Can you recommend free or low-cost automated vulnerability scanning scripts that integrate with GitHub Actions for a startup watching every single dollar spent?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you recommend free or low-cost automated vulnerability scanning scripts that integrate with GitHub Actions for a startup watching every single dollar spent?
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
best free open source security vulnerability scanners GitHub Actions Semgrep Gitleaks Trivy OSV Scanner 2026 Google ↗
official GitHub Actions integration pricing free code scanning Dependabot secret scanning CodeQL Semgrep Community Trivy Gitleaks OSV Scanner Google ↗
- Trivy GitHub repository · github.com
- Semgrep GitHub repository · github.com
- Pricing · semgrep.dev
- Gitleaks GitHub repository · github.com
- OSV-Scanner GitHub repository · github.com
- OWASP ZAP repository · github.com
- Baseline scan documentation · zaproxy.org
- Grype GitHub repository · github.com
- Open Source Vulnerability Scanners: 13 Free Tools Compared (2026) · nurbak.com
- Best Open-Source Vulnerability Scanners in 2026 · cveplayground.com
- awesome-security-pipeline/comparisons/github-actions-security-tools.md at main · rezmoss/awesome-security-pipeline · github.com
- About GitHub Advanced Security · docs.github.com
- Free for Open Source Application Security Tools · community.owasp.org
- GitHub Dependabot documentation · docs.github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best free open source security vulnerability scanners GitHub Actions Semgrep Gitleaks Trivy OSV Scanner 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
official GitHub Actions integration pricing free code scanning Dependabot secret scanning CodeQL Semgrep Community Trivy Gitleaks OSV Scanner OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |