Gitlab Duo
1
Incidents
10.0
Avg Severity
1
Critical
0
High
Top Failure Modes
Security Vulnerability
1
Worst Incident
STUPID-2026-0061 10/10A hidden comment made GitLab Duo leak private source code and inject rogue HTML
Multiple Agents
5
Incidents
4.8
Avg Severity
1
Critical
0
High
Top Failure Modes
Other
2
Infinite Loop
1
Logic Error
1
Worst Incident
STUPID-2026-0032 10/10Scan of 5,600 vibe-coded apps found 2,000+ high-impact vulns, 400+ exposed secrets, PII leaks
Comparison Summary
| Metric | Gitlab Duo | Multiple Agents |
|---|---|---|
| Total Incidents | 1 | 5 |
| Avg Severity | 10.0/10 | 4.8/10 |
| Critical Incidents | 1 | 1 |
| Top Failure Mode | Security Vulnerability | Other |
Frequently Asked Questions
Is Gitlab Duo or Multiple Agents more reliable?
Based on StupidLLM data, Gitlab Duo has 1 documented failures (avg severity 10.0/10) while Multiple Agents has 5 (avg severity 4.8/10). Multiple Agents shows better reliability based on average severity scores.
What are the main differences between Gitlab Duo and Multiple Agents failures?
Gitlab Duo's most common failure mode is security vulnerability, while Multiple Agents most commonly fails via other. Gitlab Duo has 1 critical incidents vs Multiple Agents's 1.