Which application security testing tools integrate best with GitHub Actions for solo developers who are also busy parents?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which application security testing tools integrate best with GitHub Actions for solo developers who are also busy parents?
3 real searches · 1 real-search pass
best application security testing tools GitHub Actions integration CodeQL Semgrep Snyk Trivy Gitleaks OWASP ZAP official GitHub ActionsGoogle ↗
OBSERVEDComparison
GitHub code scanning CodeQL default setup GitHub Actions documentation 2026Google ↗
OBSERVEDOther / navigational
Semgrep GitHub Actions CI documentation Snyk GitHub Actions integration docs Gitleaks action Trivy actionGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
best application security testing tools GitHub Actions integration CodeQL Semgrep Snyk Trivy Gitleaks OWASP ZAP official GitHub Actions Google ↗
GitHub code scanning CodeQL default setup GitHub Actions documentation 2026 Google ↗
Semgrep GitHub Actions CI documentation Snyk GitHub Actions integration docs Gitleaks action Trivy action Google ↗
- CodeQL documentation · docs.github.com
- Gitleaks GitHub project · github.com
- Dependabot documentation · docs.github.com
- Semgrep GitHub Actions setup · semgrep.dev
- Trivy GitHub project · github.com
- ZAP baseline scanning documentation · zaproxy.org
- Configuring default setup for code scanning · docs.github.com
- Dynamic Application Security Testing (DAST) · owasp.github.io
- Configuring advanced setup for code scanning · docs.github.com
- Workflow configuration options for code scanning · docs.github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best application security testing tools GitHub Actions integration CodeQL Semgrep Snyk Trivy Gitleaks OWASP ZAP official GitHub Actions OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub code scanning CodeQL default setup GitHub Actions documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Semgrep GitHub Actions CI documentation Snyk GitHub Actions integration docs Gitleaks action Trivy action OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |