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Description

MiniMax M3 is a frontier open-weight AI model built for coding, agentic work, multimodal understanding, and ultra-long-context tasks. The model supports up to a 1 million token context window, allowing it to work across large codebases, long documents, logs, project histories, and complex task environments. MiniMax M3 introduces MiniMax Sparse Attention, a sparse attention architecture designed to make long-context processing more efficient. The model is natively multimodal, with training that supports deeper semantic fusion across text, image, and video inputs. It is designed to support software engineering tasks, repository analysis, terminal-style work, browser-style retrieval, tool use, and autonomous workflows. MiniMax M3 has a mixture-of-experts architecture with hundreds of billions of total parameters and a smaller activated parameter count for more efficient inference. Developers can use it for AI coding assistants, workflow automation, research agents, document analysis, visual reasoning, and enterprise AI systems. Its long-context capability makes it especially useful when tasks require many files, references, instructions, or interaction histories to stay available at once. MiniMax M3 helps teams build more capable AI agents that can understand larger problems, work across multiple modalities, and execute complex tasks with stronger context awareness.

Description

TokenRa serves as a cloud-based AI API gateway tailored for developers seeking to utilize text, reasoning, image, video, and audio models all through a single account and API key. The text models are designed to accommodate OpenAI-style requests, while image and video models are accessed via specific endpoints. Developers are provided with resources such as model documentation, integration options with supported SDKs and tools, as well as a console to track usage and billing details. The platform features an array of models from various providers, including DeepSeek, Moonshot AI, Zhipu AI, Alibaba Qwen, MiniMax, ByteDance, and OpenAI. Billing operates on a pay-as-you-go basis with no mandatory platform subscription fees; however, the rates and billing units differ depending on the model and channel utilized. Users need to make a minimum top-up of $10, and certain models offer free usage options. TokenRa is crafted for developers and collaborative teams that are creating applications requiring a unified interface to assess or interact with multiple AI models effectively. This makes it an excellent solution for those looking to streamline their AI integration processes.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

No images available

Integrations

APIFree Yes 
Alibaba AI Coding Plan Yes 
BLACKBOX AI Yes 
Claude Code Yes 
Clawd.run Yes 
Cline Yes 
ClinePass Yes 
Factory Droid Yes 
Fireworks AI Yes 
Kilo Code Yes 
MaxHermes Yes 
MiniMax Agent Yes 
MiniMax Code Yes 
MiniMax Mavis Yes 
OpenCode Zen Yes 
OpenTag Yes 
Pi Agent Yes 
Roo Code Yes 
Tabbit Browser Yes 
Vision Agents Yes 

Integrations

APIFree No 
Alibaba AI Coding Plan No 
BLACKBOX AI No 
Claude Code No 
Clawd.run No 
Cline No 
ClinePass No 
Factory Droid No 
Fireworks AI No 
Kilo Code No 
MaxHermes No 
MiniMax Agent No 
MiniMax Code No 
MiniMax Mavis No 
OpenCode Zen No 
OpenTag No 
Pi Agent No 
Roo Code No 
Tabbit Browser No 
Vision Agents No 

Pricing Details

$0.30 per million input tokens
$0.30 per million input tokens and $1.20 per million output tokens
Free Trial No 
Free Version Yes 

Pricing Details

$0.042/1M tokens
Billing is usage-based, with no platform subscription or monthly fee. Text models are billed per 1 million tokens, while image models are billed per request; billing units and rates vary by model and channel. The minimum top-up is $10. Some models have free rates, and at least one listed free rate is a limited-time offer through October 31, 2026.
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

MiniMax

Founded

2021

Country

Singapore

Website

www.minimax.io

Vendor Details

Company Name

TokenRa

Founded

2026

Country

China

Website

tokenra.io

Alternatives

Alternatives

No Alternatives