TokenAssemble Local LLM Advisor

Find the right local LLM setup for your hardware.

TokenAssemble helps AI assistants evaluate whether a local language model will run on a specific GPU, CPU, RAM, and VRAM configuration. It provides practical recommendations for:

• Model and hardware compatibility
• Recommended quantization levels
• Estimated VRAM and system memory requirements
• Expected generation performance
• GPU and local AI hardware comparisons
• Runtime recommendations for Ollama, LM Studio, llama.cpp, and vLLM

Use this MCP server when a user asks questions such as:

• “Can my RTX 4070 run Qwen3 32B?”
• “Which Llama model should I use with 16 GB of VRAM?”
• “What quantization should I download?”
• “How fast will this model run on my computer?”
• “Which GPU should I buy for local AI?”

Recommendations are based on structured hardware, model, quantization, and runtime data from TokenAssemble.