Which automated vulnerability scanners for GitHub pull requests have the lowest false-positive rate for enterprise Java and TypeScript projects right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which automated vulnerability scanners for GitHub pull requests have the lowest false-positive rate for enterprise Java and TypeScript projects right now?
3 real searches · 1 real-search pass
2026 enterprise application security SAST false positive rate Java TypeScript GitHub pull request scanners Semgrep CodeQL Snyk Checkmarx SonarQubeGoogle ↗
OBSERVED
2026 independent benchmark static application security testing false positives precision Java TypeScript toolsGoogle ↗
OBSERVED
GitHub code scanning CodeQL Java TypeScript pull request analysis security queries documentation 2026Google ↗
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
2026 enterprise application security SAST false positive rate Java TypeScript GitHub pull request scanners Semgrep CodeQL Snyk Checkmarx SonarQube Google ↗
2026 independent benchmark static application security testing false positives precision Java TypeScript tools Google ↗
GitHub code scanning CodeQL Java TypeScript pull request analysis security queries documentation 2026 Google ↗
- CodeQL 2.26.1 improves analysis accuracy and framework coverage · github.blog
- Code scanning with CodeQL · docs.github.com
- An Empirical Analysis of CodeQL False Positives and Query Refinements for Java Vulnerabilities · arxiv.org
- Benchmarks and reproduced findings · cognium.dev
- GitHub - semgrep/semgrep: Lightweight static analysis for many languages. Find bug variants with patterns that look like source code. · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 enterprise application security SAST false positive rate Java TypeScript GitHub pull request scanners Semgrep CodeQL Snyk Checkmarx SonarQube OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2026 independent benchmark static application security testing false positives precision Java TypeScript tools OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
GitHub code scanning CodeQL Java TypeScript pull request analysis security queries documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |