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MiniMax-M2

MiniMaxMiniMaxOpen WeightMIT · Commercial OK

Description

MiniMax M2 is an open-source large language model by MiniMax, built for agents and coding tasks. It delivers state-of-the-art tool use, reasoning, and search performance while maintaining exceptional cost-efficiency and speed, priced at just 8% of Claude 3.5 Sonnet’s cost and running at nearly double its inference speed (≈100 TPS). Designed for end-to-end agentic workflows, it excels at long-chain tool calling across Shell, Browser, Python, and other MCP tools. While slightly behind top overseas models in programming, it ranks among the best domestic models and top five globally on the Artificial Analysis benchmark. M2 powers the MiniMax Agent platform, available in Lightning Mode for fast tasks and Pro Mode for complex multi-step reasoning, and its weights, API, and deployment guides are freely available on Hugging Face, vLLM, and SGLang.

Release Date
2025-10-26
Parameters
230.0B
Context Length
197K
Modalities
text

Capability Radar

42
general
72
coding
78
reasoning
50
scienceest.
80
agents
0
multimodal

Science uses a reasoning proxy when dedicated science benchmarks are unavailable.

Rankings

Domain#RankScoreSource
Agentic Capability46
58.0
LS
Code Ranking77
71.0
AA
General Ranking73
71.0
AA
Math Reasoning92
79.0
AA
Reasoning94
49.0
LS
Science154
54.0
AA

Benchmark Scores (LLM Stats)

Agents

Tau-bench77.2%SR
Terminal-Bench46.3%SR
BrowseComp44.0%SR

Biology

GPQA78.0%SR
SciCode36.0%SR

Code

LiveCodeBench83.0%SR
SWE-Bench Verified69.4%SR
SWE-bench Multilingual56.5%SR
Multi-SWE-Bench36.2%SR

Communication

Tau2 Telecom87.0%SR

Finance

MMLU-Pro82.0%SR

General

IF72.0%SR
AA-Index61.0%SR

Math

AIME 202578.0%SR
Humanity's Last Exam12.5%SR

Reasoning

BrowseComp-zh48.5%SR

AA Evaluation Indices

Math Index
78.3
Intelligence Index
28.3
Tau2
0.9
Livecodebench
0.8
Mmlu Pro
0.8
Aime 25
0.8
Gpqa
0.8
Ifbench
0.7
Lcr
0.6
Scicode
0.4
Terminalbench Hard
0.3
Hle
0.1

LLM Stats Category Scores

Communication
90
Language
80
Legal
80
Finance
80
General
80
Healthcare
80
Tool Calling
80
Frontend Development
70
Physics
60
Reasoning
60
Agents
60
Biology
60
Chemistry
60
Math
50
Search
50
Code
50
Vision
10

Pricing

Input Price$0.3 / 1M tokens
Output Price$1.2 / 1M tokens
Blended Price (3:1)$0.525 / 1M tokens

Speed

Tokens/sec131.7
Time to First Token1.31s
Time to Answer16.50s

Provider Price Ranking

Provider Price Ranking

18 providers

Cheapest: MiniMaxMost Expensive: Synthetic
ProviderInputOutput
1MiniMaxCheapest
$0
$0
2Novita
$0
$0
3NanoGPT
$0.17
$1.53
4OpenRouter
$0.255
$1
5Kilo Gateway
$0.255
$1
6Fireworks AI
$0.3
$1.2
7Hugging Face
$0.3
$1.2
8ZenMux
$0.3
$1.2
9NovitaAI
$0.3
$1.2
10Amazon Bedrock
$0.3
$1.2
11Vercel AI Gateway
$0.3
$1.2
12MiniMax (minimax.io)
$0.3
$1.2
13LLM Gateway
$0.3
$1.2
14MiniMax (minimaxi.com)
$0.3
$1.2
15Merge Gateway
$0.3
$1.2
16302.AI
$0.33
$1.32
17Cortecs
$0.39
$1.57
18Synthetic
$0.55
$2.19

Compare pricing across different API providers for this model.

External Sources