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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15 models
llmgateway Open weights
Ranked by Agentic Index
Moonshot AI: Kimi K3 T
Reasoning Tools JSON Open weights 50.6

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
63 providers
DeepSeek: DeepSeek V4 Flash T
Reasoning Tools JSON Open weights 27.9

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
62 providers
DeepSeek: DeepSeek V4 Pro T
Reasoning Tools JSON Open weights 27.7

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

deepseek/deepseek-v4-pro 2026-04-24 1M context $0.435/M input $0.87/M output
62 providers
Xiaomi: MiMo-V2.5-Pro T
Reasoning Tools Open weights 22.7

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
24 providers
Moonshot AI: Kimi K2.7 Code T
Reasoning Tools JSON Open weights 22.5

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
61 providers
Moonshot AI: Kimi K2.6 T
Reasoning Tools JSON Open weights 22.1

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

moonshotai/kimi-k2.6 2026-04-21 262.144K context $0.95/M input $4/M output
64 providers
Moonshot AI: Kimi K2.5 T
Tools Open weights 21.7

Earlier Kimi frontier model for long-context agents, coding, and multimodal work

moonshotai/kimi-k2.5 2026-01 262.144K context $0.3/M input $1.9/M output
46 providers
NVIDIA: Nemotron 3 Ultra 550B A55B T
Reasoning Tools Open weights 21.7

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

nvidia/nemotron-3-ultra-550b-a55b 2026-06-04 1M context $0.5/M input $2.5/M output
15 providers
DeepSeek: DeepSeek V3.2 T
Reasoning Tools JSON Open weights 18.3

Hybrid-reasoning DeepSeek model with thinking and non-thinking modes, sparse attention, and tool-use

deepseek/deepseek-v3.2 2025-12-01 128K context $0.18/M input $0.35/M output
24 providers
Xiaomi: MiMo-V2.5 T
Reasoning Tools JSON Open weights 17.4

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
23 providers
Google: Gemma 4 26B A4B IT T
Reasoning Tools JSON Open weights 11.0

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
22 providers
Google: Gemma 4 31B IT T
Reasoning Tools JSON Open weights 6.7

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

google/gemma-4-31b-it 2026-04-02 262.144K context $0.09/M input $0.34/M output
33 providers
OpenAI: GPT OSS 120B T
Reasoning Tools JSON Open weights 6.2

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
53 providers
Moonshot AI: Kimi K2 Thinking T
Tools Open weights 1.8

Thinking Kimi model for slower research passes, planning, and hard technical questions

moonshotai/kimi-k2-thinking 2025-11-06 262.144K context $0.4/M input $2.5/M output
22 providers
OpenAI: GPT OSS 20B T
Reasoning Tools Open weights 1.4

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

openai/gpt-oss-20b 2025-08-05 131.072K context $0.02/M input $0.1/M output
32 providers