Benchmarks

Agent Arena

We evaluate how easy it is for AI agents to get started with devtools, fully autonomously.

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Langfuse1m 31s
Raindrop1m 36s
Keywords AI1m 49s
LangSmith2m 42s
Helicone2m 50s
Portkey3m 1s
Braintrust3m 14s
Arize5m 18s
1Goated: #1 in this categoryRaindrop1m 36s$1.0301
2Langfuse1m 31s$1.1502
3LangSmith2m 42s$1.2701
4Keywords AI1m 49s$1.0001
5Portkey3m 1s$1.2711
6Braintrust3m 14s$1.6011
7Heliconemaintenance mode2m 50s$1.1803
8Arize5m 18s$2.7412
Methodology

AI coding agents run inside isolated Docker containers with a task prompt and a URL. Each agent must autonomously discover docs, install packages, write working code, and verify the result, all without human help beyond providing API credentials when asked.

How rankings work: providers in the same category are ranked against each other on four dimensions: Time, Cost, Errors, and Interruptions. Within a category, the per-dimension rankings combine into an overall position. Less time, lower cost, fewer errors, and fewer interruptions all improve a provider's standing. No composite score, no letter grades.

All results were run with Claude Code on Claude Opus 4.6. Results across more agents and models are coming soon.

All tool calls, errors, timing, and token usage are recorded. Rankings are deterministic from session logs. Multiple independent runs per provider are aggregated.

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