My team is struggling with Docker container security scanning integration in our CI/CD pipeline, what open source tools work best right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My team is struggling with Docker container security scanning integration in our CI/CD pipeline, what open source tools work best right now?
1 real search · 1 real-search pass
best open source container image security scanners CI/CD Trivy Grype Syft Dockle Checkov 2026Google ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
best open source container image security scanners CI/CD Trivy Grype Syft Dockle Checkov 2026 Google ↗
- GitHub – Trivy · github.com
- GitHub – Grype · github.com
- GitHub – Syft · github.com
- GitHub – Checkov · github.com
- GitHub – Dockle · github.com
- GitHub – Falco · github.com
- DevSecOpsGuideline/current-version/2-Process/2-3-Build/2-3-3-Container-Security/2-3-3-1-Container-Scanning.md at master · OWASP/DevSecOpsGuideline · github.com
- Container Scanning · owasp.github.io
- grype/README.md at main · anchore/grype · github.com
- OWASP DockSec: AI-Powered Docker Security Scanner · owasp.org