What do I need to look for when signing up for automated vulnerability scanning for DevOps tools that integrate with GitHub actions without breaking our build pipeline
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do I need to look for when signing up for automated vulnerability scanning for DevOps tools that integrate with GitHub actions without breaking our build pipeline
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
GitHub Actions security scanning integration best practices non-blocking workflows SARIF dependency scanning official docs Google ↗
GitHub Actions workflow security hardening permissions pin actions SHA official documentation Google ↗
- Secure use reference · docs.github.com
- Repository Hardening · owasp.github.io
- Locking action dependencies in a repository's workflows · docs.github.com
- Uploading a SARIF file to GitHub · docs.github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions security scanning integration best practices non-blocking workflows SARIF dependency scanning official docs OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
GitHub Actions workflow security hardening permissions pin actions SHA official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |