ModelBench
Model catalog

Models

Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.

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9 models
nano-gpt Open weights
Ranked by SWE-Bench Pro
Reflection: Beam 1.0 501B A23B T
Reasoning Tools JSON Open weights 76.5

Sparse mixture-of-experts reasoning model with 23B active parameters for coding and agentic workflows

reflection/beam-1.0-501b-a23b 2026-10-05 1.04858M context $0.24/M input $0.98/M output
9 providers
Tencent: Hy3 T
Reasoning Tools JSON Open weights 57.9

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
23 providers
Xiaomi: MiMo-V2.5-Pro T
Reasoning Tools Open weights 57.2

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
26 providers
Xiaomi: MiMo-V2.5 T
Reasoning Tools Open weights 56.1

Open MiMo model for multimodal coding agents and long-context automation

xiaomi/mimo-v2.5 2026-04-22 1.04858M context $0.14/M input $0.28/M output
27 providers
DeepSeek: DeepSeek V4 Pro T
Reasoning Tools JSON Open weights 55.4

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

deepseek/deepseek-v4-pro 2026-04-24 1M context $0.66/M input $1.98/M output
71 providers
DeepSeek: DeepSeek V4 Flash T
Reasoning Tools JSON Open weights 52.6

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
68 providers
Meta: Muse Glimmer 30B T
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
12 providers
Poolside: Laguna XS 2.1 T
Reasoning Tools Open weights 47.6

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
Moonshot AI: Kimi K2.6 T
Reasoning Tools JSON Open weights 27.3

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

moonshotai/kimi-k2.6 2026-04-20 262.144K context $0.95/M input $4/M output
69 providers