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MiniMax model product

MiniMax M2.7

7 is an LLM for software engineering, office tasks, and other complex productivity tasks.

Updated Sep 8, 2026. Default version: MiniMax M2.7

LLMBoard Score57.4MiniMax M2.7
Coverage20%8 benchmark families
Context window204.8KTokens
Official input price$0.30MiniMax (minimax.io) API

On this page

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

MiniMax M2.7 Capability Profile

This profile uses the model's current scored version. Arena ratings and prices are shown separately.

MiniMax M2.7 LLMBoard score breakdown

MiniMax M2.7 Benchmark Results

Benchmark scores for MiniMax M2.7.

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Benchmark
Score
Rank
Participants
Percentile
Evidence
Evaluated
BenchmarkMLE-Bench LiteScore66.60%Rank01Participants1Percentile100.00%EvidenceCEvaluatedSep 8, 2026
BenchmarkMM-ClawBenchScore62.70%Rank01Participants1Percentile100.00%EvidenceCEvaluatedSep 8, 2026
BenchmarkMulti-SWE-BenchScore52.70%Rank01Participants6Percentile100.00%EvidenceCEvaluatedSep 8, 2026
BenchmarkVIBE-ProScore55.60%Rank01Participants2Percentile100.00%EvidenceCEvaluatedSep 8, 2026
BenchmarkArtificial AnalysisScore50.00%Rank07Participants8Percentile14.29%EvidenceCEvaluatedSep 8, 2026
BenchmarkSWE-bench MultilingualScore76.50%Rank11Participants43Percentile76.19%EvidenceCEvaluatedSep 8, 2026
BenchmarkNL2RepoScore39.80%Rank19Participants22Percentile14.29%EvidenceCEvaluatedSep 8, 2026
BenchmarkFinance Agent v2Score27.89%Rank26Participants26Percentile0.00%EvidenceBEvaluatedSep 8, 2026
BenchmarkTerminal-Bench 2.0Score57.00%Rank26Participants51Percentile50.00%EvidenceCEvaluatedSep 8, 2026
BenchmarkToolathlonScore46.30%Rank30Participants41Percentile27.50%EvidenceCEvaluatedSep 8, 2026
BenchmarkLM Arena Agent Tool HallucinationScore0.61%Rank30Participants49Percentile39.58%EvidenceAEvaluatedSep 5, 2026
BenchmarkSWE-Bench ProScore56.20%Rank33Participants55Percentile40.74%EvidenceCEvaluatedSep 8, 2026
BenchmarkLM Arena Agent SteerabilityScore-5.33%Rank40Participants49Percentile18.75%EvidenceAEvaluatedSep 5, 2026
BenchmarkLM Arena Agent Bash Recovery StepsScore-19.57%Rank44Participants49Percentile10.42%EvidenceAEvaluatedSep 5, 2026
BenchmarkLM Arena Agent LeaderboardScore-11.71%Rank46Participants49Percentile6.25%EvidenceAEvaluatedSep 5, 2026
BenchmarkLM Arena Agent Task Outcome ExplicitScore-15.18%Rank46Participants49Percentile6.25%EvidenceAEvaluatedSep 5, 2026
BenchmarkLM Arena Agent Praise ComplaintScore-19.07%Rank49Participants49Percentile0.00%EvidenceAEvaluatedSep 5, 2026
BenchmarkLM Arena WebdevScore1,398.47 ratingRank60Participants97Percentile38.54%EvidenceAEvaluatedSep 5, 2026
BenchmarkLM Arena Text FactualityScore1,421.61 ratingRank86Participants121Percentile29.17%EvidenceAEvaluatedSep 2, 2026
BenchmarkLM Arena Text Style ControlScore1,415.36 ratingRank93Participants210Percentile55.98%EvidenceAEvaluatedSep 2, 2026
BenchmarkLM Arena TextScore1,404.64 ratingRank99Participants210Percentile53.11%EvidenceAEvaluatedSep 2, 2026

MiniMax M2.7 Arena Results

Preference and agent-evaluation results for the default version.

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Arena
Category
Rank
Rating / score
Votes
Observations
Result date
Arenaagent tool hallucinationCategoryoverallRank30Rating / score0.01VotesN/AObservations772.3KResult dateSep 5, 2026
Arenatext factualityCategoryjapaneseRank34Rating / score1,323.02Votes497ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategorygermanRank39Rating / score1,374.83Votes581ObservationsN/AResult dateSep 2, 2026
Arenaagent steerabilityCategoryoverallRank40Rating / score-0.05VotesN/AObservations17.4KResult dateSep 5, 2026
Arenatext factualityCategorykoreanRank41Rating / score1,327.94Votes651ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategorypolishRank41Rating / score1,393.66Votes838ObservationsN/AResult dateSep 2, 2026
Arenaagent bash recovery stepsCategoryoverallRank44Rating / score-0.20VotesN/AObservations30.2KResult dateSep 5, 2026
ArenaagentCategoryoverallRank46Rating / score-0.12VotesN/AObservations842.5KResult dateSep 5, 2026
Arenaagent task outcome explicitCategoryoverallRank46Rating / score-0.15VotesN/AObservations17.2KResult dateSep 5, 2026
Arenaagent praise complaintCategoryoverallRank49Rating / score-0.19VotesN/AObservations5.5KResult dateSep 5, 2026
Arenatext factualityCategoryfrenchRank56Rating / score1,443.97Votes1,928ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryspanishRank56Rating / score1,415.79Votes1,596ObservationsN/AResult dateSep 2, 2026
ArenawebdevCategorywebdev-reactRank56Rating / score1,387.83Votes11,959ObservationsN/AResult dateSep 5, 2026
Arenatext factualityCategorycodingRank57Rating / score1,491.60Votes17,619ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryindustry mathematicalRank57Rating / score1,432.47Votes2,699ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategorymathRank58Rating / score1,426.44Votes2,630ObservationsN/AResult dateSep 2, 2026
ArenawebdevCategorywebdev-htmlRank59Rating / score1,403.63Votes1,828ObservationsN/AResult dateSep 5, 2026
Arenatext factualityCategoryexpertRank60Rating / score1,459.45Votes5,094ObservationsN/AResult dateSep 2, 2026
ArenawebdevCategoryoverallRank60Rating / score1,398.47Votes15,089ObservationsN/AResult dateSep 5, 2026
ArenawebdevCategorywebdevRank60Rating / score1,398.47Votes15,089ObservationsN/AResult dateSep 5, 2026
Arenatext factualityCategoryhard prompts englishRank62Rating / score1,471.77Votes17,906ObservationsN/AResult dateSep 2, 2026
ArenatextCategorycodingRank64Rating / score1,453.55Votes18,875ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryindustry legal and governmentRank66Rating / score1,434.78Votes3,957ObservationsN/AResult dateSep 2, 2026
ArenatextCategoryexpertRank68Rating / score1,439.36Votes6,246ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryindustry medicine and healthcareRank68Rating / score1,450.06Votes3,523ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryindustry software and it servicesRank70Rating / score1,472.92Votes25,921ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryinstruction followingRank71Rating / score1,423.15Votes20,492ObservationsN/AResult dateSep 2, 2026
ArenatextCategoryhard prompts englishRank72Rating / score1,441.24Votes19,030ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategorychineseRank72Rating / score1,451.35Votes2,878ObservationsN/AResult dateSep 2, 2026
Arenatext factualityCategoryindustry business and management and financial operationsRank72Rating / score1,431.74Votes11,322ObservationsN/AResult dateSep 2, 2026

MiniMax M2.7 Pricing

Official vendor API pricing appears first, followed by individual provider offers.

