MiniMax

minimax-m2.7:cloud

Low usage

MiniMax M2.7 is the first model in the M2-series to deeply participate in its own evolution, capable of building complex agent harnesses and completing highly elaborate productivity tasks through Agent Teams, complex Skills, and dynamic tool search. Ollama's cloud is officially licensed with MiniMax for commercial usage.

toolsthinkingcloudCommunity r/MiniMax_AI

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Updated5 months ago

ollama run minimax-m2.7:cloud

Key features

Professional software engineering — end-to-end project delivery, log analysis and bug troubleshooting, code security, and machine learning.
Professional work & complex environments — complex editing in Excel, PPT, and Word with multi-round high-fidelity revisions; 97% skill adherence across 40 complex skills.
Character consistency & entertainment — excellent emotional intelligence; MiniMax open-sourced OpenRoom, a Web GUI interaction system.
Agent harnesses — builds complex agent harnesses through Agent Teams, complex Skills, and dynamic tool search.

Benchmark highlights

Benchmark	Score	Note
SWE-Pro	56.22%	Matches GPT-5.3-Codex
VIBE-Pro	55.6%	Nearly on par with Opus 4.6
Terminal Bench 2	57.0%	Deep system-level understanding
GDPval-AA (ELO)	1495	Highest among open-source models
Toolathon	46.3%	Global top tier
SWE Multilingual	76.5	Multi-language engineering

Best practices

Agent Teams — use for highly elaborate productivity tasks requiring orchestration.
Skills — complex, long skill definitions (>2,000 tokens each) are well supported with 97% adherence.
Office work — strong at multi-round, high-fidelity document editing.

Specs sourced from ollama.com/library/minimax-m2.7 · Retrieved 2026-08-29