Can you list affordable software options for automated vulnerability scanning in DevOps that fit a bootstrapped security budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you list affordable software options for automated vulnerability scanning in DevOps that fit a bootstrapped security budget?
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 affordable vulnerability scanning DevSecOps tools pricing free tiers Snyk Semgrep GitHub code scanning Aikido Security Google ↗
open source vulnerability scanners Trivy Grype OWASP ZAP Checkov Gitleaks Dependency-Track CI/CD capabilities Google ↗
- trivy.dev · trivy.dev
- zaproxy.org · zaproxy.org
- semgrep.dev · semgrep.dev
- GitHub – Gitleaks · github.com
- checkov.io · checkov.io
- Pricing and plans · snyk.io
- OWASP Dependency-Track - Software Supply Chain Security · owasp.org
- Pricing and plans · aikido.dev
- Pricing · aikido.dev
- CodeQL · codeql.github.com
- Security tools for vibe-coded apps · shipsecurely.dev
- GitHub – Grype · github.com
- Best Open-Source Vulnerability Scanners for Small Teams · itechguides.com
- DevSecOpsGuideline/current-version/2-Process/2-3-Build/2-3-2-Software-Composition-Analysis/2-3-2-1-Software-Composition-Analysis.md at master · OWASP/DevSecOpsGuideline · github.com
- Official website · dependencytrack.org
- OWASP DevSecOps Guideline · owasp.org
- OWASP Vulnerable Dependency Management Cheat Sheet · cheatsheetseries.owasp.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 affordable vulnerability scanning DevSecOps tools pricing free tiers Snyk Semgrep GitHub code scanning Aikido Security OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
open source vulnerability scanners Trivy Grype OWASP ZAP Checkov Gitleaks Dependency-Track CI/CD capabilities OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |