17,074 GitHub stars. SynthScan examined 165,093 lines of code across 829 source files, recording 243 pattern matches distributed across 17 syntactic categories. The legacy adjusted pattern signal is 1.9 (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.

1.9
Adjusted Signal
1.9
Raw Pattern Score
100%
Time Factor
2026-07-15
Last Push
17.1K
Stars
Go
Language
165.1K
Lines of Code
829
Files
243
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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 210 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 28 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 243 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 35LOW 208

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 243 distinct pattern matches across 17 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 Block103 hits · 103 pts
SeverityFileLineSnippetContext
LOWtools/cmd/dependencyverifier/dependencyverifier.go221COMMENT
LOWstaging/src/kubesphere.io/client-go/rest/config.go81 // UserAgent is an optional field that specifies the caller of this request.COMMENT
LOWstaging/src/kubesphere.io/client-go/rest/config.go261 // "application/json" is used.COMMENT
LOWstaging/src/kubesphere.io/client-go/rest/with_retry.go61 // - we need to seek to the beginning of the request body before weCOMMENT
LOWstaging/src/kubesphere.io/client-go/rest/with_retry.go81COMMENT
LOWstaging/src/kubesphere.io/client-go/rest/with_retry.go121 // retry after parameters that pertain to the attempt that is toCOMMENT
LOW…aging/src/kubesphere.io/client-go/rest/request_test.go3061 sleeps []stringCOMMENT
LOWstaging/src/kubesphere.io/client-go/rest/request.go1241 klogV.Infof("%s:\n%s", prefix, truncateBody(hex.Dump(body)))COMMENT
LOWstaging/src/kubesphere.io/client-go/rest/client.go61 // This value will be set as the Accept header on requests made to the server ifCOMMENT
LOWstaging/src/kubesphere.io/client-go/rest/client.go161// resp, err := c.Verb("GET").COMMENT
LOWstaging/src/kubesphere.io/api/cluster/v1alpha1/types.go81 // Should provide this field explicitly if connection type is direct.COMMENT
LOW…/src/kubesphere.io/api/extensions/v1alpha1/upstream.go21 // +optionalCOMMENT
LOWstaging/src/kubesphere.io/api/iam/v1alpha2/types.go101 Email string `json:"email"`COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1alpha2/types.go121 // So we adopted an alternative scheme to achieve.COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1beta1/types.go61 // Unique email address(https://www.ietf.org/rfc/rfc5322.txt).COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1beta1/types.go81 // But in Go, we don't have ?= (back tracking) capability in regexp (also in CRD validation pattern)COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1beta1/types.go341COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1beta1/types.go361func (t ExtraValue) String() string {COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1beta1/types.go381 // Group is the API Group of the Resource. "*" means all.COMMENT
LOWstaging/src/kubesphere.io/api/iam/v1beta1/types.go401 // +optionalCOMMENT
LOWstaging/src/kubesphere.io/api/application/v2/types.go101}COMMENT
LOWtest/e2e/framework/log.go61// PrunedStack is a wrapper around debug.Stack() that removes informationCOMMENT
LOWconfig/ks-core/values.yaml1## @param global.imageRegistry Global Docker image registryCOMMENT
LOWconfig/ks-core/values.yaml341 size: 5GiCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml101 resources: {}COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml141COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml181 ## Whether the haproxy pods should be forced to run on separate nodes.COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml221 # name: my-redis-client-namespaceCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml341 # - name: emptyCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml401 # customConfig: |-COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml441COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml481##COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml521 # Address/Host for Redis instance. Default: localhostCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml541 # -- More info about Redis Lua scripting: https://redis.io/commands/evalCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml561 # When set true then use a ServiceMonitor to configure scrapingCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml621 resources: {}COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml641 # secretName: tls-secretCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml681 # prometheusRule.enabled -- If true, creates a Prometheus Operator PrometheusRule.COMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml721 ## user defines ingress rules that Redis should permit intoCOMMENT
