Are there any automated tools that can audit our Kubernetes manifests for security vulnerabilities before we deploy to production?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any automated tools that can audit our Kubernetes manifests for security vulnerabilities before we deploy to production?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 Kubernetes manifest security scanning tools Kubescape Checkov Trivy KubeLinter official documentation Google ↗
Kubernetes security best practices manifest scanner kube-score Polaris official docs Google ↗
- Official website · kubescape.io
- Official website · checkov.io
- Official website · trivy.dev
- GitHub repository · github.com
- Conftest website · conftest.dev
- OPA website · openpolicyagent.org
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- Configure agentless code scanning (Preview) - Microsoft Defender for Cloud · learn.microsoft.com
- Security Checklist · kubernetes.io
- Scanning your environment · kubescape.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Kubernetes manifest security scanning tools Kubescape Checkov Trivy KubeLinter official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Kubernetes security best practices manifest scanner kube-score Polaris official docs OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |