ModelFit - Plan LLM memory before renting GPUs
ModelFit is a free deployment planning tool for open language models. It estimates model weights, KV cache, runtime overhead, and memory headroom from model size, quantization, context length, concurrency, and GPU count. The result helps developers understand whether a workload fits, compare practical GPU profiles, and carry the chosen assumptions into a deployment plan before renting capacity.