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  2. /Model
  3. /MiniMax
  4. /minimax-m3
Chat
MiniMax
Minimax M3
$ 
Chat
Chat
MiniMax M3 is a frontier Mixture-of-Experts model featuring a 1M token context window and native multimodal support. Built for high-fidelity reasoning, MiniMax M3 excels in coding, bilingual tasks, and long-document analysis.

Modalities

Input: TextInput: ImageInput: Document
Output: Text

/

Context

API Usage Examples
$ 
curl --request POST "https://gptproto.com/v1/chat/completions" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "model": "MiniMax-M3",
    "messages": [
      {
        "role": "user",
        "content": "Hello"
      }
    ]
  }'
Minimax M3 pricing

Estimate a request with real work scenarios. GPTProto token pricing is 20% below official rates.

Cost calculator

Multi-turn agent with cached context.
TokensRateCost
$0.48 / 1M$0.00072
$0.96 / 1M$0.000768
$0.096 / 1M$0.000288
$0.096 / 1M$0.0024
Cost per request$0.004176

Top up

GPTProto vs official pricing.
Requests
You pay
20% off
$100
You receive$100.00

Save$25.00 (20%)vs MiniMax official

MiniMax M3 API

Call the MiniMax M3 API on GPTProto — an open-weight coding and agent model with a 1M-token context — at $0.96 per 1M output tokens, one key across 200+ models, no regional sign-up.

1M Token Long Context

MiniMax M3 handles up to 1,048,576 tokens with a 512K guaranteed minimum. MSA keeps retrieval coherent across the full window, so whole-repo and long-document runs fit in one prompt.

MSA Sparse Attention

MiniMax M3 runs on MiniMax Sparse Attention (MSA), cutting per-token compute at 1M context to roughly 1/20 of the M2 generation — over 9x faster prefill and 15x faster decode.

Long-Horizon Agent Runs

MiniMax M3 is built for sustained agent and coding work — autonomous task decomposition, tool calls, and multi-step reasoning held in one 1M-token session, tuned on multi-turn developer workflows.

Coding & Agentic Performance

In MiniMax's own tests, M3 scores 59.0% on SWE-Bench Pro and 83.5 on BrowseComp — ahead of GPT-5.5 and Gemini 3.1 Pro on coding, and above Opus 4.7 on web browsing.

Related Models
All Models
ModelInput → Output
Minimax M3Current
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
—$0.45 / $2.25 per 1M— / $0.04 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
1M$4.00 / $20.00 per 1M$5.00 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
1.05M$0.45 / $2.25 per 1M— / $0.04 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.5 Flash Lite
1.05M$0.18 / $1.50 per 1M$0.02 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K3
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Terra
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Sol
1.05M$4.00 / $24.00 per 1M$5.00 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
1M$1.60 / $8.00 per 1M$2.00 / $0.16 per 1M
Input: TextInput: Document
Output: Text
GLM 5.2
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Claude Fable 5
1M$8.00 / $40.00 per 1M$10.00 / $0.80 per 1M
Input: TextInput: Document
Output: Text
Qwen3.7 Max
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
—1.05M$0.14 / $0.28 per 1M— / $0.0028 per 1M
Input: Text
Output: Text
DeepSeek v4 Pro
1.05M$1.04 / $2.09 per 1M$0.0087 / $0.0087 per 1M
Input: Text
Output: Text
Grok 4.3
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
Kimi K2.6
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
GLM 5.1
205K$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: Document
Output: Text
GLM 5 Turbo
203K$1.08 / $3.60 per 1M$0.22 / $0.22 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v3.2
164K$0.17 / $0.25 per 1M$0.02 / $0.02 per 1M
Input: Text
Output: Text
Minimax M2.5
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Qwen Turbo
—$0.04 / $0.18 per 1M$0.009 / $0.009 per 1M
Input: Text
Output: Text
Doubao Seed 1.6 Thinking 250715
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking 250615
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash 250615
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

What Is MiniMax M3?

MiniMax M3 is an open-weight large language model from MiniMax (MiniMaxAI), released June 1, 2026. It targets long-horizon coding and agent workloads: autonomous task decomposition, tool use, and multi-step reasoning across a 1M-token context. Its defining change is MiniMax Sparse Attention (MSA), which selects the key–value blocks that matter instead of attending to every token — the reason a 1-million-token window is practical to run rather than just a spec-sheet number. On GPTProto you call the MiniMax M3 API through one account balance shared with 200+ other models, no separate MiniMax sign-up required.

Spec table:

Field MiniMax M3
Developer MiniMax (MiniMaxAI), Shanghai
Released June 1, 2026
Type Open-weight LLM
Architecture Mixture-of-Experts · 428B total / 23B active · 256 experts
Attention MiniMax Sparse Attention (MSA)
Context window 1,048,576 tokens (512K guaranteed minimum)
Max output up to ~512K tokens
Input modality text (on this page) · image / file via the image-to-text subpage
Output modality text
Thinking mode toggleable per request
Tool use / function calling yes
Endpoint https://gptproto.com/v1/chat/completions (OpenAI-compatible)
GPTProto price $0.48 / 1M input · $0.96 / 1M output
GPTProto model string MiniMax-M3

MiniMax M3 vs MiniMax M2.5

Both models run on GPTProto under the same key and balance. M2.5 is the earlier, full-attention text model; M3 moves to sparse attention (MSA) and a practical 1M-token window, and adds image input through its image-to-text subpage.

  MiniMax M3 MiniMax M2.5
Attention MSA (sparse) Full attention
Input (this page) text text
Image input via image-to-text subpage —
Context window 1,048,576 tokens

204,800 tokens

GPTProto price (in / out per 1M) $0.48 / $0.96 $0.24 / $0.96
Best for Long-horizon coding & agent runs, 1M context Lower-cost text reasoning at shorter context

Switching from the official MiniMax API

If you already call MiniMax directly, moving to GPTProto is a drop-in change: point your client at the GPTProto endpoint, pass your GPTProto key, and set the model to MiniMax-M3. The request and response shape follow the OpenAI chat format, so existing code paths stay the same. You keep one balance across 200+ models, skip a separate MiniMax platform sign-up, and avoid the regional payment friction Western developers hit on the official Shanghai platform.

One migration gotcha: GPTProto expects the API key directly in the Authorization header — no Bearer prefix. If your OpenAI SDK auto-adds Bearer, set the header manually.

bash

curl --location 'https://gptproto.com/v1/chat/completions' \
  --header 'Authorization: GPTPROTO_API_KEY' \
  --header 'Content-Type: application/json' \
  --data '{
    "model": "MiniMax-M3",
    "messages": [{ "role": "user", "content": "Who are you?" }],
    "stream": false
  }'

Is MiniMax M3 open source?

Yes. MiniMax released M3 as an open-weight model, with weights and a technical report published to Hugging Face and GitHub. On GPTProto you can call the hosted MiniMax M3 API without self-hosting — useful when you want the model's long-context and agent behaviour but not the GPU footprint of running 229.9B parameters yourself.

MiniMax M3 Frequently Asked Questions

Everything you need to know about integrating the MiniMax M3 model into your workflow, from context limits to pricing and data security.

What is the context limit of MiniMax M3?

MiniMax M3 supports up to 1,048,576 tokens, with a guaranteed minimum of 512K. Maximum output is around 512K tokens per request.

Does MiniMax M3 support image input?

The MiniMax M3 model is natively multimodal. On GPTProto, this text-to-text page covers text input and output; image and file input run through the dedicated MiniMax M3 image-to-text API, which uses the same key and balance.

Is MiniMax M3 cheaper than calling MiniMax directly?

On output, GPTProto's $0.96 per 1M is below MiniMax's $2.40 standard list rate. Input is $0.48 per 1M. You also get one balance across 200+ models and no separate regional sign-up.

Is my data used to train the MiniMax M3 model?

No. Data sent to MiniMax M3 via the GPTProto API aggregation platform is processed under a Zero-Retention policy. Your inputs and outputs are not used for model training or refinement by MiniMax. This enterprise-grade security ensures that sensitive codebase information or private financial data remains confidential while you leverage the advanced reasoning capabilities of the MiniMax M3 architecture.

What is the pricing for MiniMax M3 tokens?

On GPTProto, MiniMax M3 is $0.48 per 1M input tokens and $0.96 per 1M output tokens. The output rate sits below MiniMax's $2.40 standard list price, and everything bills from one shared balance.

How do I migrate to MiniMax M3 from GPT-4o?

Point your client at https://gptproto.com/v1/chat/completions, pass your GPTProto key in the Authorization header (no Bearer prefix), and set "model": "MiniMax-M3". It follows the OpenAI chat format, so the rest of your code is unchanged. One balance covers GPT-class and MiniMax models, so you can A/B both without a second account.

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