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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3 models
Tool calling wandb
Ranked by SWE-Bench Verified
Reflection: Beam 1.0 501B A23B T
Reasoning Tools Open weights 81.6

Sparse mixture-of-experts reasoning model with 23B active parameters for coding and agentic workflows

reflection/beam-1.0-501b-a23b 2026-10-05 1.04858M context $0.24/M input $0.98/M output
9 providers
Moonshot AI: Kimi K2.6 T
Reasoning Tools JSON Open weights 80.2

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
Moonshot AI: Kimi K2.5 T
Reasoning Tools JSON Open weights 70.8

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