MiniMax model product
MiniMax M2.7
7 features model self-improvement driving productivity innovation.
Updated Aug 17, 2026. Default version: MiniMax M2.7
LLMBoard Score59.1MiniMax M2.7
Coverage20%8 benchmark families
Context window204.8KTokens
Official input price$0.30MiniMax (minimax.io) API
MiniMax M2.7 Capability Profile
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
MiniMax M2.7 Benchmark Results
Benchmark scores for MiniMax M2.7.
Sort by
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMLE-Bench Lite | Score66.6% | Rank01 | Participants1 | Percentile100.0% | EvidenceC | Evaluated |
| BenchmarkMM-ClawBench | Score62.7% | Rank01 | Participants1 | Percentile100.0% | EvidenceC | Evaluated |
| BenchmarkMulti-SWE-Bench | Score52.7% | Rank01 | Participants6 | Percentile100.0% | EvidenceC | Evaluated |
| BenchmarkVIBE-Pro | Score55.6% | Rank01 | Participants2 | Percentile100.0% | EvidenceC | Evaluated |
| BenchmarkArtificial Analysis | Score50.0% | Rank06 | Participants7 | Percentile16.7% | EvidenceC | Evaluated |
| BenchmarkSWE-bench Multilingual | Score76.5% | Rank08 | Participants38 | Percentile81.1% | EvidenceC | Evaluated |
| BenchmarkNL2Repo | Score39.8% | Rank14 | Participants17 | Percentile18.8% | EvidenceC | Evaluated |
| BenchmarkFinance Agent v2 | Score27.9% | Rank26 | Participants26 | Percentile0.0% | EvidenceB | Evaluated |
| BenchmarkTerminal-Bench 2.0 | Score57.0% | Rank26 | Participants51 | Percentile50.0% | EvidenceC | Evaluated |
| BenchmarkToolathlon | Score46.3% | Rank26 | Participants37 | Percentile30.6% | EvidenceC | Evaluated |
| BenchmarkSWE-Bench Pro | Score56.2% | Rank30 | Participants50 | Percentile40.8% | EvidenceC | Evaluated |
MiniMax M2.7 Arena Results
Preference and agent-evaluation results for the default version.
Sort by
Arena | Category | Rank | Rating / score | Votes | Observations | Result date |
|---|
| Arenaagent tool hallucination | Categoryoverall | Rank27 | Rating / score0.0 | VotesN/A | Observations608.1K | Result date |
| Arenaagent bash recovery steps | Categoryoverall | Rank44 | Rating / score-0.2 | VotesN/A | Observations23.3K | Result date |
| Arenaagent | Categoryoverall | Rank46 | Rating / score-0.1 | VotesN/A | Observations668K | Result date |
| Arenaagent praise complaint | Categoryoverall | Rank46 | Rating / score-0.2 | VotesN/A | Observations4.4K | Result date |
| Arenaagent task outcome explicit | Categoryoverall | Rank46 | Rating / score-0.1 | VotesN/A | Observations14.2K | Result date |
| Arenaagent steerability | Categoryoverall | Rank48 | Rating / score-0.1 | VotesN/A | Observations17.9K | Result date |
| Arenawebdev | Categoryoverall | Rank64 | Rating / score1397.2 | Votes13,625 | ObservationsN/A | Result date |
| Arenatext factuality | Categoryoverall | Rank108 | Rating / score1422.0 | Votes58,216 | ObservationsN/A | Result date |
| Arenatext style control | Categoryoverall | Rank117 | Rating / score1416.1 | Votes58,314 | ObservationsN/A | Result date |
| Arenatext | Categoryoverall | Rank128 | Rating / score1405.0 | Votes58,314 | ObservationsN/A | Result date |
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 LLM Gateway
- Tracked offerings
- 54
Sort by
Provider | Provider model ID | Region | Input / 1M | Output / 1M | Context | Updated |
|---|
| ProviderNvidia | Provider model IDminimaxai/minimax-m2.7 | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderMiniMax Token Plan (minimaxi.com) | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderMiniMax Token Plan (minimaxi.com) | Provider model IDMiniMax-M2.7-highspeed | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderUnoRouter | Provider model IDminimax-m2.7:free | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderMiniMax Token Plan (minimax.io) | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderMiniMax Token Plan (minimax.io) | Provider model IDMiniMax-M2.7-highspeed | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderSCNet Token Plan | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context204.8K | Updated |
| ProviderLLM Gateway | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.08 | Output / 1M$0.32 | Context204.8K | Updated |
| ProviderEmpirioLabs AI | Provider model IDminimax-m2-7 | Regionglobal | Input / 1M$0.15 | Output / 1M$0.60 | Context200K | Updated |
| ProviderDeep Infra | Provider model IDMiniMaxAI/MiniMax-M2.7 | Regionglobal | Input / 1M$0.25 | Output / 1M$1 | Context196.6K | Updated |
| ProviderPioneer | Provider model IDMiniMaxAI/MiniMax-M2.7 | Regionglobal | Input / 1M$0.279 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderOrcaRouter | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderHugging Face | Provider model IDMiniMaxAI/MiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderOpenRouter | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderAuriko | Provider model IDminimax-m2-7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderAlibaba (China) | Provider model IDMiniMax/MiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderOpenCode Go | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderMerge Gateway | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderFastRouter | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderTogether AI | Provider model IDMiniMaxAI/MiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context202.8K | Updated |
