What is the most cost-effective way to set up automated security scanning for Docker images inside our GitLab CI pipelines today?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most cost-effective way to set up automated security scanning for Docker images inside our GitLab CI pipelines today?
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
GitLab container scanning CI current pricing tier 2026 container scanning template documentation Trivy GitLab CI Google ↗
Trivy GitLab CI Docker image scanning official documentation GitLab CI example 2026 Google ↗
- Container scanning · docs.gitlab.com
- A complete guide to GitLab Container Scanning · about.gitlab.com
- Tutorial: Scan a Docker container for vulnerabilities · docs.gitlab.com
- Official website and documentation · trivy.dev
- GitLab CI · trivy.dev
- trivy/docs/tutorials/integrations/gitlab-ci.md at main · aquasecurity/trivy · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitLab container scanning CI current pricing tier 2026 container scanning template documentation Trivy GitLab CI OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Trivy GitLab CI Docker image scanning official documentation GitLab CI example 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |