Skip to content
Not available in this workspace
OpenRouterOpenRouter
© 2026 OpenRouter, Inc

Product

  • Chat
  • Rankings
  • Benchmarks
  • Apps
  • Discover
  • Models
  • Collections
  • Providers
  • Pricing
  • Enterprise
  • Labs

Company

  • About
  • Blog
  • Careers
    Hiring
  • Privacy
  • Terms of Service
  • Support
  • Works With OR
  • Data

Developer

  • Documentation
  • API Reference
  • Developer Platform
  • Status

Connect

  • Discord
  • GitHub
  • LinkedIn
  • X
  • YouTube
Favicon for minimax

MiniMax: MiniMax M2.7

minimax/minimax-m2.7

Model weights
Compare

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

In / Out Price

60% off

$0.24 / $0.96per 1M

Context

205K

Released

Mar 18, 2026

Compare
ProvidersPricingPerformanceUptimeBenchmarksAppsActivityFAQ

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).

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

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.

About MiniMax: MiniMax M2.7

OpenRouter makes MiniMax: MiniMax M2.7 available through a unified, OpenAI-compatible API using the model ID minimax/minimax-m2.7. Requests can be routed across 9 providers, including MARA, GMICloud, DeepInfra Turbo, NovitaAI, MiniMax Highspeed, AtlasCloud, Fireworks, Groq and 1 more, with automatic failover when an endpoint is unavailable.

MiniMax: MiniMax M2.7 accepts text and returns text. It has a 204,800-token context window and a maximum output of 196,608 tokens.

On OpenRouter, MiniMax: MiniMax M2.7 costs $0.24/M input tokens and $0.96/M output tokens. It was released on March 18, 2026.

More models from MiniMax

  • H3
  • Speech 2.8 HD
  • Speech 2.8 Turbo

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.

MiniMax M2.7 costs $0.24/M input tokens and $0.96/M output tokens.

MiniMax M2.7 has a 204,800 token context window. It supports up to 196,608 completion tokens.

Yes. MiniMax M2.7 accepts tools and tool_choice for function calling. It also supports structured outputs via a JSON schema in response_format.

MiniMax M2.7 is served by 9 providers on OpenRouter: MARA, GMICloud, DeepInfra Turbo, NovitaAI, MiniMax Highspeed, AtlasCloud, Fireworks, Groq and 1 more. Requests are routed to the best available provider, with automatic failover to the others, and you can pin or exclude providers with provider routing.

MiniMax M2.7 was released on March 18, 2026.

60% off
$0.60$0.24$2.40$0.96--1.66s119 tps
99.88%
20% off
$0.30$0.24$1.20$0.96$0.06$0.0484.46s6 tps
100.00%
$0.25$1.00$0.050.62s43 tps
100.00%
10% off
$0.30$0.27$1.20$1.08$0.06$0.0541.20s40 tps
98.86%
$0.30$1.20$0.060.82s58 tps
97.91%
$0.30$1.20$0.061.54s31 tps
98.85%
$0.30$1.20$0.0593.36s155 tps
--
$0.38$1.70$0.076.32s12 tps
100.00%
$0.60$1.80--0.25s287 tps
99.89%
$0.60$2.40$0.061.52s67 tps
94.51%
$0.60$2.40$0.060.98s167 tps
--

Throughput

287tok/s

P50, best across providers

Latency

0.25s

P50, best provider

AutoExacto Benchmarks
GPQA DiamondTAU-Bench
Fireworks
83.9%--
SambaNova Dedicated
83.3%--
Together
82.3%--
MiniMax Highspeed
85.9%71.7%
GMICloud
84.4%72.2%
MiniMax
85.0%71.2%
SambaNova
78.1%70.8%
+7 more providers
Uptime (3d)

100.00%

Availability (3d)

99.94%

Availability over the last 3 days

Last 72 hours
Availability 99.94%
3 Days Ago2 Days AgoYesterdayNow

Availability over the last 24 hours

OpenRouter Availability
99.96%
Without Routing
89.17%

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.
Favicon for https://stan.store/
Sahasra
All-in-one creator store
445Btokens
2.
Favicon for https://openclaw.ai/
OpenClaw
OpenClaw is an open-source AI agent that connects to your messaging apps and takes real actions on your behalf, from running commands and browsing the web to managing files and sending emails.
30.1Btokens
3.
Favicon for https://nousresearch.com
Hermes Agent
Hermes Agent is an open-source, self-improving AI agent by Nous Research that runs persistently with memory across sessions, and builds reusable skills from experience. It comes with 40+ built-in tools, including web search, browser automation, and vision, plus scheduled automations and subagents.
25Btokens
4.
Favicon for https://pi.dev/
pi
There are many coding agents, but this one is yours.
21.9Btokens
5.
Favicon for https://www.isekai.world/
ISEKAI ZERO
AI adventures. Travel with your favorite characters
6.16Btokens