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
thinkingmachines 32K+
Ranked by Coding Index
Moonshot AI: Kimi K2.6 T
Reasoning Tools JSON Open weights 61.8

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
Thinkingmachines: Inkling Small T
Tools Open weights 52.9

Multimodal MoE reasoning model (276B total, 12B active) for text, image, and audio

thinkingmachines/inkling-small 2026-07-30 1.04858M context $0.58/M input $1.44/M output
15 providers
Thinkingmachines: Inkling T
Reasoning Tools Open weights 52.1

Multimodal MoE reasoning model (975B total, 41B active) for text, image, and audio

thinkingmachines/inkling 2026-07-15 1.04858M context $1/M input $4.05/M output
24 providers
NVIDIA: Nemotron 3 Ultra 550B A55B T
Reasoning Tools Open weights 49.3

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

nvidia/nemotron-3-ultra-550b-a55b 2026-06-04 1M context $0.1/M input $0.1/M output
17 providers
NVIDIA: Nemotron 3 Super 120B A12B T
Reasoning Open weights 37.7

Nemotron middle tier for collaborative agents and high-volume reasoning workloads

nvidia/nemotron-3-super-120b-a12b 2026-03-11 262.144K context $0.05/M input $0.25/M output
17 providers
OpenAI: GPT OSS 120B T
Reasoning Tools JSON Open weights 30.4

Open GPT reasoning model for self-hosted agents and controllable deployments

openai/gpt-oss-120b 2025-08-05 131.072K context $0.03/M input $0.15/M output
62 providers
NVIDIA: Nemotron 3.5 Lightning 30B A3B T
Reasoning Tools Open weights 26.8

Fast NVIDIA Nemotron MoE for reliable agentic tasks across enterprise workloads

nvidia/nemotron-3.5-lightning 2026-08-11 262.144K context $0.025/M input $0.12/M output
13 providers
OpenAI: GPT OSS 20B T
Reasoning Tools JSON Open weights 20.7

Open GPT reasoning model for self-hosted agents and controllable deployments

openai/gpt-oss-20b 2025-08-05 131.072K context $0.018/M input $0.09/M output
39 providers
NVIDIA: Nemotron 3 Nano 30B A3B T
Open weights 14.4

Small Nemotron 3 MoE for efficient coding, math, and long-context agents

nvidia/nemotron-3-nano-30b-a3b 2025-12-15 262.144K context $0.05/M input $0.2/M output
14 providers