Real ChatGPT answer · index seedm4UDEgA4cIccompleteB2B software · cybersecurityhowto

What tools are available right now to scan Kubernetes container images for vulnerabilities before they get deployed to production

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What tools are available right now to scan Kubernetes container images for vulnerabilities before they get deployed to production
2 real searches · 1 real-search pass
2026 Kubernetes container image vulnerability scanning tools Trivy Grype Clair Harbor official CI admission controllerGoogle ↗
OBSERVED
2026 container image security scanning Snyk Aqua Prisma Cloud Wiz Anchore official Kubernetes CI/CD admissionGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
2026 Kubernetes container image vulnerability scanning tools Trivy Grype Clair Harbor official CI admission controller Google ↗
2026 container image security scanning Snyk Aqua Prisma Cloud Wiz Anchore official Kubernetes CI/CD admission Google ↗
  1. trivy.dev · trivy.dev
  2. GitHub · github.com
  3. Grype · github.com
  4. Syft SBOM generator · github.com
  5. clairproject.org · clairproject.org
  6. goharbor.io · goharbor.io
  7. Container Scanning · owasp.github.io
  8. Production and Clouds · trivy.dev
  9. Harbor docs · goharbor.io
  10. Aqua Security website · aquasec.com
  11. Snyk Container · snyk.io
  12. Prisma Cloud · paloaltonetworks.com
  13. Wiz website · wiz.io
  14. Sysdig website · sysdig.com
  15. Kubernetes Vulnerability & Image Scanning · anchore.com
  16. Best Docker Security Tools Across the Container Lifecycle · wiz.io
  17. Container Security Tools in 2026: Image Scanning Platforms Compared · corgea.com
  18. Gated deployment for Kubernetes container images - Microsoft Defender for Cloud · learn.microsoft.com
  19. Image security · docs.aws.amazon.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Kubernetes container image vulnerability scanning tools Trivy Grype Clair Harbor official CI admission controller
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 container image security scanning Snyk Aqua Prisma Cloud Wiz Anchore official Kubernetes CI/CD admission
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1