Which application security testing tools integrate best with GitHub pipelines without slowing down our daily developer deployments too much?
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 pipelines without slowing down our daily developer deployments too much?
2 real searches · 1 real-search pass
GitHub Actions application security testing tools SAST SCA secret scanning integration performance incremental scans Semgrep CodeQL Snyk GitHub Advanced Security 2026Google ↗
OBSERVEDOther / navigational
OWASP ZAP GitHub Actions baseline scan CI pipeline performance DAST official documentationGoogle ↗
OBSERVEDComparison
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 application security testing tools SAST SCA secret scanning integration performance incremental scans Semgrep CodeQL Snyk GitHub Advanced Security 2026 Google ↗
OWASP ZAP GitHub Actions baseline scan CI pipeline performance DAST official documentation Google ↗
- Semgrep website · semgrep.dev
- CodeQL website · codeql.github.com
- Snyk website · snyk.io
- Gitleaks GitHub repository · github.com
- Trivy website · trivy.dev
- ZAP website · zaproxy.org
- Static Application Security Testing (SAST) · owasp.github.io
- Dynamic Application Security Testing (DAST) · owasp.github.io
- OWASP DevSecOps Guideline · owasp.org
- Using code scanning with your existing CI system · docs.github.com
- Application security orchestration with GitHub Advanced Security · github.blog
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions application security testing tools SAST SCA secret scanning integration performance incremental scans Semgrep CodeQL Snyk GitHub Advanced Security 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OWASP ZAP GitHub Actions baseline scan CI pipeline performance DAST official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |