8 models
Ranked by SWE-Bench Pro
Open weights 62.2

Large coding-reasoning model for agentic software tasks and RL search

deepreinforce/ornith-1.0-397b 2026-06-25 262.144K context Input not listed Output not listed
Reasoning Tools Open weights 59.0

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 56.3

Newer StepFun flash model for faster agents, coding, and multimodal prompts

stepfun/step-3.7-flash 2026-05-29 256K context $0.185/M input $1.11/M output
17 providers
Reasoning Tools JSON Open weights 51.2

Muse Glimmer is a 30-billion-parameter open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark for always-on local agents, tool use, coding, and image understanding.

meta/muse-glimmer-30b 2026-08-10 131.072K context $0.2/M input $0.8/M output
9 providers
Open weights 50.4

Large coding-reasoning model for agentic software tasks and RL search

deepreinforce/ornith-1.0-35b 2026-06-25 262.144K context Input not listed Output not listed
Open weights 42.9

Open coding-reasoning model for repository tasks and self-improving agents

deepreinforce/ornith-1.0-9b 2026-06-25 262.144K context Input not listed Output not listed
Reasoning Tools JSON Open weights 27.3

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 5.2

Open multimodal Llama for strong reasoning with efficient everyday serving

meta/llama-4-maverick-17b-instruct 2025-04-05 1M context $0.14/M input $0.59/M output
6 providers