| ProviderOfox | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| Provider302.AI | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderOpenCode Zen | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderFrogBot | Provider model IDminimax-m2-7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context192K | Updated |
| ProviderMiniMax (minimaxi.com) | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderAIHubMix | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderEmpirioLabs AI | Provider model IDminimax-m2-7-highspeed | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context200K | Updated |
| ProviderVercel AI Gateway | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderEden AI | Provider model IDminimax/MiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderNovitaAI | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderKilo Gateway | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderFireworks AI | Provider model IDaccounts/fireworks/models/minimax-m2p7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context196.6K | Updated |
| ProviderAbacus | Provider model IDMiniMaxAI/MiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderMiniMax (minimax.io) | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderVultr | Provider model IDMiniMaxAI/MiniMax-M2.7 | Regionglobal | Input / 1M$0.30 | Output / 1M$1.2 | Context204.8K | Updated |
| ProviderZenMux | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.3055 | Output / 1M$1.22 | Context204.8K | Updated |
| ProviderNanoGPT | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.315 | Output / 1M$1.26 | Context204.8K | Updated |
| ProviderCrossModel | Provider model IDminimax/minimax-m2.7 | Regionglobal | Input / 1M$0.33 | Output / 1M$1.32 | Context204.8K | Updated |
| ProviderVenice AI | Provider model IDminimax-m27 | Regionglobal | Input / 1M$0.375 | Output / 1M$1.5 | Context198K | Updated |
| ProviderCharm Hyper | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.426 | Output / 1M$1.62 | Context262.1K | Updated |
| ProviderSCX.ai | Provider model IDMiniMax-M2.7 | Regionglobal | Input / 1M$0.48 | Output / 1M$1.79 | Context192K | Updated |
| ProviderOrcaRouter | Provider model IDminimax/minimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderAuriko | Provider model IDminimax-m2-7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderMerge Gateway | Provider model IDminimax/minimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderFastRouter | Provider model IDminimax/minimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderOfox | Provider model IDminimax/minimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderMiniMax (minimaxi.com) | Provider model IDMiniMax-M2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderVercel AI Gateway | Provider model IDminimax/minimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderNovitaAI | Provider model IDminimax/minimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderLLM Gateway | Provider model IDminimax-m2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderMiniMax (minimax.io) | Provider model IDMiniMax-M2.7-highspeed | Regionglobal | Input / 1M$0.60 | Output / 1M$2.4 | Context204.8K | Updated |
| ProviderCortecs | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.668 | Output / 1M$2.67 | Context196.6K | Updated |
| ProviderUnoRouter | Provider model IDminimax-m2.7 | Regionglobal | Input / 1M$0.819 | Output / 1M$3.28 | Context204.8K | Updated |
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 Runtime Performance
Provider-specific output speed and catalog latency for MiniMax M2.7. Runtime does not affect the capability score.
Sort by
Provider | Output Speed | Catalog Latency | Max Input | Max Output | Updated |
|---|
| ProviderMiniMax | Output Speed101.856 tok/s | Catalog Latency1.579 s | Max Input204.8K | Max Output131.1K | Updated |
| ProviderFireworks | Output Speed41.825 tok/s | Catalog Latency0.903 s | Max Input196.6K | Max Output196.6K | Updated |
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
- 131.1K
- Inputs
- text
- Outputs
- text
- Open weights
- Yes
- License
- MIT
MiniMax M2.7 Versions
Available versions of this model. The score column identifies the version used in the overall ranking.
Sort by
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionMiniMax M2.7 | Released | LLMBoard59.1 | ParametersN/A | Context204.8K | Max output131.1K | Open weightsYes | LicenseMIT |
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What is MiniMax M2.7?
Key information about MiniMax M2.7 and its available data.
7 features model self-improvement driving productivity innovation. It builds complex agent harnesses independently to accomplish highly complex productivity tasks. 7 demonstrates excellent performance in real-world software engineering including end-to-end project delivery, log analysis, code security, and ML tasks.
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. 7 maintains 97% skill adherence on 40 complex skills cases.
Data as of 2026-08-17.
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 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?
Yes. The default version is marked as open weight under MIT.
How many API providers offer MiniMax M2.7?
54 provider offerings are linked to the default version.
What models should I compare MiniMax M2.7 with?
Nearby ranked alternatives include Gemma 4 31B, GLM 4.7, GPT-5.2-Codex.