Aider vs Multiple Agents
AI Agent Reliability Comparison
According to StupidLLM's incident database of 64 documented AI agent failures, Aider has 1 incidents (avg severity 6.3/10) while Multiple Agents has 5 (avg severity 4.8/10). Here's how these two AI coding agents compare on reliability, failure modes, and real-world risk.
Aider
Top Failure Modes
Worst Incident
STUPID-2026-0005 6.3/10Multiple Agents
Top Failure Modes
Worst Incident
STUPID-2026-0032 10/10Comparison Summary
| Metric | Aider | Multiple Agents |
|---|---|---|
| Total Incidents | 1 | 5 |
| Avg Severity | 6.3/10 | 4.8/10 |
| Critical Incidents | 0 | 1 |
| Top Failure Mode | Wrong File | Other |
Frequently Asked Questions
Is Aider or Multiple Agents more reliable?
Based on StupidLLM's incident database, Aider has 1 documented failures (avg severity 6.3/10) 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 Aider and Multiple Agents failures?
Aider's most common failure mode is wrong file, while Multiple Agents most commonly fails via other. Aider has 0 critical incidents vs Multiple Agents's 1.
Which has more critical-severity failures?
Multiple Agents has more critical failures (1 vs 0), indicating a higher likelihood of severe, production-impacting incidents.
What is the most dangerous failure mode for Aider?
Aider's most frequent failure mode is wrong file — its worst documented incident (STUPID-2026-0005) was rated 6.3/10 severity. Understanding these failure patterns helps teams decide whether Aider is safe for their specific use case.
What is the most dangerous failure mode for Multiple Agents?
Multiple Agents's most frequent failure mode is other — its worst documented incident (STUPID-2026-0032) was rated 10/10 severity. Understanding these failure patterns helps teams decide whether Multiple Agents is safe for their specific use case.
Should I use Aider or Multiple Agents for production code?
Based on StupidLLM's reliability data, Multiple Agents has a lower average failure severity (4.8/10 vs 6.3/10), making it the statistically safer choice for production environments. However, both agents have documented critical incidents — no AI coding agent is risk-free.
How many verified incidents does each agent have?
Aider has 1 verified incidents out of 1 total, while Multiple Agents has 5 verified out of 5. Verified incidents are confirmed against source evidence (GitHub PRs, bug reports, news articles), making them the most reliable data points in StupidLLM's database.
How does Aider compare to other AI agents?
StupidLLM tracks 27 AI coding agents. Aider has 1 documented failures — placing it in the mid-range for reliability. See the full comparison matrix for context against all tracked agents.
How does Multiple Agents compare to other AI agents?
StupidLLM tracks 27 AI coding agents. Multiple Agents has 5 documented failures — placing it in the mid-range for reliability. See the full comparison matrix for context against all tracked agents.