15 models
Ranked by SWE-Bench Verified
Reasoning Tools JSON Open weights 80.6

Open MoE flagship with million-token context for coding and long agent runs

deepseek/deepseek-v4-pro 2026-04-24 1M context $0.435/M input $0.87/M output
62 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
Reasoning Tools JSON Open weights 79.0

Fast DeepSeek V4 lane for economical reasoning, coding, and long-context work

deepseek/deepseek-v4-flash 2026-04-24 1M context $0.15/M input $0.6/M output
62 providers
Reasoning Tools Open weights 78.9

Stronger MiMo Pro tier for multimodal reasoning and coding-agent execution

xiaomi/mimo-v2.5-pro 2026-04-22 1.04858M context $0.435/M input $0.87/M output
24 providers
Reasoning Tools JSON Open weights 78.0

Tencent Hy reasoning model for coding, instruction following, and agent tasks

tencent/hy3 2026-07-06 256K context $0.066/M input $0.26/M output
17 providers
Reasoning Tools JSON Open weights 77.6

Balanced Mistral model for enterprise assistants, multilingual work, and tools

mistral/mistral-medium-2604 2026-04-29 262.144K context $1.5/M input $7.5/M output
9 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 76.0

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 74.4

StepFun flash lane for quick multimodal reasoning and coding assistance

stepfun/step-3.5-flash 2026-01-29 256K context $0.1/M input $0.3/M output
14 providers
Reasoning Tools Open weights 74.4

Tencent Hy reasoning model for coding, instruction following, and agent tasks

tencent/hy3-preview 2026-04-20 256K context $0.066/M input $0.26/M output
7 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
Tools Open weights 71.3

Thinking Kimi model for slower research passes, planning, and hard technical questions

moonshotai/kimi-k2-thinking 2025-11-06 262.144K context $0.4/M input $2.5/M output
22 providers
Reasoning Tools Open weights 70.9

Agentic coding model from Poolside in the XS size class for local deployment

poolside/laguna-xs-2.1 2026-07-02 262.144K context $0.06/M input $0.12/M output
6 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
Reasoning Tools Open weights 70.7

Largest Nemotron 3 model for maximum open-weight reasoning and agent accuracy

nvidia/nemotron-3-ultra-550b-a55b 2026-06-04 1M context $0.5/M input $2.5/M output
15 providers