LOWconfig/ks-core/charts/ks-crds/Chart.yaml1apiVersion: v2COMMENT
LOWconfig/ks-core/charts/ks-crds/Chart.yaml21# incremented each time you make changes to the application. Versions are not expected toCOMMENT
LOWhack/update-vendor-licenses.sh1#!/usr/bin/env bashCOMMENT
LOWhack/update-vendor.sh1#!/usr/bin/env bashCOMMENT
LOWhack/verify-gofmt.sh1#!/usr/bin/env bashCOMMENT
LOWhack/generate_group.sh1#!/usr/bin/env bashCOMMENT
LOWhack/test-go.sh1#!/usr/bin/env bashCOMMENT
LOWhack/verify-licenses.sh1#!/usr/bin/env bashCOMMENT
LOWhack/pin-dependency.sh1#!/usr/bin/env bashCOMMENT
LOWhack/verify-vendor-licenses.sh1#!/usr/bin/env bashCOMMENT
LOWhack/lint-dependencies.sh1#!/usr/bin/env bashCOMMENT
LOWhack/update-internal-modules.sh1#!/usr/bin/env bashCOMMENT
LOWhack/update-goimports.sh1#!/usr/bin/env bashCOMMENT
LOWhack/verify-spelling.sh1#!/usr/bin/env bashCOMMENT
LOWhack/update-gofmt.sh1#!/usr/bin/env bashCOMMENT
LOWhack/verify-all.sh1#!/usr/bin/env bashCOMMENT
LOWhack/verify-shellcheck.sh1#!/usr/bin/env bashCOMMENT
LOWhack/boilerplate.go.txt1// Copyright 2025 The KubeSphere Authors.COMMENT
LOWhack/verify-goimports.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/make-help.sh1#!/usr/bin/env bashCOMMENT
LOWhack/make-rules/verify.sh1#!/usr/bin/env bashCOMMENT
43 more matches not shown…
Structural Annotation Overuse76 hits · 88 pts
SeverityFileLineSnippetContext
LOWskills/wiztelemetry-tracing/SKILL.md40#### Step 1: Get Available Clusters and Confirm TargetCOMMENT
LOWskills/wiztelemetry-tracing/SKILL.md61#### Step 2: Get Latest Version (if not provided by user)COMMENT
LOWskills/wiztelemetry-tracing/SKILL.md71#### Step 3: Get Generator EndpointCOMMENT
LOWskills/wiztelemetry-tracing/SKILL.md94#### Step 4: Confirm Configuration with UserCOMMENT
LOWskills/wiztelemetry-tracing/SKILL.md110#### Step 5: Create InstallPlanCOMMENT
LOWskills/kubeeye/SKILL.md130### Step 1: Detect and Select VersionCOMMENT
LOWskills/kubeeye/SKILL.md147### Step 2: Generate and Apply InstallPlanCOMMENT
LOW⚡skills/kubeeye/SKILL.md169### Step 1: Import RulesCOMMENT
LOW⚡skills/kubeeye/SKILL.md179### Step 2: Create InspectPlanCOMMENT
LOW⚡skills/kubeeye/SKILL.md187### Step 3: Monitor InspectTaskCOMMENT
LOWskills/kubeeye/SKILL.md199### Step 4: View InspectResultCOMMENT
LOWskills/whizard-events/SKILL.md36#### Step 1: Get Available Clusters and Confirm TargetCOMMENT
LOWskills/whizard-events/SKILL.md57#### Step 2: Get Latest Version (if not provided by user)COMMENT
LOWskills/kubesphere-servicemesh/SKILL.md31### Step 1: Detect and Select VersionCOMMENT
LOWskills/kubesphere-servicemesh/SKILL.md55### Step 2: Detect and Select ClustersCOMMENT
LOWskills/kubesphere-servicemesh/SKILL.md83### Step 3: Check gateway-api CompatibilityCOMMENT
LOWskills/kubesphere-servicemesh/SKILL.md99### Step 4: Generate and Apply InstallPlanCOMMENT
LOWskills/whizard-notification/SKILL.md110#### Step 1: Get Latest Version (if not provided by user)COMMENT
LOWskills/whizard-notification/SKILL.md119#### Step 2: Create InstallPlanCOMMENT
LOWskills/kubesphere-gateway-api/SKILL.md79### Step 1: Detect and Select VersionCOMMENT
LOWskills/kubesphere-gateway-api/SKILL.md104### Step 2: Detect and Select ClustersCOMMENT
LOWskills/kubesphere-gateway-api/SKILL.md132### Step 3: Generate and Apply InstallPlanCOMMENT
LOWskills/whizard-telemetry-ruler/SKILL.md41#### Step 1: Get Available Clusters and Confirm TargetCOMMENT
LOWskills/whizard-telemetry-ruler/SKILL.md62#### Step 2: Get Latest Version (if not provided by user)COMMENT
LOWskills/whizard-telemetry-ruler/SKILL.md72#### Step 3: Get AlertManager Host (if configuring sink)COMMENT
LOWskills/whizard-auditing/SKILL.md35#### Step 1: Get Available Clusters and Confirm TargetCOMMENT
LOWskills/whizard-auditing/SKILL.md56#### Step 2: Get Latest Version (if not provided by user)COMMENT
LOWskills/kubesphere-devops-credentials/SKILL.md348# Step 1: Create credential for Git accessSTRING
LOWskills/kubesphere-devops-credentials/SKILL.md361# Step 2: Create GitRepository linking repo + credentialSTRING
LOWskills/kubesphere-devops-credentials/SKILL.md375# Step 3: Create multi-branch pipeline using GitRepositorySTRING
LOWskills/kubesphere-devops-credentials/SKILL.md396# Step 1: Create credential (basic-auth for token)STRING
LOWskills/kubesphere-devops-credentials/SKILL.md408# Step 2: Create GitRepositorySTRING
LOWskills/kubesphere-devops-credentials/SKILL.md418# Step 3: Create ArgoCD Application referencing the repositorySTRING
LOW⚡skills/kubesphere-devops-pipeline/SKILL.md902# Step 1: Get parametersSTRING
LOW⚡skills/kubesphere-devops-pipeline/SKILL.md910# Step 2: Ask user for values (or use defaults)STRING
LOW⚡skills/kubesphere-devops-pipeline/SKILL.md913# Step 3: Build and trigger with parametersSTRING
