What are the best automated vulnerability scanning tools for DevOps pipelines that a tech-savvy parent can set up without breaking our home lab?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best automated vulnerability scanning tools for DevOps pipelines that a tech-savvy parent can set up without breaking our home lab?
1 real search · 1 real-search pass
best DevSecOps vulnerability scanning tools 2026 Trivy Grype Semgrep Gitleaks Checkov official documentation CI integrationGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
best DevSecOps vulnerability scanning tools 2026 Trivy Grype Semgrep Gitleaks Checkov official documentation CI integration Google ↗
- trivy.dev · trivy.dev
- Trivy documentation · trivy.dev
- Vulnerability · trivy.dev
- CI/CD · trivy.dev
- GitHub project · github.com
- semgrep.dev · semgrep.dev
- checkov.io · checkov.io
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- Configure agentless code scanning (Preview) - Microsoft Defender for Cloud · learn.microsoft.com
- GitHub project · 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
- Software Composition Analysis (SCA) · owasp.github.io
- Overview · owasp.github.io
- zaproxy.org · zaproxy.org