MiniMax: minimax-m2.7:free
MiniMax-M2 is a compact, high-efficiency large language model optimized for end-to-end coding and agentic workflows. With 10 billion activated parameters (230 billion total), it delivers near-frontier intelligence across general reasoning, tool use, and multi-step task execution while maintaining low latency and deployment efficiency. The model excels in code generation, multi-file editing, compile-run-fix loops, and test-validated repair, showing strong results on SWE-Bench Verified, Multi-SWE-Bench, and Terminal-Bench. It also performs competitively in agentic evaluations such as BrowseComp and GAIA, effectively handling long-horizon planning, retrieval, and recovery from execution errors. Benchmarked by Artificial Analysis, MiniMax-M2 ranks among the top open-source models for composite intelligence, spanning mathematics, science, and instruction-following. Its small activation footprint enables fast inference, high concurrency, and improved unit economics, making it well-suited for large-scale agents, developer assistants, and reasoning-driven applications that require responsiveness and cost efficiency. To avoid degrading this model's performance, MiniMax highly recommends preserving reasoning between turns. Learn more about using reasoning_details to pass back reasoning in our docs.
Preços
Desempenho
Uso e classificação
Parâmetros suportados
Todos os provedores = compatível em todos os upstreams que servem este modelo. Alguns provedores = depende do upstream que atende a solicitação. Padrão = o valor enviado quando você não define nada.
| Parâmetro | Provedores | Padrão |
|---|---|---|
| frequency_penalty | Alguns provedores | Não enviado por padrão |
| include_reasoning | Todos os provedores | - |
| logit_bias | Alguns provedores | - |
| logprobs | Alguns provedores | - |
| max_tokens | Todos os provedores | - |
| min_p | Alguns provedores | - |
| presence_penalty | Alguns provedores | Não enviado por padrão |
| reasoning | Todos os provedores | - |
| repetition_penalty | Alguns provedores | Não enviado por padrão |
| response_format | Alguns provedores | - |
| seed | Alguns provedores | - |
| stop | Alguns provedores | - |
| structured_outputs | Alguns provedores | - |
| temperature | Todos os provedores | 1 |
| tool_choice | Todos os provedores | - |
| tools | Todos os provedores | - |
| top_k | Alguns provedores | Não enviado por padrão |
| top_logprobs | Alguns provedores | - |
| top_p | Todos os provedores | 0.95 |