Why do our Docker container security scanning builds keep failing on CI tools, and is there a cheaper alternative scanner we can adopt?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do our Docker container security scanning builds keep failing on CI tools, and is there a cheaper alternative scanner we can adopt?
5 real searches · 1 real-search pass
Trivy pricing enterprise free open source container scanning 2026 Grype pricing Docker Scout pricing CIGoogle ↗
OBSERVEDComparison
2026 open source Docker container vulnerability scanners Trivy Grype CI features comparisonGoogle ↗
OBSERVEDComparison
2026 Docker container image vulnerability scanners Trivy Grype Docker Scout pricing CI alternativesGoogle ↗
OBSERVEDComparison
Trivy documentation CI GitHub Actions vulnerability scanning exit code severity ignore unfixed vulnerabilitiesGoogle ↗
OBSERVEDConsequence
Grype documentation CI container vulnerability scanning configuration fail severityGoogle ↗
OBSERVEDConsequence
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 (5)
Classes come from the query-classifier (a local Laya model). 3 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT5 real searches · gpt-6
Trivy pricing enterprise free open source container scanning 2026 Grype pricing Docker Scout pricing CI Google ↗
2026 open source Docker container vulnerability scanners Trivy Grype CI features comparison Google ↗
2026 Docker container image vulnerability scanners Trivy Grype Docker Scout pricing CI alternatives Google ↗
Trivy documentation CI GitHub Actions vulnerability scanning exit code severity ignore unfixed vulnerabilities Google ↗
Grype documentation CI container vulnerability scanning configuration fail severity Google ↗
- Container scanning · docs.gitlab.com
- DevSecOpsGuideline/current-version/2-Process/2-3-Build/2-3-3-Container-Security/2-3-3-1-Container-Scanning.md at master · OWASP/DevSecOpsGuideline · github.com
- Pricing · docker.com
- Docker Scout · docs.docker.com
- Comparison · trivy.dev
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Trivy pricing enterprise free open source container scanning 2026 Grype pricing Docker Scout pricing CI OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 open source Docker container vulnerability scanners Trivy Grype CI features comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 Docker container image vulnerability scanners Trivy Grype Docker Scout pricing CI alternatives OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Trivy documentation CI GitHub Actions vulnerability scanning exit code severity ignore unfixed vulnerabilities OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Grype documentation CI container vulnerability scanning configuration fail severity OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |