7 models
Ranked by SWE-Bench Verified
Reasoning Tools Open weights 80.5

MiniMax multimodal model for long-context coding, perception, and agent planning

minimax/MiniMax-M3 2026-06-01 1.04858M context $0.3/M input $1.2/M output
37 providers
Tools Open weights 77.2

Qwen vision-language model for visual reasoning, documents, and agent tasks

alibaba/qwen3.6-27b 2026-04-22 262.144K context $0.6/M input $3.6/M output
24 providers
Reasoning Tools JSON Open weights 76.5

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters...

stepfun/step-3.7-flash 2026-05-29 256K context $0.2/M input $1.15/M output
17 providers
Reasoning Tools JSON Open weights 76.4

Large open Qwen multimodal MoE for visual agents and long technical tasks

alibaba/qwen3.5-397b-a17b 2026-02-15 262.144K context $0.6/M input $3.6/M output
18 providers
Reasoning Tools JSON Open weights 73.4

Open multimodal Qwen MoE for local agents that need vision, audio, and code

alibaba/qwen3.6-35b-a3b 2026-04-17 262.144K context $0.248/M input $1.485/M output
19 providers
Tools Open weights 72.4

Qwen vision-language model for visual reasoning, documents, and agent tasks

alibaba/qwen3.5-27b 2026-02-23 262.144K context $0.3/M input $2.4/M output
14 providers
Reasoning Tools JSON Open weights 72.0

Qwen vision-language model for visual reasoning, documents, and agent tasks

alibaba/qwen3.5-122b-a10b 2026-02-23 262.144K context $0.4/M input $3.2/M output
16 providers