I run a twelve person dev shop and we need automated vulnerability scanning for DevOps that integrates nicely with GitHub Actions without slowing down our CI CD pipeline
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I run a twelve person dev shop and we need automated vulnerability scanning for DevOps that integrates nicely with GitHub Actions without slowing down our CI CD pipeline
4 real searches · 1 real-search pass
2026 DevSecOps vulnerability scanning tools GitHub Actions Semgrep Snyk Trivy OSV-Scanner GitHub CodeQL comparison official docsGoogle ↗
OBSERVEDComparison
Semgrep CI GitHub Actions performance diff-aware scanning official documentationGoogle ↗
OBSERVEDComparison
Trivy GitHub Actions vulnerability scanning official documentationGoogle ↗
OBSERVEDInstruction
GitHub CodeQL GitHub Actions default setup code scanning documentation 2026Google ↗
OBSERVEDOther / navigational
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 DevSecOps vulnerability scanning tools GitHub Actions Semgrep Snyk Trivy OSV-Scanner GitHub CodeQL comparison official docs Google ↗
Semgrep CI GitHub Actions performance diff-aware scanning official documentation Google ↗
Trivy GitHub Actions vulnerability scanning official documentation Google ↗
GitHub CodeQL GitHub Actions default setup code scanning documentation 2026 Google ↗
- Semgrep · semgrep.dev
- Continuous integration · appsec.guide
- Sample CI configurations · semgrep.dev
- Snyk · snyk.io
- CodeQL · codeql.github.com
- Configuring default setup for code scanning · docs.github.com
- About setup types for code scanning · docs.github.com
- Trivy · trivy.dev
- CI/CD · trivy.dev
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- GitHub Security documentation · docs.github.com
- Semgrep integration documentation · semgrep.dev
- OSV-Scanner documentation · google.github.io
- Trivy documentation · trivy.dev
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 DevSecOps vulnerability scanning tools GitHub Actions Semgrep Snyk Trivy OSV-Scanner GitHub CodeQL comparison official docs OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Semgrep CI GitHub Actions performance diff-aware scanning official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Trivy GitHub Actions vulnerability scanning official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
GitHub CodeQL GitHub Actions default setup code scanning documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |