What are the best automated vulnerability scanning tools for DevOps pipelines that will not slow down our CI/CD builds too much because my manager is breathing down my neck about release velocity.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best automated vulnerability scanning tools for DevOps pipelines that will not slow down our CI/CD builds too much because my manager is breathing down my neck about release velocity.
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 DevSecOps pipeline vulnerability scanning tools Snyk Semgrep Trivy GitHub Advanced Security Checkov performance CI integration Google ↗
official documentation Snyk CLI CI pipeline scan performance Semgrep CI Trivy filesystem image scan Checkov CI Google ↗
- Snyk website · snyk.io
- Semgrep website · semgrep.dev
- Trivy website · trivy.dev
- Checkov website · checkov.io
- CodeQL website · codeql.github.com
- Gitleaks repository · github.com
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- GitHub - snyk/cli: Snyk CLI scans and monitors your projects for security vulnerabilities. · github.com
- Best 10 DevSecOps Tools for Development Teams (2026) · expertinsights.com
- CI/CD Security Scanners Compared: Trivy vs Grype vs Snyk vs Checkov · secure-pipelines.com
- GitHub - rezmoss/awesome-security-pipeline: Practical, continuously verified open-source DevSecOps tools and a tested CI/CD security pipeline for GitHub Actions, covering SBOM, SAST, SCA, secrets, containers, and signing. · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 DevSecOps pipeline vulnerability scanning tools Snyk Semgrep Trivy GitHub Advanced Security Checkov performance CI integration OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
official documentation Snyk CLI CI pipeline scan performance Semgrep CI Trivy filesystem image scan Checkov CI OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |