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...
At a glance
- Context window
- 205Ktokens
- Max output
- 131Ktokens
- Knowledge to
- —
- Released
- 2026
Capabilities
Benchmarks
- Intelligence index
- 23
- Coding index
- 53
- Agentic index
- 17
Design Arena
| Category | Elo | Win rate |
|---|---|---|
| models · website | 1,257 | 52.2 |
| models · codecategories | 1,250 | 51.7 |
| models · dataviz | 1,249 | 52.8 |
| models · gamedev | 1,231 | 50.9 |
| models · uicomponent | 1,225 | 49.1 |
| models · 3d | 1,221 | 50.3 |
| models · svg | 1,162 | 48.5 |
| models · asciiart | 1,158 | 47.4 |
Standard evaluations
| Benchmark | Score | Tasks |
|---|---|---|
| gpqa_diamond | 0.84 | 3,747 |
| tau_bench_verified_airline | 0.71 | 1,396 |
Source: Artificial Analysis, Design Arena · as of Sep 16, 2026
Performance
Uptime on IranRouter
0%
Reference uptime
99.4%
Median latency
1,786 ms
Throughput
46.3 tok/s
IranRouter uptime comes from our own automated probes; the reference figures are daily measurements of this model's upstream routes. Each card shows a 30-day average, and a day without data stays empty.
Popularity
- Current rank
- —
- Rank change, 7 days
- —
Daily tokens · 90 days
34.4B
Ranked by daily token volume across the global model market; the figure above the chart is the daily average.
Supported parameters
Parameters this model accepts; anything else is ignored.
Quick start
from openai import OpenAI
client = OpenAI(
api_key="ir-...",
base_url="https://iranrouter.com/v1",
)
resp = client.chat.completions.create(
model="minimax/minimax-m2.7",
messages=[{"role": "user", "content": "سلام!"}],
)
print(resp.choices[0].message.content)Only base_url and the key change; the rest of your code stays as it is.