LOW⚡skills/kubesphere-devops-pipeline/SKILL.md938# Step 1: List branchesSTRING
LOW⚡skills/kubesphere-devops-pipeline/SKILL.md944# Step 2: User selects branch (example: main)STRING
LOW⚡skills/kubesphere-devops-pipeline/SKILL.md947# Step 3: Trigger buildSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md648### Step 1: Get Pipeline Definition and Extract ParametersSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md690### Step 2: Trigger Pipeline with ParametersSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md723# Step 1: Get pipeline definition and check for parametersSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md737# Step 2: Trigger with parametersSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md759### Step 1: List Available BranchesSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md773### Step 2: Ask User Which Branch to BuildSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md778### Step 3: Trigger Build on Selected BranchSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md799#### Step 1: Get Available ParametersSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md856#### Step 2: Build Parameters ArraySTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md880#### Step 3: Trigger Build with ParametersSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1021### Step 1: Get Node Details to Find Input StepSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1062### Step 2: Approve or Reject the Input StepSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1101# Step 1: Get nodedetails and extract input informationSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1114# Step 2: Approve the stepSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1120# Step 3: Verify the pipeline continuesSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1134### Step 1: Get Jenkins PipelineRun IDSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1158### Step 2: Fetch LogsSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1183### Step 1: List ArtifactsSTRING
LOWskills/kubesphere-devops-pipeline/SKILL.md1205### Step 2: Download ArtifactSTRING
LOWskills/kubesphere-gateway/SKILL.md55### Step 1: Detect and Select VersionCOMMENT
LOWskills/kubesphere-gateway/SKILL.md79### Step 2: Detect and Select ClustersCOMMENT
16 more matches not shown…
Excessive Try-Catch Wrapping24 hits · 51 pts
SeverityFileLineSnippetContext
MEDIUM…egration-yaml/scripts/generate_frontend_integration.py590 print(f"Error: {error}", file=sys.stderr)CODE
MEDIUM⚡skills/nodegroup/scripts/nodegroup_api.py73 print(f"Error: Failed to get token. HTTP {response.status_code}", file=sys.stderr)CODE
MEDIUM⚡skills/nodegroup/scripts/nodegroup_api.py80 print("Error: No access_token in response", file=sys.stderr)CODE
MEDIUM⚡skills/nodegroup/scripts/nodegroup_api.py87 print(f"Error: {exc}", file=sys.stderr)CODE
MEDIUMskills/nodegroup/scripts/nodegroup_api.py100 print("Error: No token available. Run `login` first or set KUBESPHERE_TOKEN.", file=sys.stderr)CODE
MEDIUMskills/nodegroup/scripts/nodegroup_api.py127 print("Error: PATCH requests must use a JSON Patch array body.", file=sys.stderr)CODE
MEDIUMskills/nodegroup/scripts/nodegroup_api.py144 print(f"Error: {exc}", file=sys.stderr)CODE
MEDIUMskills/nodegroup/scripts/nodegroup_api.py153 print(f"Error: HTTP {response.status_code}", file=sys.stderr)CODE
MEDIUMskills/nodegroup/scripts/nodegroup_api.py181 print(f"Error: Invalid JSON body: {exc}", file=sys.stderr)CODE
MEDIUMskills/nodegroup/scripts/nodegroup_api.py218 print("Error: patch requires at least one of --alias, --description, --manager", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py77 print(f"Error: Failed to get token. HTTP {response.status_code}", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py85 print("Error: No access_token in response", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py96 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py179 print("Error: No token available. Use --login to get a new token.", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py209 print(f"Error: Invalid JSON body: {e}", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py232 print(f"Error: HTTP {response.status_code}", file=sys.stderr)CODE
MEDIUMskills/kubesphere-core/scripts/ks_api.py239 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py77 print(f"Error: Failed to get token. HTTP {response.status_code}", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py85 print("Error: No access_token in response", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py96 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py179 print("Error: No token available. Use --login to get a new token.", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py209 print(f"Error: Invalid JSON body: {e}", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py232 print(f"Error: HTTP {response.status_code}", file=sys.stderr)CODE
