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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11 models
Image huggingface
Ranked by Agentic Index
Moonshot AI: Kimi K3 T
Reasoning Tools JSON Open weights 50.0

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
DeepSeek: DeepSeek V4 Flash Vision Exp T
Reasoning Tools JSON Open weights 47.5

Experimental multimodal DeepSeek V4 Flash model for image understanding, coding, and agentic work

deepseek/deepseek-v4-flash-vision-exp 2026-08-21 1M context $0.15/M input $0.6/M output
23 providers
Thinkingmachines: Inkling Small T
Reasoning Tools Open weights 23.5

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

thinkingmachines/inkling-small 2026-07-30 1.04858M context $0.3/M input $1.2/M output
15 providers
Thinkingmachines: Inkling T
Reasoning Tools Open weights 22.5

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
StepFun: Step 3.7 Flash T
Reasoning Tools Open weights 21.7

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
Moonshot AI: Kimi K2.7 Code T
Reasoning Tools JSON Open weights 21.0

Coding-focused Kimi model, stronger on long-horizon repo work with less overthinking

moonshotai/kimi-k2.7-code 2026-06-12 262.144K context $0.95/M input $4/M output
67 providers
Xiaomi: MiMo-V2.5 T
Reasoning Tools Open weights 15.8

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
Google: Gemma 4 31B IT T
Reasoning Tools JSON Open weights 4.2

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 $0.3/M output
37 providers
Google: Gemma 4 26B A4B IT T
Reasoning Tools JSON Open weights 2.9

Open Gemma instruction model for efficient chat and self-hosted deployments

google/gemma-4-26b-a4b-it 2026-04-02 262.144K context $0.042/M input $0.22/M output
25 providers
Google: Gemma 3 12B IT T
Tools Open weights 0.1

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 3 27B IT T
Tools Open weights 0.1

Largest open Gemma 3 instruction model for multilingual text generation and visual understanding

google/gemma-3-27b-it 2025-03-12 131.072K context $0.08/M input $0.45/M output
13 providers