Are there any reliable automated vulnerability assessment tools that integrate with GitHub Actions without adding a huge monthly subscription fee?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any reliable automated vulnerability assessment tools that integrate with GitHub Actions without adding a huge monthly subscription fee?
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 GitHub Actions security scanning tools pricing free tiers CodeQL Dependabot Semgrep Snyk official Google ↗
2026 open source vulnerability scanning tools GitHub Actions pricing free tier Semgrep Snyk Trivy OSV-Scanner GitHub CodeQL Google ↗
- CodeQL · codeql.github.com
- Documentation · docs.github.com
- Website · semgrep.dev
- CI documentation · semgrep.dev
- Website · snyk.io
- Pricing · snyk.io
- Website · trivy.dev
- GitHub Action · github.com
- GitHub repository · github.com
- Website · zaproxy.org
- GitHub Action · github.com
- GitHub Advanced Security · Built-in protection for every repository · github.com
- Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
- GitHub · github.com
- GitHub · github.com
- GitHub plans and pricing · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 GitHub Actions security scanning tools pricing free tiers CodeQL Dependabot Semgrep Snyk official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 open source vulnerability scanning tools GitHub Actions pricing free tier Semgrep Snyk Trivy OSV-Scanner GitHub CodeQL OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |