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MiniMax M2.7

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...

Capabilities:

Input

Text input
Image input (vision)
File input (PDF)
Audio input
Video input

Output

Text output
Image output
Audio output

Benchmark scores:

BenchmarkRankScore

FrontierCode Main
Rank#10 of 12
Score6%
FrontierCode Diamond
Rank#8 of 11
Score2.4%

MiniMax M2.7 on FrontierCode Main

Cognition's test of whether a model writes code maintainers would actually merge, not just code that passes tests. Main is the 100 hardest of 150 tasks. Higher is better.

MiniMax M2.7 scores 6%, #10 of 12 tracked models.
Claude Fable 5 leads at 46.3%. The group median is 16.35%.

vs. top models

Full interactive leaderboard on our FrontierCode Main page.

Source: cognition.ai · Updated June 2026

MiniMax M2.7 on FrontierCode Diamond

2.4%

The 50 hardest FrontierCode tasks: the toughest production-code problems, graded on whether maintainers would merge the patch. Scores stay low by design. Higher is better.

MiniMax M2.7 scores 2.4%, #8 of 11 tracked models.
Claude Opus 4.8 leads at 13.4%. The group median is 3.8%.

vs. top models

Full interactive leaderboard on our FrontierCode Diamond page.

Source: cognition.ai · Updated June 2026

Pricing & availability:

OpenRouter
$0.27 / $1.08 per M

Appears in rankings:

Best open-source models for Hermes

Sources:

OpenRouter

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Details:

Provider
MiniMax
Context window
205K
Input price
$0.27/M
Output price
$1.08/M
Open weights
Yes
Released
Mar 2026