About MiniMax M2
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](https://artificialanalysis.ai/models/minimax-m2), 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](https://openrouter.ai/docs/use-cases/reasoning-tokens#preserving-reasoning-blocks).
Model Specifications
Best For
- Complex reasoning, math problems, multi-step logic
- Conversations, content writing, general assistance
Consider Alternatives For
- Image understanding (needs vision capability)
- Simple Q&A (cheaper models available)
๐ฐ Real-World Cost Examples
Estimated monthly costs for common use cases
MiniMax Model Lineup
Compare all models from MiniMax to find the best fit
| Model | Input | Output | Context | Capabilities |
|---|---|---|---|---|
| MiniMax M2 Current | $0.26 | $1.00 | 205k | chat reasoning tool_use |
| MiniMax M3 (batch) | $0.15 | $0.60 | 524k | chat reasoning tool_use |
| MiniMax-01 | $0.20 | $1.10 | 1.0M | chat vision |
| MiniMax M2.7 | $0.24 | $0.96 | 205k | chat reasoning tool_use |
| MiniMax M2.1 | $0.27 | $0.95 | 205k | chat reasoning tool_use |
| MiniMax M2.5 | $0.27 | $0.95 | 205k | chat reasoning tool_use |
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