TokenAssemble

TokenAssemble helps you determine exactly which local AI models your hardware can run—and how well they will perform. Enter or select your GPU, Mac, or mini-PC to get compatibility results based on VRAM, unified memory, system RAM, quantization level, context length, and runtime. TokenAssemble estimates model fit, expected speed, memory headroom, and the best configuration for tools such as Ollama, LM Studio, llama.cpp, and vLLM. Instead of relying on vague minimum requirements or trial and error, you get a clear verdict: whether the model will run, which quantization to use, what performance to expect, and when a hardware upgrade is actually necessary. TokenAssemble is built for developers, AI enthusiasts, and teams assembling a reliable local AI stack.