I need recommendations for automated vulnerability assessment tools that integrate smoothly with our current cloud hosting pipeline and fit a tight bootstrap budget.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need recommendations for automated vulnerability assessment tools that integrate smoothly with our current cloud hosting pipeline and fit a tight bootstrap budget.
2 real searches · 1 real-search pass
2026 open source vulnerability assessment tools CI CD cloud pipeline Trivy Checkov Semgrep OWASP ZAP pricing integrationsGoogle ↗
OBSERVEDOther / navigational
2026 vulnerability scanning tools cloud security posture open source AWS Azure GCP Trivy Checkov Grype Semgrep officialGoogle ↗
OBSERVEDOther / navigational
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 open source vulnerability assessment tools CI CD cloud pipeline Trivy Checkov Semgrep OWASP ZAP pricing integrations Google ↗
2026 vulnerability scanning tools cloud security posture open source AWS Azure GCP Trivy Checkov Grype Semgrep official Google ↗
- Official website and documentation · trivy.dev
- Official website · checkov.io
- Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
- Official website · semgrep.dev
- Official website · prowler.com
- Official website · zaproxy.org
- Official repository · github.com
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- Serverless and PaaS Runtime Security · owasp.github.io
- Misconfiguration Check · owasp.github.io
- Grype by Anchore: The Open Source Vulnerability Scanner · anchore.com
- OWASP DevSecOps guidance · owasp.github.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 open source vulnerability assessment tools CI CD cloud pipeline Trivy Checkov Semgrep OWASP ZAP pricing integrations OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 vulnerability scanning tools cloud security posture open source AWS Azure GCP Trivy Checkov Grype Semgrep official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |