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HomeModelsMiniMax M2.7

MiniMax model product

MiniMax M2.7

MiniMax M2.7 features model self-improvement driving productivity innovation. It builds complex agent harnesses independently to accomplish highly complex productivity tasks. M2.7 demonstrates excellent performance in real-world software engineering including end-to-end project delivery, log analysis, code security, and ML tasks. On SWE-Pro it scores 56.22%, nearly matching Opus. It excels in professional office domains achieving the highest ELO among open-source models on GDPval-AA (1495), with significant improvement in complex editing for Office Suite. M2.7 maintains 97% skill adherence on 40 complex skills cases.

Updated Aug 10, 2026. Default version: MiniMax M2.7

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LLMBoard scoreN/ANot scored
CoverageN/ANo published score
Context window204.8KTokens
Official input price$0.30MiniMax (minimax.io) API

On this page

  • Specification
  • Capability
  • Benchmarks
  • Arena
  • Pricing
  • Versions
  • About
  • Similar models
  • FAQ

Model specification

Structured fields from the published default version.

Version
MiniMax M2.7
Released
Mar 18, 2026
Knowledge cutoff
Unknown
Parameters
N/A
Context window
204.8K
Max output
131.1K
Inputs
text
Outputs
text
Open weights
Yes
License
MIT

Capability profile

This profile uses the latest version under this unique model that has a calculated LLMBoard score. Arena and price are excluded.

No capability profile

No published version under this unique model currently has enough benchmark coverage to calculate a score.

Benchmark results

Published benchmark records for the scored version currently unavailable.

No benchmark rows

No published benchmark result is linked to the scored version.

Arena results

Preference and agent-evaluation signals from published Arena datasets.

90 rows
Columns

Show columns

text factualityjapanese401317.1424N/AAug 6, 2026
text factualitykorean411325.5485N/AAug 6, 2026
text factualitypolish451392.6753N/AAug 6, 2026
text factualityspanish561418.11,288N/AAug 6, 2026
text factualityfrench571444.71,643N/AAug 6, 2026
text factualitymath601431.62,188N/AAug 6, 2026
webdevwebdev-react601388.110,201N/AAug 6, 2026
text factualityindustry mathematical611432.42,221N/AAug 6, 2026
webdevoverall621397.912,473N/AAug 6, 2026
webdevwebdev621397.912,473N/AAug 6, 2026
webdevwebdev-html631402.51,507N/AAug 6, 2026
text factualitycoding671490.914,894N/AAug 6, 2026
text factualityexpert701457.14,024N/AAug 6, 2026
text factualityhard prompts english741470.915,740N/AAug 6, 2026
textcoding771452.116,121N/AAug 6, 2026
textexpert771439.34,992N/AAug 6, 2026
text factualitychinese791453.12,233N/AAug 6, 2026
text factualityindustry business and management and financial operations821433.19,466N/AAug 6, 2026
text factualityindustry legal and government821437.43,255N/AAug 6, 2026
text factualityindustry medicine and healthcare841453.92,898N/AAug 6, 2026
text factualityindustry software and it services841472.022,000N/AAug 6, 2026
text factualityinstruction following841424.816,804N/AAug 6, 2026
texthard prompts english861440.016,739N/AAug 6, 2026
textindustry mathematical861432.52,849N/AAug 6, 2026
text factualitylonger query861443.421,505N/AAug 6, 2026
textindustry software and it services881445.222,729N/AAug 6, 2026
text style controlindustry mathematical881436.82,849N/AAug 6, 2026
text style controlindustry software and it services881468.522,729N/AAug 6, 2026
text style controlcoding901478.916,121N/AAug 6, 2026
text factualityrussian911412.94,821N/AAug 6, 2026
textlonger query921419.322,552N/AAug 6, 2026
text factualitymulti turn921429.98,293N/AAug 6, 2026
text style controlexpert921450.84,992N/AAug 6, 2026
text style controlhard prompts english921457.116,739N/AAug 6, 2026
text style controlindustry business and management and financial operations921426.811,031N/AAug 6, 2026
textinstruction following931405.217,873N/AAug 6, 2026
text style controlspanish931414.41,771N/AAug 6, 2026
text factualityhard prompts951450.536,002N/AAug 6, 2026
text factualityenglish971440.824,357N/AAug 6, 2026
text factualityindustry life and physical and social science981440.77,369N/AAug 6, 2026
text style controlmath981423.52,900N/AAug 6, 2026
textindustry business and management and financial operations1001410.711,031N/AAug 6, 2026
text factualityindustry entertainment and sports and media1011386.710,222N/AAug 6, 2026
text style controlenglish1011436.024,466N/AAug 6, 2026
text style controllonger query1011432.822,552N/AAug 6, 2026
text style controlmulti turn1011427.39,865N/AAug 6, 2026
textmath1021420.42,900N/AAug 6, 2026
text factualitycreative writing1021380.57,262N/AAug 6, 2026
textspanish1041408.91,771N/AAug 6, 2026
textenglish1051426.824,466N/AAug 6, 2026
text style controlgerman1051407.5954N/AAug 6, 2026
text factualityexclude ties1061415.142,011N/AAug 6, 2026
text style controlhard prompts1061441.536,086N/AAug 6, 2026
text factualityoverall1071421.955,417N/AAug 6, 2026
texthard prompts1081422.036,086N/AAug 6, 2026
text style controlfrench1081429.92,174N/AAug 6, 2026
text style controlpolish1081401.51,172N/AAug 6, 2026
text factualityindustry writing and literature and language1091391.511,646N/AAug 6, 2026
text style controlinstruction following1091408.917,873N/AAug 6, 2026
textmulti turn1111413.19,865N/AAug 6, 2026
text style controlexclude ties1111405.442,089N/AAug 6, 2026
textfrench1121416.52,174N/AAug 6, 2026
textgerman1151389.7954N/AAug 6, 2026
text factualitynon english1151400.830,971N/AAug 6, 2026
text style controloverall1151416.055,513N/AAug 6, 2026
textpolish1161388.11,172N/AAug 6, 2026
text style controlchinese1161448.02,905N/AAug 6, 2026
text style controlindustry legal and government1181421.74,160N/AAug 6, 2026
text style controlindustry life and physical and social science1191430.48,781N/AAug 6, 2026
text style controlrussian1191402.66,073N/AAug 6, 2026
textchinese1201439.32,905N/AAug 6, 2026
textexclude ties1241388.042,089N/AAug 6, 2026
textoverall1261404.855,513N/AAug 6, 2026
textindustry medicine and healthcare1271409.53,749N/AAug 6, 2026
text style controlnon english1281393.331,047N/AAug 6, 2026
textindustry legal and government1291406.14,160N/AAug 6, 2026
text style controlindustry entertainment and sports and media1291373.311,315N/AAug 6, 2026
text style controlindustry medicine and healthcare1291430.03,749N/AAug 6, 2026
text style controlindustry writing and literature and language1291383.712,820N/AAug 6, 2026
textindustry life and physical and social science1301413.98,781N/AAug 6, 2026
textindustry entertainment and sports and media1331359.411,315N/AAug 6, 2026
textindustry writing and literature and language1341372.312,820N/AAug 6, 2026
textkorean1351316.7972N/AAug 6, 2026
textnon english1351381.031,047N/AAug 6, 2026
textrussian1371380.26,073N/AAug 6, 2026
textcreative writing1391353.18,578N/AAug 6, 2026
text style controlkorean1391330.3972N/AAug 6, 2026
text style controlcreative writing1411364.38,578N/AAug 6, 2026
textjapanese1531257.5593N/AAug 6, 2026
text style controljapanese1611273.0593N/AAug 6, 2026

Pricing

Official vendor API PAYG pricing is summarized first. The table then lists individual provider offerings without treating their minimum as the official price.

Official API
$0.30 input, $1.2 output per 1M
Official provider
MiniMax (minimax.io)
Lowest third-party
From $0.08 input, $0.32 output per 1M via LLM Gateway
Tracked offerings
14
13 rows
Columns

Show columns

MiniMax Token Plan (minimax.io)MiniMax-M2.7globalN/AN/A204.8KAug 7, 2026
MiniMax Token Plan (minimaxi.com)MiniMax-M2.7globalN/AN/A204.8KAug 7, 2026
LLM Gatewayminimax-m2.7global$0.08$0.32204.8KAug 7, 2026
OpenCode Gominimax-m2.7global$0.30$1.2204.8KAug 7, 2026
OpenCode Zenminimax-m2.7global$0.30$1.2204.8KAug 7, 2026
302.AIMiniMax-M2.7global$0.30$1.2204.8KAug 7, 2026
AIHubMixminimax-m2.7global$0.30$1.2204.8KAug 7, 2026
MiniMax (minimax.io)MiniMax-M2.7global$0.30$1.2204.8KAug 7, 2026
MiniMax (minimaxi.com)MiniMax-M2.7global$0.30$1.2204.8KAug 7, 2026
Charm Hyperminimax-m2.7global$0.41$1.52262.1KAug 7, 2026
SCX.aiMiniMax-M2.7global$0.48$1.79192KAug 7, 2026
Cortecsminimax-m2.7global$0.668$2.67196.6KAug 7, 2026
UnoRouterminimax-m2.7global$0.819$3.28204.8KAug 7, 2026

Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.

MiniMax M2.7 versions

All published versions linked to this unique model. The score columns identify the version used by the current overall ranking.

1 rows
Columns

Show columns

MiniMax M2.7Mar 18, 2026N/AN/A204.8K131.1KYesMIT

What is MiniMax M2.7?

A concise description based on the published model registry.

MiniMax M2.7 features model self-improvement driving productivity innovation. It builds complex agent harnesses independently to accomplish highly complex productivity tasks. M2.7 demonstrates excellent performance in real-world software engineering including end-to-end project delivery, log analysis, code security, and ML tasks. On SWE-Pro it scores 56.22%, nearly matching Opus. It excels in professional office domains achieving the highest ELO among open-source models on GDPval-AA (1495), with significant improvement in complex editing for Office Suite. M2.7 maintains 97% skill adherence on 40 complex skills cases.

Use the benchmark, Arena and pricing sections above as separate evidence. A missing field means the current data snapshot does not support that claim.

Data snapshot: 2026-08-07. Editorial model content is not available in the backend.

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FAQ

Common questions about MiniMax M2.7.

When was MiniMax M2.7 released?

MiniMax M2.7's default version was released on Mar 18, 2026.

How much does MiniMax M2.7 cost?

MiniMax M2.7's official API price is $0.30 per million input tokens and $1.2 per million output tokens via MiniMax (minimax.io). The lowest tracked third-party offer starts at $0.08 input and $0.32 output via LLM Gateway.

Who created MiniMax M2.7?

MiniMax M2.7 is published under MiniMax in the model registry.

What is the context window for MiniMax M2.7?

The default version has a 204.8K token context window.

Is MiniMax M2.7 open weight?

Yes. The default version is marked as open weight under MIT.

How many API providers offer MiniMax M2.7?

14 published provider offerings are linked to the default version.

What models should I compare MiniMax M2.7 with?

No nearby ranked alternatives are currently available.

Rankings

OverallCodingText ArenaPricing

Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

Benchmarks

All BenchmarksReasoningMathCoding

Vendors

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