Fingerprint your hardware, get the open-weight model + quant that actually fits, and install it in one command. No more CUDA/Metal/VRAM guesswork.
Pick your machine, name a model — get the verdict instantly.
Popular: DeepSeek-R1 (distill) on Apple M2 Pro Llama 3.3 on NVIDIA GeForce RTX 4090 Qwen2.5-Coder on Apple M3 Max Gemma 3 on Apple M1
Best for your machine: Apple M1 · 8GB Apple M2 Pro · 32GB Apple M4 Pro · 48GB NVIDIA GeForce RTX 4090 · 24GB VRAM
Want the actual math — memory budgets, GQA KV-cache, MBU calibration? Read the full methodology →
37 curated open-weight models, each with accurate fit data. See the full catalog →
Or take in the whole landscape at once: the compatibility matrix → — every model × every machine, one page.