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 DevPass (LLM Gateway)
Tracked offerings
60
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Provider
Provider model ID
Region
Input / 1M
Output / 1M
Context
Updated
ProviderNvidiaProvider model IDminimaxai/minimax-m2.7RegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderKenariProvider model IDminimax-m2-7RegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderKenariProvider model IDminimax-m2-7-highspeedRegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderMiniMax Token Plan (minimaxi.com)Provider model IDMiniMax-M2.7RegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderMiniMax Token Plan (minimaxi.com)Provider model IDMiniMax-M2.7-highspeedRegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderUnoRouterProvider model IDminimax-m2.7:freeRegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderMiniMax Token Plan (minimax.io)Provider model IDMiniMax-M2.7RegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderMiniMax Token Plan (minimax.io)Provider model IDMiniMax-M2.7-highspeedRegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderSCNet Token PlanProvider model IDMiniMax-M2.7RegionglobalInput / 1MN/AOutput / 1MN/AContext204.8KUpdatedSep 8, 2026
ProviderDevPass (LLM Gateway)Provider model IDminimax-m2.7RegionglobalInput / 1M$0.08Output / 1M$0.32Context204.8KUpdatedSep 8, 2026
ProviderEmpirioLabs AIProvider model IDminimax-m2-7RegionglobalInput / 1M$0.15Output / 1M$0.60Context200KUpdatedSep 8, 2026
ProviderDeep InfraProvider model IDMiniMaxAI/MiniMax-M2.7RegionglobalInput / 1M$0.25Output / 1M$1Context196.6KUpdatedSep 8, 2026
ProviderPioneerProvider model IDMiniMaxAI/MiniMax-M2.7RegionglobalInput / 1M$0.279Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderOrcaRouterProvider model IDminimax/minimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderHugging FaceProvider model IDMiniMaxAI/MiniMax-M2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderOpenRouterProvider model IDminimax/minimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderAurikoProvider model IDminimax-m2-7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderAlibaba (China)Provider model IDMiniMax/MiniMax-M2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderOpenCode GoProvider model IDminimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderLLM GatewayProvider model IDminimax/minimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderMerge GatewayProvider model IDminimax/minimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderFastRouterProvider model IDminimax/minimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderGMI CloudProvider model IDMiniMaxAI/MiniMax-M2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context196.6KUpdatedSep 8, 2026
ProviderTogether AIProvider model IDMiniMaxAI/MiniMax-M2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context202.8KUpdatedSep 8, 2026
ProviderOfoxProvider model IDminimax/minimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
Provider302.AIProvider model IDMiniMax-M2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderOpenCode ZenProvider model IDminimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026
ProviderRequestyProvider model IDminimax-m2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context200KUpdatedSep 8, 2026
ProviderFrogBotProvider model IDminimax-m2-7RegionglobalInput / 1M$0.30Output / 1M$1.2Context192KUpdatedSep 8, 2026
ProviderMiniMax (minimaxi.com)Provider model IDMiniMax-M2.7RegionglobalInput / 1M$0.30Output / 1M$1.2Context204.8KUpdatedSep 8, 2026

MiniMax M2.7 Runtime Performance

Provider-specific output speed and catalog latency for MiniMax M2.7. Runtime does not affect the capability score.

No runtime data

No provider-specific speed or latency record is linked to the default version yet.

Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.

MiniMax M2.7 Specifications

Technical details for the model's default version.

Version
MiniMax M2.7
Released
Mar 18, 2026
Knowledge cutoff
Unknown
Parameters
N/A
Context window
204.8K
Max output
196.6K
Inputs
text
Outputs
text
Open weights
No
License
MIT

MiniMax M2.7 Versions

Available versions of this model. The score column identifies the version used in the overall ranking.

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Version
Released
LLMBoard
Parameters
Context
Max output
Open weights
License
VersionMiniMax M2.7ReleasedMar 18, 2026LLMBoard57.36ParametersN/AContext204.8KMax output196.6KOpen weightsNoLicenseMIT

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Details

What is MiniMax M2.7?

Key information about MiniMax M2.7 and its available data.

7 is a MiniMax large language model that supports complex agent harnesses, software engineering tasks, log analysis, code security, machine learning tasks, and Office Suite editing. 22% on SWE-Pro, has a 1495 ELO on GDPval-AA, and maintains 97% skill adherence on 40 complex skills cases.

Data as of 2026-09-08.

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 DevPass (LLM Gateway).

Who created MiniMax M2.7?

MiniMax M2.7 was created by MiniMax.

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?

No. The default version is not marked as having publicly available weights.

How many API providers offer MiniMax M2.7?

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

60 provider offerings are linked to the default version.

Browse runtime rankings