MEDIUM…s/kubesphere-multi-tenant-management/scripts/ks_api.py239 print(f"Error: {e}", file=sys.stderr)CODE
Redundant / Tautological Comments11 hits · 16 pts
SeverityFileLineSnippetContext
LOWconfig/ks-core/charts/redis-ha/values.yaml149 # Set path to redis-exporter telemtery-pathCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml526 ## Set this to true if you want to connect to redis tls portCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml567 # Set path to redis-exporter telemtery-pathCOMMENT
LOWconfig/ks-core/charts/redis-ha/values.yaml662 # Set existingSecret to true to use secret specified in existingSecret aboveCOMMENT
LOWconfig/ks-core/templates/post-patch-user-job.yaml32 # Check if variables are not empty and not <none>COMMENT
LOWhack/lint-dependencies.sh46# Check if unwanted dependencies are removedCOMMENT
LOWhack/lib/version.sh60 # Check if the tree is dirty. default to dirtyCOMMENT
LOWhack/lib/util.sh667# Check if we have "docker buildx" commands availableCOMMENT
LOWhack/lib/util.sh680# Check if we are using a supported bash versionCOMMENT
LOWskills/kubesphere-core/scripts/ks_api.py47 # Check if token expiredCOMMENT
LOW…s/kubesphere-multi-tenant-management/scripts/ks_api.py47 # Check if token expiredCOMMENT
Self-Referential Comments4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMhack/verify-licenses.sh36# Creating a new repository treeCOMMENT
MEDIUMhack/lib/util.sh130# Create a temp dir that'll be deleted at the end of this bash session.COMMENT
MEDIUMhack/lib/util.sh626 # Create a temp dir for cfssl if no directory was givenCOMMENT
MEDIUM.github/workflows/sync-helm-chart.yaml64 # Create a PR in the kubesphere/helm-charts repositoryCOMMENT
AI Slop Vocabulary4 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMconfig/ks-core/charts/redis-ha/values.yaml242# You can now use securityContext.sysctls to leverage this capabilityCOMMENT
LOWhack/lib/golang.sh507 # * We can't just set GOBIN because that does not work on cross-compiles.COMMENT
LOWhack/lib/golang.sh572# Ideally this wouldn't be necessary and we could just set GOBIN toCOMMENT
MEDIUMpkg/kapis/oauth/handler.go361// Communication with the Token Endpoint is required to utilize TLS for security.COMMENT
Decorative Section Separators3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMhack/lib/golang.sh90# ------------COMMENT
MEDIUMhack/lib/golang.sh99# ------------COMMENT
MEDIUMhack/lib/version.sh17# -----------------------------------------------------------------------------COMMENT
Modern AI Meta-Vocabulary2 hits · 5 pts
SeverityFileLineSnippetContext
MEDIUMCHANGELOG/CHANGELOG-3.4.0.md7 - [Gateway and Microservice](#gateway-and-microservice)CODE
MEDIUMdocs/roadmap.md51### microserviceCOMMENT
Fake / Example Data5 hits · 4 pts
SeverityFileLineSnippetContext
LOWskills/whizard-notification/SKILL.md284 "to": ["user@example.com"],CODE
LOWskills/whizard-notification/SKILL.md311 "to": ["user@example.com"],CODE
LOWskills/whizard-notification/SKILL.md463 "to": ["user@example.com", "admin@example.com"],CODE
LOWskills/whizard-notification/SKILL.md463 "to": ["user@example.com", "admin@example.com"],CODE
LOWskills/kubesphere-devops-pipeline/SKILL.md701 {"name": "PERSON", "value": "John Doe"},STRING
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWhack/update-vendor-licenses.sh19# Usage:COMMENT
LOWhack/lib/util.sh779# Example usage:COMMENT
Verbosity Indicators2 hits · 3 pts
SeverityFileLineSnippetContext
LOWkube/plugin/pkg/admission/resourcequota/controller.go360 // if a resource is consumed, we need to check if it matches on the limited resource list.COMMENT
LOWpkg/utils/directives/rewrite.go96 // before continuing, we need to check if a query stringCOMMENT
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…egration-yaml/scripts/generate_frontend_integration.py268CODE
LOW…egration-yaml/scripts/generate_frontend_integration.py514CODE
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWstaging/src/kubesphere.io/client-go/rest/request.go1136 // TODO: Add test for this. Steps may be:COMMENT
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOWhack/update-vendor.sh338kube::log::status "NOTE: don't forget to handle vendor/* and LICENSE/* files that were added or removed" >&11CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…egration-yaml/scripts/generate_frontend_integration.py125def create_update_time_column() -> dict[str, Any]:CODE
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWskills/nodegroup/scripts/nodegroup_api.py174def handle_request(args: argparse.Namespace) -> None:CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWskills/nodegroup/scripts/nodegroup_api.py25CODE