6 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
Reasoning Tools JSON Open weights 80.2

Multimodal Kimi workhorse for agent loops, coding tasks, and visual context

moonshotai/kimi-k2.6 2026-04-21 262.144K context $0.95/M input $4/M output
64 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
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
Tools Open weights 70.8

Earlier Kimi frontier model for long-context agents, coding, and multimodal work

moonshotai/kimi-k2.5 2026-01 262.144K context $0.3/M input $1.9/M output
46 providers