Can you recommend automated vulnerability scanning tools for DevOps pipelines that integrate easily with GitHub and fit comfortably inside a bootstrapped startup budget
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you recommend automated vulnerability scanning tools for DevOps pipelines that integrate easily with GitHub and fit comfortably inside a bootstrapped startup budget
1 real search · 1 real-search pass
2026 GitHub integrated DevSecOps vulnerability scanning tools free tiers pricing Semgrep Snyk Trivy Gitleaks OWASP Dependency-Check GitHub Advanced SecurityGoogle ↗
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
2026 GitHub integrated DevSecOps vulnerability scanning tools free tiers pricing Semgrep Snyk Trivy Gitleaks OWASP Dependency-Check GitHub Advanced Security Google ↗
- Pricing and free-tier details · semgrep.dev
- Official website · semgrep.dev
- Pricing · snyk.io
- Official website · snyk.io
- Official website · trivy.dev
- GitHub repository · github.com
- GitHub repository · github.com
- Official documentation · docs.github.com
- www-community/pages/Free_for_Open_Source_Application_Security_Tools.md at master · OWASP/www-community · github.com
- Open Source Vulnerability Scanners: 13 Free Tools Compared (2026) · nurbak.com
- About GitHub Advanced Security · docs.github.com