Real ChatGPT answer · index seed9TwbWqtAKSQcompleteB2B software · cybersecurityhowto

How do we set up automated vulnerability scanning within our CI/CD DevOps pipeline without triggering massive software license fees for every single developer seat?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do we set up automated vulnerability scanning within our CI/CD DevOps pipeline without triggering massive software license fees for every single developer seat?
3 real searches · 1 real-search pass
official Trivy documentation CI integration license open source GitHub ActionsGoogle ↗
OBSERVED
official Semgrep Community Edition license CLI CI pricing seats developer licensingGoogle ↗
OBSERVED
official Gitleaks license Checkov license OWASP Dependency Check licenseGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
official Trivy documentation CI integration license open source GitHub Actions Google ↗
official Semgrep Community Edition license CLI CI pricing seats developer licensing Google ↗
official Gitleaks license Checkov license OWASP Dependency Check license Google ↗
  1. Official website · trivy.dev
  2. Official website · owasp.org
  3. Official website · semgrep.dev
  4. GitHub repository · github.com
  5. Official website · checkov.io
  6. CI/CD · trivy.dev
  7. Semgrep Community Edition · semgrep.dev
  8. Installation · trivy.dev
  9. Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
  10. Usage and billing · semgrep.dev
  11. Code Repository · trivy.dev
  12. License · trivy.dev
  13. OWASP Dependency-Check · owasp.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
official Trivy documentation CI integration license open source GitHub Actions
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
official Semgrep Community Edition license CLI CI pricing seats developer licensing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
official Gitleaks license Checkov license OWASP Dependency Check license
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1