18 models
Ranked by Coding Index
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
Reasoning Tools JSON Open weights 65.0

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
Reasoning Tools 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
Reasoning Tools JSON Open weights 60.8

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
Reasoning Tools JSON Open weights 59.1

Open agentic MoE model (397B total, 17B active) for coding, tool use, and research workflows

nex-agi/nex-n2-pro 2026-06-02 262.144K context $0.5/M input $2.5/M output
1 provider
Reasoning Tools JSON Open weights 57.0

Native multimodal hybrid MoE model for image and video understanding, reasoning, and visual agents

inclusionai/ling-3.0-flash-vl 2026-09-10 262.144K context $0.06/M input $0.18/M output
6 providers
Reasoning Tools Open weights 56.8

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
Reasoning 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
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
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
Reasoning Tools Open weights 46.8

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

moonshotai/kimi-k2.5 2026-01-27 262.144K context $0.375/M input $2/M output
47 providers
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 $0.25/M output
37 providers
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
Reasoning Tools JSON Open weights 39.3

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
Open weights 10.1

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
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
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
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 $0.08/M output
9 providers