We need to replace our legacy vulnerability scanner by end of week with an automated tool built for DevOps pipelines.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to replace our legacy vulnerability scanner by end of week with an automated tool built for DevOps pipelines.
1 real search · 1 real-search pass
2026 DevSecOps vulnerability scanning tools CI/CD pipeline Trivy Snyk GitHub Advanced Security Semgrep official integrationsGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 DevSecOps vulnerability scanning tools CI/CD pipeline Trivy Snyk GitHub Advanced Security Semgrep official integrations Google ↗