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
Image nvidia
Ranked by Coding Index
Moonshot AI: Kimi K3 T
Reasoning Tools JSON Open weights 76.2

Multimodal Kimi model with 1M context and toggleable max-effort thinking for long-horizon agent work

moonshotai/kimi-k3 2026-07-16 1.04858M context $3/M input $15/M output
82 providers
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 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 $1.87/M input $4.68/M output
24 providers
Meta: Muse Glimmer 30B T
Reasoning Tools JSON Open weights 49.0

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
12 providers
Google: Gemma 4 31B IT T
Reasoning Tools JSON Open weights 43.4

Largest Gemma 4 instruction model for open, self-hosted chat and reasoning

google/gemma-4-31b-it 2026-04-02 262.144K context $0.1/M input $0.34/M output
37 providers
StepFun: Step 3.7 Flash T
Reasoning Tools JSON Open weights 39.6

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

stepfun/step-3.7-flash 2026-05-29 256K context $0.202/M input $1.211/M output
21 providers
Google: Gemma 3 12B IT T
Tools Open weights 5.8

Open multimodal Gemma instruction model for multilingual text generation and image understanding

google/gemma-3-12b-it 2025-03-12 131.072K context $0.04/M input $0.12/M output
10 providers
Google: Gemma 3n E4B IT T
Open weights 3.2

Efficient on-device Gemma 3n model for text, image, and audio understanding

google/gemma-3n-e4b-it 2025-06-26 32.768K context Input not listed Output not listed
1 provider
Google: Gemma 3 4B IT T
Tools Open weights 2.7

Open multimodal Gemma instruction model for efficient text generation and image understanding

google/gemma-3-4b-it 2025-03-12 131.072K context $0.04/M input $0.05/M output
9 providers