GitHub Actions versus GitLab CI for our tiny development team trying to automate security vulnerability scans before production deployments.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
GitHub Actions versus GitLab CI for our tiny development team trying to automate security vulnerability scans before production deployments.
3 real searches · 1 real-search pass
GitHub Actions security scanning CodeQL secret scanning dependency review environments deployment protection rules official docs 2026Google ↗
OBSERVED
GitLab CI security scanning SAST dependency scanning secret detection container scanning deployment approvals official docs 2026Google ↗
OBSERVED
GitHub Advanced Security pricing GitLab Ultimate security features pricing 2026Google ↗
OBSERVED
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
GitHub Actions security scanning CodeQL secret scanning dependency review environments deployment protection rules official docs 2026 Google ↗
GitLab CI security scanning SAST dependency scanning secret detection container scanning deployment approvals official docs 2026 Google ↗
GitHub Advanced Security pricing GitLab Ultimate security features pricing 2026 Google ↗
- docs/content/actions/reference/workflows-and-actions/deployments-and-environments.md at main · github/docs · github.com
- Detect · docs.gitlab.com
- Get started securing your application · docs.gitlab.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions security scanning CodeQL secret scanning dependency review environments deployment protection rules official docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
GitLab CI security scanning SAST dependency scanning secret detection container scanning deployment approvals official docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
GitHub Advanced Security pricing GitLab Ultimate security features pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |