What open-source DevOps tools can I integrate today to run automated vulnerability scans on our pull requests so we don't have to pay for expensive commercial application security testing?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What open-source DevOps tools can I integrate today to run automated vulnerability scans on our pull requests so we don't have to pay for expensive commercial application security testing?
1 real search · 1 real-search pass
official documentation open source pull request security scanning Semgrep CE Trivy Gitleaks Checkov OSV-Scanner OWASP ZAP GitHub Actions 2026Google ↗
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 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
official documentation open source pull request security scanning Semgrep CE Trivy Gitleaks Checkov OSV-Scanner OWASP ZAP GitHub Actions 2026 Google ↗
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- Bandit · github.com
- Brakeman · github.com
- Grype · github.com
- Syft · github.com
- KICS · github.com
- Zizmor · github.com
- reviewdog · github.com
- Open Source Vulnerability Scanners: 13 Free Tools Compared (2026) · nurbak.com
- Static Application Security Testing (SAST) · owasp.github.io
- Secure Code Review · owasp.github.io
- DevSecOpsGuideline/current-version/2-Process/2-3-Build/2-3-1-Static-Analysis/2-3-1-1-Static-Application-Security-Testing.md at master · OWASP/DevSecOpsGuideline · github.com
- CI/CD · trivy.dev
- GitHub Actions Security · cheatsheetseries.owasp.org