1
GitHub Copilot Workspace
It provides a browser-based environment where AI generates a plan, creates a specification, and implements code directly on GitHub repositories.
AI Tool
MiniMax M3 Review
MiniMax M3 is an open-weight AI model developed by the Chinese company MiniMax, integrating advanced capabilities for coding, agentic functions, and multimodal processing with an ultra-long context window.
shipped Jun 1, 2026aifreemium
1MiniMax M3 was officially released on June 1, 2026, as an open-weight multimodal foundation model.
2It features a 1-million-token context window, with a guaranteed minimum of 512,000 tokens, for extensive information processing.
3M3 achieved a 59.0% score on SWE-Bench Pro for coding, surpassing GPT-5.5 and Gemini 3.1 Pro.
4The model incorporates MiniMax Sparse Attention (MSA) architecture, improving decoding speeds by up to 15.6 times and prefill speeds by 9.7 times at long contexts.
MiniMax M3 at a Glance
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overview
What is MiniMax M3?
MiniMax M3 is a multimodal foundation model developed by MiniMax that enables software engineers and AI agent developers to perform advanced coding, agentic tasks, and multimodal processing. It supports text, image, and video inputs with text output, featuring an ultra-long context window of up to 1 million tokens for complex, multi-document analysis and autonomous task execution.
quick facts
Quick Facts
| Attribute | Value |
|---|---|
| Developer | MiniMax |
| Business Model | Freemium |
| Pricing | Freemium, with usage-based costs for advanced features |
| Platforms | API, iOS (via MiniMax AI Agent app) |
| API Available | Yes (implied by open-weight model) |
| Integrations | Help Scout (via Support Agent AI) |
| HQ | China |
| Funding | Preparing for IPO on Shanghai's Star Market |
features
Key Features of MiniMax M3
MiniMax M3 integrates three frontier capabilities: advanced coding, agentic functions, and native multimodality, underpinned by a novel sparse attention architecture. These features enable high performance across various benchmarks and real-world applications.
- 1**Frontier Coding and Agentic Work:** Demonstrates strong code understanding, multi-turn dialogue, and reasoning for AI coding assistants and automated workflows.
- 2**Ultra-Long Context Processing:** Features a 1-million-token context window (guaranteed minimum 512,000 tokens) for extensive information analysis.
- 3**Native Multimodality:** Trained from the ground up on interleaved text, image, and video data, achieving deep alignment between modalities.
- 4**MiniMax Sparse Attention (MSA) Architecture:** Improves inference efficiency for million-token context workloads, reducing computational requirements and increasing decoding/prefill speeds.
- 5**Open-Weight Model:** Model weights and a technical report are expected to be published on Hugging Face and GitHub.
- 6**High Performance on SWE-Bench Pro:** Achieved 59.0% on this coding capability benchmark.
- 7**High Performance on OmniDocBench:** Scored 91.6% on this multimodal benchmark.
- 8**High Performance on Claw-Eval:** Achieved the highest score on this autonomous agents benchmark.
use cases
Who Should Use MiniMax M3?
MiniMax M3 is designed for developers, engineers, and organizations requiring advanced AI capabilities for complex software engineering tasks, autonomous agent deployment, and multimodal data processing. Its long context window and agentic functions make it suitable for scenarios demanding deep understanding and multi-step reasoning.
- 1**AI Agent Developers:** For deploying autonomous agents capable of task decomposition, tool invocation, and multi-step reasoning.
- 2**Software Engineers:** Excelling in tasks like optimizing software on Nvidia's Hopper chips, resolving GitHub issues, and general code generation and analysis.
- 3**Office Automation Specialists:** For intelligent processing and generation of documents, spreadsheets, and presentations.
- 4**Customer Support Teams:** Utilizing underlying models for automated drafting of replies and generating knowledge bases, as seen with Support Agent AI for Help Scout.
- 5**Researchers and Data Analysts:** For deep research and analysis requiring the processing of extensive information across multiple documents and modalities.
pricing
MiniMax M3 Pricing & Plans
MiniMax M3 operates on a freemium model, allowing users to access certain capabilities without initial cost. However, specific pricing tiers and usage costs for advanced features, particularly for the M3 model, have been a point of discussion among users. While exact public pricing for M3 tiers is not fully detailed, user feedback indicates that costs for certain plans have increased compared to previous models like M2.7, with some users noting a significant rise (e.g., a previous $20 plan now costing $50 for similar usage). The cost of image analysis with M3 has also been described as expensive by some early adopters.
- 1**Freemium Model:** Basic access available without charge.
- 2**Usage-based Costs:** Advanced features and higher usage tiers incur charges.
- 3**Pricing Adjustments:** User reports indicate increased costs for certain plans compared to prior MiniMax models.
competitors
MiniMax M3 vs Competitors
MiniMax M3 is positioned as a frontier AI model, directly competing with leading models from OpenAI, Google, and Anthropic, particularly in coding, agentic tasks, and multimodal processing. Its performance on benchmarks like SWE-Bench Pro and OmniDocBench demonstrates its competitive standing.
1
It provides a browser-based environment where AI generates a plan, creates a specification, and implements code directly on GitHub repositories.
Similar to MiniMax M3, Copilot Workspace focuses on end-to-end software engineering tasks with agentic capabilities. While MiniMax M3 is an AI model, Copilot Workspace is an integrated environment leveraging AI models, offering deep integration with the GitHub ecosystem and a freemium model.
2
Cursor is an AI-first code editor built on VS Code, offering integrated agentic capabilities for multi-file edits and autonomous task execution within a familiar IDE environment.
Cursor provides a more integrated IDE experience compared to MiniMax M3, which is an underlying model. Both offer agentic coding functions and have freemium pricing, with Cursor even allowing MiniMax M3 to be used as a backend.
3
Devin AI↗
Devin AI is an autonomous AI software engineer that can handle entire engineering tasks from start to finish within a sandboxed environment, including planning, coding, debugging, and executing migrations.
Devin AI directly competes with MiniMax M3's agentic functions by aiming for full autonomy in software engineering tasks. Both offer freemium models, but Devin emphasizes a more complete, sandboxed environment for task execution, whereas MiniMax M3 is an underlying model that supports multi-agent systems.
4
It leverages Anthropic's Claude models, known for superior reasoning and extended context windows, to provide advanced coding assistance and agentic workflows, especially in terminal-native development.
Claude Code, utilizing Claude models, offers strong coding and agentic capabilities, often outperforming or closely matching other frontier models on benchmarks, similar to MiniMax M3. Both have freemium options, but Claude Code is more focused on the application of the Claude model for coding, while MiniMax M3 is the model itself with agentic features.
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Frequently Asked Questions
+What is MiniMax M3?
MiniMax M3 is a multimodal foundation model developed by MiniMax that enables software engineers and AI agent developers to perform advanced coding, agentic tasks, and multimodal processing. It supports text, image, and video inputs with text output, featuring an ultra-long context window of up to 1 million tokens for complex, multi-document analysis and autonomous task execution.
+Is MiniMax M3 free?
MiniMax M3 operates on a freemium model, offering basic access without charge. However, advanced features and higher usage tiers incur costs, with user reports indicating increased pricing for certain plans compared to previous MiniMax models.
+What are the main features of MiniMax M3?
MiniMax M3's main features include frontier coding and agentic work, an ultra-long context window of 1 million tokens, native multimodality for text, image, and video inputs, and the MiniMax Sparse Attention (MSA) architecture for improved inference efficiency. It is also an open-weight model.
+Who should use MiniMax M3?
MiniMax M3 is intended for AI agent developers, software engineers, office automation specialists, customer support teams, and researchers who require advanced AI for complex coding, autonomous task execution, multimodal data processing, and extensive document analysis.
+How does MiniMax M3 compare to alternatives?
MiniMax M3 competes with models like OpenAI's GPT-5.5, Google's Gemini 3.1 Pro, and Anthropic's Claude Opus 4.7. It surpasses GPT-5.5 and Gemini 3.1 Pro on SWE-Bench Pro and OmniDocBench, and offers similar agentic and coding capabilities to tools like GitHub Copilot Workspace, Cursor, Devin AI, and Claude Code, often with a focus on its open-weight nature and ultra-long context window.
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