By use case
Best local LLMs by use case
Hardware fit is half the question. The other half is what the model is for. Pick a use case to see the top open models for it (ranked by LMArena Elo where we have it), each with the memory it needs.
Best for coding Models tuned for code generation and agentic coding (SWE-bench, fill-in-the-middle). 11 models → Best for reasoning Models that think step by step before answering, for math, logic and planning. 18 models → Best for multilingual Models with language-first training beyond English (Indic, Korean, Chinese). 6 models →
Or browse by device, by memory budget, or the full model list.
Models tagged by their stated purpose; memory computed at Q4_K_M, validated 2026-08-03.