Claude Code vs Multiple Llms

AI Agent Reliability Comparison

Claude Code

8
Incidents
6.4
Avg Severity
3
Critical
2
High

Top Failure Modes

Destructive Action 3
Other 2
Security Vulnerability 2

Worst Incident

STUPID-2026-0003 10/10
Claude Code ran rm -rf on test fixtures thinking they were temp files

Multiple Llms

3
Incidents
3.8
Avg Severity
0
Critical
0
High

Top Failure Modes

Hallucination 3

Worst Incident

STUPID-2026-0033 6.4/10
Slopsquatting: LLMs hallucinate package names attackers pre-register (react-codeshift, unused-imports)

Comparison Summary

Metric Claude Code Multiple Llms
Total Incidents 8 3
Avg Severity 6.4/10 3.8/10
Critical Incidents 3 0
Top Failure Mode Destructive Action Hallucination

Frequently Asked Questions

Is Claude Code or Multiple Llms more reliable?

Based on StupidLLM data, Claude Code has 8 documented failures (avg severity 6.4/10) while Multiple Llms has 3 (avg severity 3.8/10). Multiple Llms shows better reliability based on average severity scores.

What are the main differences between Claude Code and Multiple Llms failures?

Claude Code's most common failure mode is destructive action, while Multiple Llms most commonly fails via hallucination. Claude Code has 3 critical incidents vs Multiple Llms's 0.