Real ChatGPT answer · index seedrZdWj5aLzescompleteB2B software · cybersecuritycommercial

Which application security testing tools integrate best with GitHub Actions and can be deployed by end of day today?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which application security testing tools integrate best with GitHub Actions and can be deployed by end of day today?
2 real searches · 1 real-search pass
GitHub Actions security scanning tools integration setup official documentation 2026Google ↗
OBSERVEDInstruction
GitHub Actions application security testing tools GitHub integration setup official docs CodeQL Semgrep Snyk Trivy 2026Google ↗
OBSERVEDInstruction

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)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

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 security scanning tools integration setup official documentation 2026 Google ↗
GitHub Actions application security testing tools GitHub integration setup official docs CodeQL Semgrep Snyk Trivy 2026 Google ↗
  1. Configuring advanced setup for code scanning · docs.github.com
  2. Code scanning with CodeQL · docs.github.com
  3. Sample CI configurations · semgrep.dev
  4. Integrations · semgrep.dev
  5. CI/CD · trivy.dev
  6. Dynamic Application Security Testing (DAST) · owasp.github.io
  7. Uploading a SARIF file to GitHub · docs.github.com
  8. GitHub Actions Security · cheatsheetseries.owasp.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Actions security scanning tools integration setup official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
GitHub Actions application security testing tools GitHub integration setup official docs CodeQL Semgrep Snyk Trivy 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1