Confirm identity and visibility first
Use shape, Base URL, model list, and lightweight chat probe together. Compatible OpenAI protocol alone is not identity.
- Model ID: meta-llama/llama-guard-4-12b
- Provider: Meta
- Check dimension: pricing and context check