What are the top automated vulnerability assessment tools currently available that integrate easily with a GitHub Actions CI CD pipeline for student developers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top automated vulnerability assessment tools currently available that integrate easily with a GitHub Actions CI CD pipeline for student developers?
5 real searches · 1 real-search pass
best GitHub Actions security scanning tools CodeQL Semgrep Snyk Trivy Dependabot Gitleaks official GitHub Actions integration 2026Google ↗
OBSERVEDComparison
GitHub CodeQL code scanning GitHub Actions setup documentationGoogle ↗
OBSERVEDInstruction
Semgrep GitHub Actions CI documentation free planGoogle ↗
OBSERVEDOther / navigational
Trivy GitHub Actions vulnerability scanning documentationGoogle ↗
OBSERVEDInstruction
Snyk GitHub Actions integration documentation free planGoogle ↗
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 (5)
Classes come from the query-classifier (a local Laya model). 5 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
best GitHub Actions security scanning tools CodeQL Semgrep Snyk Trivy Dependabot Gitleaks official GitHub Actions integration 2026 Google ↗
GitHub CodeQL code scanning GitHub Actions setup documentation Google ↗
Semgrep GitHub Actions CI documentation free plan Google ↗
Trivy GitHub Actions vulnerability scanning documentation Google ↗
Snyk GitHub Actions integration documentation free plan Google ↗
- CodeQL · codeql.github.com
- Semgrep · semgrep.dev
- CI integration · semgrep.dev
- Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
- Snyk · snyk.io
- Trivy · trivy.dev
- Dependabot · docs.github.com
- Gitleaks on GitHub · github.com
- OWASP Dependency-Check · owasp.org
- Securing the open source supply chain across GitHub · github.blog
- Workflow configuration options for code scanning · docs.github.com
- GitHub Code Security documentation · docs.github.com
- Trivy GitHub Action · github.com
- Semgrep GitHub repository · github.com
- Snyk GitHub Actions · github.com
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best GitHub Actions security scanning tools CodeQL Semgrep Snyk Trivy Dependabot Gitleaks official GitHub Actions integration 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub CodeQL code scanning GitHub Actions setup documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Semgrep GitHub Actions CI documentation free plan OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Trivy GitHub Actions vulnerability scanning documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Snyk GitHub Actions integration documentation free plan OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |