Our engineers need automated vulnerability scanning in our GitLab CI CD pipelines immediately, so which tools have the lowest false positive rate right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our engineers need automated vulnerability scanning in our GitLab CI CD pipelines immediately, so which tools have the lowest false positive rate right now?
2 real searches · 1 real-search pass
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)
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
2026 SAST tools false positive rate benchmark GitLab CI Semgrep CodeQL Snyk Checkmarx Google ↗
2026 software composition analysis false positive rate benchmark dependency scanning GitLab CI Google ↗
- GitLab Advanced SAST · docs.gitlab.com
- SAST rules · docs.gitlab.com
- Doyensec SCA Benchmark · semgrep.dev
- SAST analyzers · docs.gitlab.com
- Top 10 Software Composition Analysis (SCA) Tools in 2026 · endorlabs.com
- Software Composition Analysis: A Practical DevOps Guide · resources.cloudcops.com
- 13 Best SAST Tools in 2026 (Tested: Accuracy, False Positives, Autofix) · corgea.com
- 38 Best SAST Tools for 2026: Static Analysis · appsecsanta.com
- Dependency scanning · docs.gitlab.com
- Static reachability analysis · docs.gitlab.com
- Detect false positives automatically · docs.gitlab.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 SAST tools false positive rate benchmark GitLab CI Semgrep CodeQL Snyk Checkmarx OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 software composition analysis false positive rate benchmark dependency scanning GitLab CI OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |