MiniMax M2.7

by MiniMax

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.

Key info

Input
Output
Features
Context window
197K
Max output
197K
Input price
$0.25 /1M
Output price
$1.00 /1M
  • 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 6 different routes through the Opper gateway. Compare residency, ZDR, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
USEnterpriseNo$0.25$1.00
MultiEnterpriseNo$0.30$1.20
USZero data retentionNo$0.30$1.20
EUZero data retentionNo$0.69$2.77
USEnterpriseNo$0.28$1.20
USEnterpriseNo$0.30$1.20

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 99.78% 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. 3 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 β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; unknown.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Limited debug logs
Third-party access
None disclosed
GDPR DPA
No DPA
Transfer mechanism
unknown

Fireworks β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. GLOBAL; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
None
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
SCCs

Geodd β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; SCCs; DPA available.

Zero data retention
On by default on Pay-as-you-go.
Training
No training on customer data.
Logging
None
Third-party access
Provider may share with subprocessors / partners
GDPR DPA
DPA available
Transfer mechanism
SCCs

Infercom β€” GermanyπŸ‡©πŸ‡ͺ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. EU; DPA available.

Zero data retention
On by default on Pay-as-you-go.
Training
No training on customer data.
Logging
None
Third-party access
Provider may share with subprocessors / partners
GDPR DPA
DPA available
Transfer mechanism
Not applicable β€” data stays in EU

Morph β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring (30-day retention)
Third-party access
Provider may share with subprocessors / partners
GDPR DPA
DPA available
Transfer mechanism
SCCs

Novita β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
SCCs

Benchmarks

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

Global rank#78 of 583 LLMs
TierStrong
Output speed0 tok/s
First token0.00s
Intelligence Index38.9
Coding Index52.6
Reasoning & knowledge
GPQA Diamond
87%
Humanity's Last Exam
30%
Long-context reasoning
75%
Coding
SciCode
47%
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. Let your coding agent set it up, or call it directly β€” Opper is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

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: "deepinfra/MiniMaxAI/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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