Coding Agent Leaderboard - Shellbench — leaderboard

Metric: Score (%). Source: huggingface.co. 5 models tracked.

Top models

#ModelScore
1Qwen3.6-27B-FP8 + OpenClaw12.8
2NVIDIA-Nemotron-3-Super-120B-A12B-NVFP4 + OpenClaw1.4
3Mistral-Small-4-119B-2603-NVFP4 + OpenClaw0.9
4gemma-4-31B-it-FP8-block + OpenClaw0
5gpt-oss-120b + OpenClaw0

Interactive version: theaggregate.ai/benchmark?slug=coding-agent-leaderboard-shellbench · How It Works · Data refreshed daily, snapshot 2026-08-07.