速率与配额
此模型适用单独的免费用量限制。达到限额时，请根据响应中的错误说明和重试提示处理。
性能评测
MiniMax 官方公布的成绩
| 测试项 | MiniMax M3.1 Flash | DeepSeek V4.1 Flash-1017 | DeepSeek V4.1 Flash | Kimi K3 | GLM-5.3 | GPT-5.6 Sol | Opus 5 |
|---|---|---|---|---|---|---|---|
| Automation-Bench v1.0.6 | 62.8 | 60.5 | 54.8 | 46.7 | 48.8 | 45.8 | 50.3 |
| BankerToolBench | 76.2 | — | 73.7 | 69.1 | 74.5 | 74.6 | 76.2 |
| Terminal Bench 4.0 | 38.1 | 42.3 | 31.2 | 12.6 | 37.9 | 39.9 | 51.8 |
| LOCA-Bench 256K | 60.3 | — | — | 49.7 | 50.3 | 60.0 | 53.7 |
| Agents' Last Exam | 29.6 | — | — | 28.3 | — | 30.6 | 32.2 |
| OSWorld 2.0 | 61.7 | — | 54.3 | 58.3 | — | 65.7 | 70.6 |
| PostTrain Bench v1.1 | 39.3 | — | 30.5 | 36.6 | 37.5 | 36.2 | 40.4 |
| DeepSWE v1.1 | 73.7 | 77.0 | 74.2 | 67.5 | 66.9 | 73.0 | 74.0 |
| NL2Repo-Bench | 61.2 | 68.2 | 65.4 | 58.0 | 58.0 | 56.8 | 75.3 |
| SWE Refactor Bench | 23.0 | — | 11.8 | 19.5 | 10.4 | 28.5 | 31.0 |
| CyberGym | 82.2 | — | — | 80.0 | 84.5 | 83.6 | — |
| BabyVision使用工具 | 91.0 | 92.5 | 89.6 | 85.7 | — | 88.9 | 94.1 |
| HLE不使用工具 | 43.4 | 42.6 | 39.2 | 43.5 | 42.3 | 49.5 | 55.6 |
| CharXiv RQ | 82.5 | — | 69.0 | 84.8 | — | 85.2 | 83.7 |
在线体验
请使用 API Key 调用此模型，接入方式见下方 API 指南。
复制接入配置给 AI 助手
兼容 OpenAI SDK 与 Python/Node 等常用客户端：配置 base_url 与模型标识、自环境变量读取密钥，并运行流式冒烟测试。