Kimi K3接入Claude Code，平均任务成本是Kimi Code的9倍

Kimi K3接入Claude Code，平均任务成本是Kimi Code的9倍

2026-07-30 11:44

ChainThink 消息，7 月 30 日，AI Agent 基础设施公司 Composio 将同一款 Kimi K3 分别接入 Kimi Code、Hermes 和 Claude Code，执行 28 项相同任务。

三套运行框架完成数分别为 22 项、21 项和 20 项，差距较小，但 Token 用量和成本差异明显。

测试显示，Kimi Code、Hermes、Claude Code 的单项任务 Token 中位数分别为 6.1 万、6.7 万和 34 万；

Composio 估算，平均每项任务成本约为 0.22 美元、0.28 美元和 2 美元。个别任务的 Token 用量最多相差 30 倍。

速度方面，Hermes 单项任务中位耗时为 179 秒，Kimi Code 为 297 秒，Claude Code 为 348 秒。

Writer 的另一项研究也显示，在 22 项企业任务和 6 款模型上仅替换运行框架后，Token 用量下降 38%，单项成本下降 41%，耗时下降 44%，完成质量基本持平。

Disclaimer: Contains third-party opinions, does not constitute financial advice

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