I need recommendations for automated vulnerability scanning for DevOps that will not slow down our developers every time they push code.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need recommendations for automated vulnerability scanning for DevOps that will not slow down our developers every time they push code.
3 real searches · 1 real-search pass
2026 DevSecOps vulnerability scanning tools fast pull request scanning asynchronous CI pipeline Semgrep Snyk GitHub Advanced Security Trivy CheckovGoogle ↗
OBSERVEDOther / navigational
Semgrep CI diff-aware scanning performance documentation PR scansGoogle ↗
OBSERVEDReason
Snyk code open source container IaC scanning CI pull request documentationGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 DevSecOps vulnerability scanning tools fast pull request scanning asynchronous CI pipeline Semgrep Snyk GitHub Advanced Security Trivy Checkov Google ↗
Semgrep CI diff-aware scanning performance documentation PR scans Google ↗
Snyk code open source container IaC scanning CI pull request documentation Google ↗
- Semgrep · semgrep.dev
- Snyk · snyk.io
- Trivy · trivy.dev
- GitHub Advanced Security · github.com
- Checkov · checkov.io
- Using incremental analysis with the CodeQL CLI · docs.github.com
- Sample CI configurations · semgrep.dev
- Continuous integration · appsec.guide
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 DevSecOps vulnerability scanning tools fast pull request scanning asynchronous CI pipeline Semgrep Snyk GitHub Advanced Security Trivy Checkov OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Semgrep CI diff-aware scanning performance documentation PR scans OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Snyk code open source container IaC scanning CI pull request documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |