MiniMax M2.7

by MiniMax

Released 34 days after MiniMax M2.5 · 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
197K
Max output
131K
Input price
$0.25 /1M$0.05 cache read
Output price
$1.00 /1M
Released
  • EU residency available
  • 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 7 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$0.25$1.00$0.05
MultiNo$0.30$1.20$0.06
USNo$0.30$1.20Input price
EUNo$0.69$2.75Input price
USNo$0.28$1.20Input price
USNo$0.30$1.20Input price
MultiNo$0.64$2.71Input price

Uptime and availability

MiniMax M2.7 runs on 3 independently monitored routes through the Opper gateway. A direct integration leaves you on one of them, the gateway serves whichever is healthy.

100%effective uptime, last 30 days
Averaged across these routes on their own, a single provider reached 100% over the same window.
Daily status through the gateway, which serves each request from whichever route is healthy.
3 monitored providers serve MiniMax M2.7.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. 4 further routes for this model are not on the board yet and are not counted above. 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.

DeepInfra United States🇺🇸

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. US; 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
No classifier
GDPR DPA
DPA available
Transfer mechanism
unknown

Fireworks 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
Subprocessor access
Subprocessors may read content
GDPR DPA
DPA available
Transfer mechanism
SCCs

Geodd 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
No classifier
Caching
Not cached
GDPR DPA
DPA available
Transfer mechanism
SCCs

Infercom Germany🇩🇪

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. EU; 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
No classifier
Subprocessor access
Subprocessors may read content
GDPR DPA
DPA available
Transfer mechanism
Not applicable — data stays in EU

Morph United States🇺🇸

Zero data retention with abuse monitoring: prompts and outputs are kept for up to 30 days for abuse monitoring only, and are not used for training. No training on customer data. US; SCCs; DPA available.

Zero data retention
With abuse monitoring, 30-day window.
Training
No training on customer data.
Logging
Abuse monitoring (30-day retention)
Abuse monitoring
On by default, holds flagged content, a person can view samples
GDPR DPA
DPA available
Transfer mechanism
SCCs

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

Benchmarks

Independent benchmark scores — composite indices for reasoning, coding, and math, plus individual eval scores where available.

Intelligence Index22.8
Coding Index52.6
Reasoning & knowledge
GPQA Diamond
87%
Humanity's Last Exam
30%
Long-context reasoning
78%
Coding
SciCode
50%
Agentic & tool use
Terminal-Bench Hard
39%
τ²-Bench Telecom
85%
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);

Compare MiniMax M2.7 with…

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

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