Real ChatGPT answer · index seeddgBpCgTZjfgcompleteB2B software · cybersecurityinformational

What free open source tools can replace Snyk for vulnerability scanning in our CI CD pipelines if we cannot afford paid developer security platforms right now

ChatGPTgpt-65 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What free open source tools can replace Snyk for vulnerability scanning in our CI CD pipelines if we cannot afford paid developer security platforms right now
5 real searches · 1 real-search pass
best open source vulnerability scanners CI CD alternatives to Snyk Trivy Grype OSV Scanner Dependency-Track 2026Google ↗
OBSERVEDComparison
official documentation Trivy vulnerability scanner filesystem container misconfiguration secret scanningGoogle ↗
OBSERVEDOther / navigational
official documentation OSV-Scanner supported ecosystems CI vulnerability scanningGoogle ↗
OBSERVEDOther / navigational
official documentation OWASP Dependency-Check software composition analysisGoogle ↗
OBSERVEDReason
official documentation Semgrep Community Edition open source SAST CIGoogle ↗
OBSERVEDOther / navigational

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 (5)
Short factOther / navigational60%Comparison20%ConsequenceReason20%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
best open source vulnerability scanners CI CD alternatives to Snyk Trivy Grype OSV Scanner Dependency-Track 2026 Google ↗
official documentation Trivy vulnerability scanner filesystem container misconfiguration secret scanning Google ↗
official documentation OSV-Scanner supported ecosystems CI vulnerability scanning Google ↗
official documentation OWASP Dependency-Check software composition analysis Google ↗
official documentation Semgrep Community Edition open source SAST CI Google ↗
  1. trivy.dev · trivy.dev
  2. GitHub · github.com
  3. GitHub · github.com
  4. Syft SBOM generator · github.com
  5. GitHub · github.com
  6. OSV database · osv.dev
  7. Website · owasp.org
  8. GitHub · github.com
  9. Website · semgrep.dev
  10. GitHub · github.com
  11. Website · checkov.io
  12. GitHub · github.com
  13. GitHub · github.com
  14. Best Open-Source Vulnerability Scanners in 2026 · cveplayground.com
  15. Open Source Vulnerability Scanners: 13 Free Tools Compared (2026) · nurbak.com
  16. OWASP Dependency-Check · owasp.org
  17. Secret · trivy.dev
  18. Official website · dependencytrack.org
  19. GitHub · github.com
  20. Official website · defectdojo.com
  21. GitHub · github.com
  22. Open-Source Alternatives to Software Supply-Chain Security Platforms · itechguides.com
  23. Best Open-Source Vulnerability Scanners for Small Teams · itechguides.com

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best open source vulnerability scanners CI CD alternatives to Snyk Trivy Grype OSV Scanner Dependency-Track 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official documentation Trivy vulnerability scanner filesystem container misconfiguration secret scanning
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
official documentation OSV-Scanner supported ecosystems CI vulnerability scanning
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
official documentation OWASP Dependency-Check software composition analysis
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
official documentation Semgrep Community Edition open source SAST CI
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1