Composio recently conducted performance tests on Deepseek V4 Flash across four different agent frameworks, completing 30 real-world tasks. According to The Decoder, Claude Code emerged as the fastest option, utilizing fewer tool calls and output tokens compared to its competitors.
Despite its speed advantage, Claude Code came at a significantly higher cost, charging $0.195 per task—nearly three times more than OpenCode, the cheapest alternative at $0.073 per task. Success rates were largely similar across all tested frameworks, indicating speed and cost as the main differentiators.
For Japanese traders and developers navigating FX, crypto, and equity markets, balancing performance with operational costs remains crucial when selecting AI-driven tools for data analysis and automation.