Runtime comparison
llama.cpp vs Text Generation WebUI
llama.cpp is a MIT-licensed runtime for Linux · macOS · Windows running on CUDA · Metal · CPU · Vulkan · ROCm; Text Generation WebUI is AGPL-3.0-licensed for Linux · macOS · Windows on CUDA · Metal · CPU · ROCm. Both rate 3/5 for ease of setup. Pick llama.cpp for serving many requests at once; pick Text Generation WebUI for people who want a desktop app and no terminal.
| Spec | llama.cpp | Text Generation WebUI |
|---|---|---|
| License | MIT | AGPL-3.0 |
| Operating systems | Linux · macOS · Windows | Linux · macOS · Windows |
| GPU backends | CUDA · Metal · CPU · Vulkan · ROCm | CUDA · Metal · CPU · ROCm |
| Install | source / binary | source / binary |
| Ease of use | 3/5 | 3/5 |
| Quant formats | gguf | — |
| Engine | ggml | llama.cpp|exllamav2|transformers |
| GitHub stars | 119,748 | 47,437 |
| Latest version | b9935 | v4.9 |
| Graphical app (GUI) | No | Yes |
| Server mode | Yes | Yes |
| OpenAI-compatible API | Yes | Yes |
| CPU offload | Yes | Yes |
| Multi-GPU | Yes | Yes |
| Speculative decoding | Yes | Yes |
| LoRA support | Yes | Yes |
| KV-cache quantization | Yes | Yes |
Which should you use?
llama.cpp
Best for serving many requests at once. Command line and server, runs on CUDA · Metal · CPU · Vulkan · ROCm.
Full llama.cpp guide →Text Generation WebUI
Best for people who want a desktop app and no terminal. Ships a graphical app, installs in one line, runs on CUDA · Metal · CPU · ROCm.
Full Text Generation WebUI guide →Neither runtime changes whether a model fits — that is your memory and quantization. Check your hardware first, then pick the runtime.
Sources: llama.cpp github.com/ggml-org/llama.cpp (as of 2026-07-11); Text Generation WebUI github.com/oobabooga/text-generation-webui (as of 2026-07-08).