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Favicon for minimax

MiniMax: MiniMax M2.7 (free)

minimax/minimax-m2.7:free

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MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent collaboration, enabling it to plan, execute, and refine complex tasks across dynamic environments.

Trained for production-grade performance, M2.7 handles workflows such as live debugging, root cause analysis, financial modeling, and full document generation across Word, Excel, and PowerPoint. It delivers strong results on benchmarks including 56.2% on SWE-Pro and 57.0% on Terminal Bench 2, while achieving a 1495 ELO on GDPval-AA, setting a new standard for multi-agent systems operating in real-world digital workflows.

Modalities

Price

Free

Context

197K

Released

Mar 18, 2026

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ProvidersPerformanceUptimeBenchmarksAppsActivityFAQExplore

Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick — Balanced (price + speed), Nitro (fastest), or Exacto (highest tool-calling accuracy).

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Benchmarks

Scores on standardized evaluations. Higher percentages are better — and rank percentile shows where this model lands among all models on OpenRouter.

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

Activity

Token volume and request traffic to this model over time.

Quick Start

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

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AI Model RankingsRanking
FreeFree2.00s37 tps
99.60%

Throughput

37tok/s

P50, best across providers

Latency

2.00s

P50, best provider

AutoExacto Benchmarks
GPQA DiamondTAU-Bench
MiniMax Highspeed
85.9%72.3%
MiniMax
85.5%70.9%
GMICloud
83.6%71.6%
auto-routing
83.8%71.1%
Novita
84.3%68.2%
AtlasCloud
83.9%66.1%
+4 more providers
Uptime (3d)

96.03%

Availability (3d)

95.62%

Availability over the last 3 days

Last 72 hours
Availability 95.62%
3 Days Ago2 Days AgoYesterdayNow

Availability over the last 24 hours

OpenRouter Availability
95.76%

When an error occurs in an upstream provider, we can recover by routing to another healthy provider, if your request filters allow it. You can access per-provider uptime data programmatically through the Endpoints API. Learn more about our load balancing and customization options.

1.
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Kilo Code
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Frequently asked questions

MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent collaboration, enabling it to plan, execute, and refine complex tasks across dynamic environments.

Yes. The pricing shown on this page for MiniMax M2.7 (free) is zero, so you are not charged for prompt or completion tokens. Free endpoints are rate limited — see the rate limit docs.

MiniMax M2.7 (free) has a 196,608 token context window.

Yes. MiniMax M2.7 (free) accepts tools and tool_choice for function calling. It supports response_format for JSON output, without JSON-schema enforcement.

MiniMax M3, MiniMax M2.5, MiniMax M2-her and 4 more are other text models from MiniMax.

MiniMax M2.7 (free) was released on March 18, 2026.