What automated vulnerability assessment tools do modern DevOps engineers actually use when they are working at fast paced early stage startups?
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The searches the AI actually ran for this prompt.
SEED QUERY
What automated vulnerability assessment tools do modern DevOps engineers actually use when they are working at fast paced early stage startups?
1 real search · 1 real-search pass
2026 startup DevSecOps vulnerability scanning tools SAST SCA container IaC secrets GitHub Advanced Security Semgrep Snyk Trivy Wiz DependabotGoogle ↗
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Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
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Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
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Searches and sources
ChatGPT1 real searches · gpt-6
2026 startup DevSecOps vulnerability scanning tools SAST SCA container IaC secrets GitHub Advanced Security Semgrep Snyk Trivy Wiz Dependabot Google ↗
- semgrep.dev · semgrep.dev
- codeql.github.com · codeql.github.com
- SonarQube · sonarsource.com
- snyk.io · snyk.io
- GitHub Dependabot · github.com
- GitHub project · github.com
- Gitleaks · github.com
- TruffleHog · trufflesecurity.com
- GitGuardian · gitguardian.com
- trivy.dev · trivy.dev
- Grype · github.com
- Docker Scout documentation · docs.docker.com
- OWASP ZAP · zaproxy.org
- Burp Suite · portswigger.net
- StackHawk · stackhawk.com
- OWASP DevSecOps Guideline · owasp.org
- 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
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- GitHub - siddhantbhattarai/DevSecOps-Roadmap: DevSecOps Roadmap 2026 — a 22-step guide to becoming a DevSecOps engineer: curated resources, hands-on labs, portfolio projects, checklists, and working pipeline examples. · github.com