Updated March 31, 2026
Best Models for OpenClaw
The current docs now separate models from plugins and general setup. That is a good signal for SEO: users searching for “best OpenClaw model” are often really choosing between provider shapes, auth flows, and model capabilities, not just a brand name.
Direct vendor path
Best when you want a clean relationship with one provider and you know which model family you actually want to use.
Simple but narrowerCustom provider path
The onboarding flow now supports custom providers with OpenAI-compatible, Anthropic-compatible, or unknown autodetect behavior.
Model provider docsLocal-first path
Best when privacy, hardware experimentation, or lower cloud dependence matters more than a pure cloud workflow.
More control, more tuningHow To Evaluate A Model Stack
- Can the model handle your tools and multi-step workflow reliably?
- Is the provider/auth path stable enough for the way you operate?
- Do you need direct vendor access, routed access, or a custom provider shim?
- Would a local or CLI-backed model path reduce your operational risk?
What The Latest Official Signals Suggest
The latest release and docs surface show active provider work across multiple backends. That makes a fake “top 5 benchmark table” less useful than a page that helps users pick the right provider shape and model strategy for their actual workload.