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llama.cpp

Star snapshot⭐ 121.1k · 2026-07 snapshot

Open GitHub repo

Why it's picked

The engine under local inference: Ollama and countless desktop AI apps are built on it. Unavoidable when you need models on low-spec machines or edge devices, or fine control over quantization and VRAM.

Laojin's advice

Ollama covers daily needs; reach for llama.cpp when you need to squeeze performance. Q4_K_M GGUF is the quality/size sweet spot; its server mode doubles as an OpenAI-compatible endpoint.

Stars are a 2026-07 snapshot for scale reference only; see GitHub for live numbers.