According to CoinMeta, the infrastructure company Composio integrates the same Kimi K3 into Claude Code, with an average task cost that is 9 times that of Kimi Code. The number of successful runs for the three frameworks differs by only 2 tasks, yet there is a significant difference in usage and cost between token and the others. Kimi Code completed 22 tasks, Hermes completed 21 tasks, and Claude Code completed 20 tasks. The median time for a single task on token is 61,000 seconds, 67,000 seconds, and 340,000 seconds, respectively. Based on the official prices of Kimi K3, Hermes and Pi Agent have the lowest average cost per task, at 0.39 dollars and 0.40 dollars respectively, while Claude Code reaches 1.47 dollars, which is about 3.8 times that of Hermes. Pi Agent is the fastest, with a median task time of 161.7 seconds, while Claude Code is the slowest, taking 347.6 seconds. Even with the same model but different frameworks, the number of successful tasks differs by only 4, but the average cost varies by nearly 4 times, and the time taken differs by more than 2 times.