What is the best way to trigger automated security vulnerability scans inside our GitHub Actions deployment pipeline
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to trigger automated security vulnerability scans inside our GitHub Actions deployment pipeline
1 real search · 1 real-search pass
GitHub Actions security scanning documentation CodeQL setup dependency review action permissions pin actions SHA 2026Google ↗
OBSERVEDInstruction
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
GitHub Actions security scanning documentation CodeQL setup dependency review action permissions pin actions SHA 2026 Google ↗
- Configuring the dependency review action · docs.github.com
- GitHub Actions workflow security analysis with CodeQL is now generally available · github.blog
- Secure use reference · docs.github.com
- Secure use reference · docs.github.com
- GitHub Actions Security · cheatsheetseries.owasp.org
- GitHub - actions/dependency-review-action: A GitHub Action for detecting vulnerable dependencies and invalid licenses in your PRs · github.com