What open-source or affordable automated vulnerability scanners integrate best into DevOps CI/CD pipelines without requiring expensive commercial licenses for a bootstrapped startup?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What open-source or affordable automated vulnerability scanners integrate best into DevOps CI/CD pipelines without requiring expensive commercial licenses for a bootstrapped startup?
2 real searches · 1 real-search pass
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 open source vulnerability scanners CI CD Trivy Semgrep Community Dependency-Check Gitleaks Checkov OWASP ZAP official pricing features Google ↗
GitHub security code scanning Dependabot free private repositories GitHub Advanced Security pricing 2026 Google ↗
- Trivy · trivy.dev
- Semgrep · semgrep.dev
- OWASP ZAP · zaproxy.org
- Gitleaks · github.com
- Checkov · checkov.io
- OSV-Scanner · google.github.io
- Grype · github.com
- Vulnerability Scanning Tools · community.owasp.org
- Free for Open Source Application Security Tools · community.owasp.org
- Source Code Analysis Tools · community.owasp.org
- Official website · defectdojo.com
- Official website · dependencytrack.org
- Central Vulnerability Management Dashboard · owasp.github.io
- GitHub plans and pricing · github.com
- About GitHub Advanced Security · docs.github.com
- GitHub Actions · github.com
- Dependabot · github.com
- GitHub Marketplace security actions · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 open source vulnerability scanners CI CD Trivy Semgrep Community Dependency-Check Gitleaks Checkov OWASP ZAP official pricing features OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
GitHub security code scanning Dependabot free private repositories GitHub Advanced Security pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |