what tools do you recommend for automated api security scanning during the ci cd pipeline for a small SaaS startup
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
what tools do you recommend for automated api security scanning during the ci cd pipeline for a small SaaS startup
2 real searches · 1 real-search pass
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
2026 API security scanning CI CD tools OWASP ZAP 42Crunch StackHawk Schemathesis documentation pricing startup Google ↗
official documentation Semgrep SAST GitHub secret scanning Trivy dependency scanning CI pipeline Google ↗
- Website · zaproxy.org
- CI/Docker documentation · zaproxy.org
- Website · stackhawk.com
- Website · 42crunch.com
- Documentation · schemathesis.readthedocs.io
- Website · semgrep.dev
- Website · trivy.dev
- Getting Started · docs.stackhawk.com
- CI/CD integration · docs.42crunch.com
- GitHub - semgrep/semgrep: Lightweight static analysis for many languages. Find bug variants with patterns that look like source code. · github.com
- Secret · trivy.dev
- Best API security testing tools for OpenAPI and REST APIs · safeguard.sh
- OWASP API Security Top 10 · owasp.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 API security scanning CI CD tools OWASP ZAP 42Crunch StackHawk Schemathesis documentation pricing startup OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
official documentation Semgrep SAST GitHub secret scanning Trivy dependency scanning CI pipeline OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |