MM-ClawBench

An OpenClaw-derived agent benchmark covering practical work and life tasks such as office document delivery, research, planning, and code maintenance.

2 models

Higher is better.

1MiniMax M2.7MiniMax62.7
2MiMo-V2.5Xiaomi23.8

Higher is better. Bar colour: blue proprietary, orange open weights, green other.

About this benchmark

Metric: Agent workflow evaluation
Tasks: OpenClaw-style real-world tasks
Authors: MiniMax (2026)
Source: MiniMax M2.7: Early Echoes of Self-Evolution ↗

Scores are as reported by model developers or evaluators and may use different settings (for example reasoning effort or tools). Compare with care.