I need recommendations for automated vulnerability assessment tools that integrate easily with a tight CI/CD pipeline in GitHub Actions.
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 easily with a tight CI/CD pipeline in GitHub Actions.
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.
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 GitHub Actions security scanning tools CodeQL Snyk Semgrep Trivy Grype Checkov official GitHub Actions integration Google ↗
official documentation GitHub Actions integration Trivy Snyk Semgrep Checkov CodeQL CI scanning Google ↗
- CodeQL documentation · docs.github.com
- Code scanning with CodeQL · docs.github.com
- About setup types for code scanning · docs.github.com
- Semgrep integrations · semgrep.dev
- awesome-security-pipeline/comparisons/github-actions-security-tools.md at main · rezmoss/awesome-security-pipeline · github.com
- CI/CD · trivy.dev
- Snyk documentation · docs.snyk.io
- Checkov documentation · checkov.io
- Gitleaks GitHub repository · github.com
- GitHub Security documentation · docs.github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 GitHub Actions security scanning tools CodeQL Snyk Semgrep Trivy Grype Checkov official GitHub Actions integration OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
official documentation GitHub Actions integration Trivy Snyk Semgrep Checkov CodeQL CI scanning OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |