Moduck

MiniMax (minimax.io): MiniMax-M3

MiniMax multimodal model for long-context coding, perception, and agent planning

Model lab
MiniMax (minimax.io)
Model family
minimax

Model resources

Modalitiestext, image, video → text
Context window1,048,576
Maximum output512,000
InputUSD 0.192 / 1M tokens
OutputUSD 0.768 / 1M tokens

Quickstart

Use your Moduck API Key, set the API base URL to https://api.moduck.ai/v1, and set the model parameter to minimax/MiniMax-M3.

import os
import requests

base_url = "https://api.moduck.ai/v1"
api_key = os.environ["MODUCK_API_KEY"]
model_id = "minimax/MiniMax-M3"

response = requests.post(
    f"{base_url}/chat/completions",
    headers={
        "Authorization": f"Bearer {api_key}",
        "Content-Type": "application/json",
    },
    json={
        "model": model_id,
        "messages": [{"role": "user", "content": "Hello!"}],
        "stream": False,
    },
    timeout=60,
)
response.raise_for_status()
print(response.json())

Use the familiar OpenAI-style chat request format to make model integration easier.

MiniMax-M3 API Pricing

TypePrice information
InputUSD 0.192 / 1M tokens
OutputUSD 0.768 / 1M tokens
Cached inputUSD 0.0384 / 1M tokens

Benchmarks

Intelligence Index · v4.329.2
Coding Index58.6
Agentic Index29.5
BenchmarkScoreMeasurementSource
SWE-Bench Verified80.5resolved · Harness: Claude Code · Date: 2026-06-01
SWE-Bench Pro59resolve rate · Harness: Claude Code · Date: 2026-06-01
Terminal-Bench66success rate · Version: 2.1 · Date: 2026-06-01
BrowseComp83.52accuracy · Date: 2026-06-01
MCP Atlas74.2success rate · Date: 2026-06-01
OSWorld-Verified70.06success rate · Date: 2026-06-01

Performance

Measured on the Moduck gateway across live traffic, hour by hour over the last 24 hours. Time to first token is how long before anything appears; throughput is how fast the answer is written after that; end-to-end latency is the whole round trip. Figures are medians unless the card says otherwise.

Artificial Analysis measurement

Output speed96.16 tokens/s
Time to first token1.12 s
Time to first answer token—
End-to-end response time—

Performance trends

Throughput96.16 tok/sCurrent
Time to first token1.12 sCurrent
End-to-end latency7.4 sCurrent
Throughput
Current96.16 tok/s
Window average98.2 tok/s
Time to first token
Current1.12 s
Window average1.2 s
End-to-end latency
Current7.4 s
Window average7.5 s
Tail latency (P99)
Current17.2 s
Window average16.6 s
Prompt cache hit rate
Current19.0%
Window average24.5%
Error rate
Current0.0%
Window average0.2%

Availability

Uptime is the share of time at least one provider serving this model responded. Availability is stricter: the share of requests actually served. A provider that answers but fails part of the traffic lowers availability without lowering uptime. Both cover the last three days.

Uptime100%At least one provider responded
Availability100%Requests actually served
Error rate0%Share of failed requests
Served requests, hour by hour
24 hours agoNow

MiniMax-M3 Compare models

ModelInput priceOutput priceContext windowCapabilities
MiniMax-M3This pageUSD 0.192 / 1M tokensUSD 0.768 / 1M tokens1,048,576Text output · Reasoning · Tool calling
MiniMax-M2.7USD 0.064 / 1M tokensUSD 0.256 / 1M tokens204,800Text output · Reasoning · Tool calling
MiniMax-M2.7-highspeedUSD 0.48 / 1M tokensUSD 1.92 / 1M tokens204,800Text output · Reasoning · Tool calling
MiniMax-M2.5-highspeedUSD 0.24 / 1M tokensUSD 1.92 / 1M tokens204,800Text output · Reasoning · Tool calling
MiniMax-M2.5USD 0.15504 / 1M tokensUSD 0.9032 / 1M tokens204,800Text output · Reasoning · Tool calling

Model specifications

Input
text, image, video
Output
text
Context window
1,048,576
Maximum output
512,000
Release date
2026-06-01
Attachments
Yes
Reasoning
Yes
Tool calling
Yes
Temperature setting
Yes
Open weights
Yes

Frequently asked questions

What is MiniMax-M3 for?

MiniMax multimodal model for long-context coding, perception, and agent planning

What inputs and outputs does MiniMax-M3 support?

Recorded inputs: text, images, video; outputs: text.

How is MiniMax-M3 priced?

The pricing table shows the current recorded Moduck price. For example: Input USD 0.192 / 1M tokens; Output USD 0.768 / 1M tokens. See the pricing table for all units, variants, and conditions.

What specifications are recorded for MiniMax-M3?

Current model records list Context window 1,048,576 tokens; Maximum output 512,000 tokens.

What model parameter does the Quickstart use?

The example uses minimax/MiniMax-M3. This value comes from the page identifier and is not confirmed as a callable Moduck public ID.

Can I call this model through the Moduck API now?

This page has no verified Moduck API call for this model. A Quickstart example or reserved ID does not establish access; check the models available to your account.