MiniMax M2.7

by MiniMax

Announcement · All MiniMax releases

MiniMax M2.7 is a self-evolving 229-billion-parameter language model released March 2026, built for autonomous real-world productivity and continuous improvement. It actively participates in its own development, running over 100 autonomous rounds of scaffold optimization and helping build its own research-agent harness. M2.7 scores 56.22% on SWE-Pro (matching GPT-5.3-Codex), 55.6% on VIBE-Pro, 57.0% on Terminal Bench 2, and 1495 ELO on GDPval-AA, the highest among open-weight models. It also reaches 76.5 on SWE Multilingual and 52.7 on Multi-SWE-Bench, and is strong at production debugging, log analysis, and full project delivery. M2.7 introduces Agent Teams for native multi-agent collaboration with stable role identity and autonomous decision-making, maintaining a 97% skill adherence rate across more than 40 complex skills. It supports multi-turn editing in Excel, PowerPoint, and Word, reaching 62.7% on the MM Claw office benchmark. A standard and a highspeed variant are available.

Call MiniMax M2.7 on Opper with the OpenAI SDK. Sign up without a credit card. Get started

Key info

Input
Output
Features
Context window
205K
Max output
131K
Input price
$0.30 /1M$0.06 cache read
Output price
$1.20 /1M
Released
Web search
  • US residency available
  • Zero data retention on pay-as-you-go
  • No training by default
  • GDPR DPA available

Available routes

MiniMax M2.7 runs on 3 different routes through the Opper gateway. Compare residency, zero data retention and training posture at a glance, with full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutputCache read
USNo$0.30$1.20$0.06
MultiNo$0.63$2.67Input price
MultiNo$0.30$1.20$0.06

Live routes and prices as JSON: api.opper.ai/v3/models?q=minimax-m2.7

Uptime and availability

One of MiniMax M2.7's 3 routes is on the monitoring board, so the figure below is that provider's availability rather than the model's.

100%route uptime, last 30 days
Its other routes aren't measured here yet.

Name a second model in the same request and the gateway tries it on retriable errors, so a busy hour never has to reach your users. Set up a fallback chain.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. 2 further routes are not on the board yet. See uptime for every provider Opper monitors.

Data handling per route

Each route hosting MiniMax M2.7 has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

Novita — United States🇺🇸

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. US; SCCs; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
On by default, keeps nothing
GDPR DPA
DPA available
Transfer mechanism
SCCs

SCX — Multi-region

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. GLOBAL; unknown; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
Optional (off by default), keeps nothing
GDPR DPA
DPA available
Transfer mechanism
unknown

Tencent Cloud — Multi-region

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. GLOBAL; SCCs; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
On by default, keeps nothing
Caching
Content cached for replay
GDPR DPA
DPA available
Transfer mechanism
SCCs

Best for

Where MiniMax M2.7 ranks among the models on Opper with a score for each use case.

Benchmarks

Independent benchmark scores: the Intelligence Index and the individual evaluations behind it, grouped by skill.

Global rank#124 of 505 LLMs
TierEfficient
Output speed40 tok/s
Intelligence Index (previous version)22.8
Coding
Terminal-Bench 4.0
0%
SciCode
50%
Agentic & knowledge work
AutomationBench
4%
GDPval
26%
GDP.pdf
6%
Briefcase (Elo)719
Terminal-Bench Hard
39%
τ²-Bench Telecom
85%
Science & reasoning
Humanity's Last Exam
30%
GPQA Diamond
87%
Long-context reasoning
78%
Math & instruction following
IFBench
76%

Get started

Call MiniMax M2.7 through the Opper gateway with one API key. Opper is drop-in compatible with the OpenAI, Anthropic and Google AI SDKs.

MiniMax M2.7 is a premium model on Opper. Sign up needs no credit card: you get an API key straight away and the free models work in the playground and the API. Add a card to use premium models, pay-as-you-go with no minimum.

Set it up with your agent

Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "minimax-m2.7",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

Use MiniMax M2.7 in your apps

Pick your tool, then choose MiniMax M2.7 to see how to run it through Opper.

Use MiniMax M2.7 with tools

The tools MiniMax M2.7 can use through Opper. Pick one to see how to set it up.

Compare MiniMax M2.7 with…

Side-by-side on privacy, EU hosting, pricing, and benchmarks.

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