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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24 models
huggingface Open weights
Ranked by Intelligence Index
Moonshot AI: Kimi K3 T
Reasoning Tools JSON Open weights 43.6

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 V4.1 Flash 1017 T
Reasoning Tools JSON Open weights 39.5

October 17 update of DeepSeek V4.1 Flash with improved reasoning, coding, agentic tasks, and visual understanding

deepseek/deepseek-v4.1-flash-1017 2026-10-17 1M context $0.15/M input $0.6/M output
31 providers
DeepSeek: DeepSeek V4 Pro 0813 T
Reasoning Tools JSON Open weights 36.0

DeepSeek V4 Pro snapshot with million-token context and support for thinking and non-thinking modes

deepseek/deepseek-v4-pro-0813 2026-08-13 1M context $0.132/M input $0.396/M output
42 providers
DeepSeek: DeepSeek V4 Flash Vision Exp T
Reasoning Tools JSON Open weights 34.8

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
DeepSeek: DeepSeek V4 Flash 0731 T
Reasoning Tools JSON Open weights 34.3

Official DeepSeek V4 Flash release with enhanced agentic capabilities and integrated DSpark speculative decoding

deepseek/deepseek-v4-flash-0731 2026-07-31 1M context $0.035/M input $0.07/M output
54 providers
DeepSeek: DeepSeek V4 Pro T
Reasoning Tools JSON Open weights 30.4

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
Xiaomi: MiMo-V2.5-Pro T
Reasoning Tools Open weights 26.0

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
Moonshot AI: Kimi K2.7 Code T
Reasoning Tools JSON Open weights 25.8

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
Thinkingmachines: Inkling Small T
Reasoning Tools Open weights 25.7

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 25.0

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
DeepSeek: DeepSeek V4.1 Flash T
Reasoning Tools JSON Open weights 24.7

DeepSeek V4.1 Flash model for reasoning and agentic coding

deepseek/deepseek-v4.1-flash 2026-09-10 1M context $0.02/M input $1/M output
70 providers
DeepSeek: DeepSeek V4 Flash T
Reasoning Tools JSON Open weights 24.4

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
Xiaomi: MiMo-V2.5 T
Reasoning Tools Open weights 21.8

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
StepFun: Step 3.7 Flash T
Reasoning Tools JSON Open weights 19.5

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
StepFun: Step 3.5 Flash T
Reasoning Tools JSON Open weights 17.0

StepFun flash lane for quick multimodal reasoning and coding assistance

stepfun/step-3.5-flash 2026-01-29 256K context $0.105/M input $0.314/M output
15 providers
Google: Gemma 4 26B A4B IT T
Reasoning Tools JSON Open weights 16.7

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 4 31B IT T
Reasoning Tools Open weights 14.7

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
OpenAI: GPT OSS 120B T
Reasoning Tools Open weights 11.6

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 $0.17/M output
62 providers
DeepSeek: DeepSeek-R1 T
Reasoning Open weights 11.4

Classic open reasoning model for transparent math, coding, and deliberate problem solving

deepseek/deepseek-r1 2025-01-20 128K context $0.58/M input $2.319/M output
16 providers
OpenAI: GPT OSS 20B T
Reasoning Tools Open weights 10.0

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
DeepSeek: DeepSeek V3 0324 T
Tools Open weights 9.7

DeepSeek chat model for instruction following, coding, and analysis

deepseek/deepseek-chat-v3-0324 2025-03-24 163.84K context $0.2/M input $0.8/M output
8 providers
Google: Gemma 3 27B IT T
Open weights 4.9

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 $0.35/M output
13 providers
Google: Gemma 3 4B IT T
Open weights 4.8

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
Google: Gemma 3 12B IT T
Open weights 3.8

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