Models Model details

MiniMax

MiniMax: MiniMax M2.7

minimax/minimax-m2.7

MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent collaboration, enabling it to plan, execute, and refine complex tasks across dynamic environments. Trained for production-grade performance, M2.7 handles workflows such as live debugging, root cause analysis, financial modeling, and full document generation across Word, Excel, and PowerPoint. It delivers strong results on benchmarks including 56.2% on SWE-Pro and 57.0% on Terminal Bench 2, while achieving a 1495 ELO on GDPval-AA, setting a new standard for multi-agent systems operating in real-world digital workflows.

Input
$0.3

/ 1M tokens

Output
$1.2

/ 1M tokens

Context window
204.8K

tokens

Limits

Context

204,800

tokens

Max output

131,072

64% of the context window

Parameters

228,689,764,864

Model facts

Author

MiniMax

Tokenizer

Other

Modality

Text -> Text

License

Other

Created

Mar 18, 2026

Hugging Face

MiniMaxAI/MiniMax-M2.7

Default generation parameters

temperature

1

top_p

0.95

Reasoning

Required

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasMax tokensMin pPresence penaltyReasoningRepetition penaltyResponse formatSeedStopTemperatureTool choiceToolsTop kTop p

Capability scores

15.3
Agentic index

Better than 39% of models compared

52.6
Coding index

Better than 54% of models compared

22.8
Intelligence index

Better than 54% of models compared

Creative tasks

Category performance

Data visualization
Top 42%

1234 Elo

52.4% win

Websites
Top 40%

1244 Elo

51.4% win

Code
Top 42%

1235 Elo

50.9% win

3D
Top 47%

1195 Elo

49.9% win

Games
Top 43%

1211 Elo

49.8% win

UI components
Top 48%

1209 Elo

48.4% win

SVG
Top 67%

1135 Elo

47.4% win

ASCII art
Top 76%

1139 Elo

46.7% win