Real ChatGPT answer · index seedDZchx090kjocompleteB2B software · cybersecurityinformational

Are there free tools that integrate into a CI/CD pipeline to handle automated vulnerability scanning for DevOps before code reaches production?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there free tools that integrate into a CI/CD pipeline to handle automated vulnerability scanning for DevOps before code reaches production?
4 real searches · 1 real-search pass
best free open source DevSecOps security scanning tools CI/CD SAST SCA container IaC 2026Google ↗
OBSERVEDComparison
official documentation Semgrep Community Edition GitHub Actions CI free SASTGoogle ↗
OBSERVEDOther / navigational
official Trivy CI GitHub Actions vulnerability scanner filesystem container IaCGoogle ↗
OBSERVEDComparison
OWASP Dependency-Check CI plugin official documentationGoogle ↗
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 (4)
Short factOther / navigational25%Comparison50%ConsequenceReasonDefinitionInstruction25%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
best free open source DevSecOps security scanning tools CI/CD SAST SCA container IaC 2026 Google ↗
official documentation Semgrep Community Edition GitHub Actions CI free SAST Google ↗
official Trivy CI GitHub Actions vulnerability scanner filesystem container IaC Google ↗
OWASP Dependency-Check CI plugin official documentation Google ↗
  1. Trivy · trivy.dev
  2. Semgrep · semgrep.dev
  3. OWASP Dependency-Check · owasp.org
  4. Checkov · checkov.io
  5. Gitleaks on GitHub · github.com
  6. OWASP ZAP · zaproxy.org
  7. Free for Open Source Application Security Tools · community.owasp.org
  8. Infrastructure as Code (IaC) Scanning · owasp.github.io
  9. OWASP Dependency-Check · owasp.org

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best free open source DevSecOps security scanning tools CI/CD SAST SCA container IaC 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official documentation Semgrep Community Edition GitHub Actions CI free SAST
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
official Trivy CI GitHub Actions vulnerability scanner filesystem container IaC
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
OWASP Dependency-Check CI plugin official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1