TokenAssemble

Runtime comparison

Ollama vs Text Generation WebUI

Ollama is a MIT-licensed runtime for Linux · macOS · Windows running on CUDA · Metal · CPU · ROCm; Text Generation WebUI is AGPL-3.0-licensed for Linux · macOS · Windows on CUDA · Metal · CPU · ROCm. Ollama rates easier to set up (5/5 vs 3/5 in our sourced ratings). Pick Ollama for getting a model running fastest; pick Text Generation WebUI for people who want a desktop app and no terminal.

SpecOllamaText Generation WebUI
LicenseMITAGPL-3.0
Operating systemsLinux · macOS · WindowsLinux · macOS · Windows
GPU backendsCUDA · Metal · CPU · ROCmCUDA · Metal · CPU · ROCm
Installbinarysource / binary
Ease of use5/53/5
Quant formatsgguf
Enginellama.cppllama.cpp|exllamav2|transformers
GitHub stars175,77347,437
Latest versionv0.31.2v4.9
Graphical app (GUI)NoYes
Server modeYesYes
OpenAI-compatible APIYesYes
CPU offloadYesYes
Multi-GPUYesYes
Speculative decodingYesYes
LoRA supportYesYes
KV-cache quantizationYesYes

Which should you use?

Ollama

Best for getting a model running fastest. Command line and server, installs in one line, runs on CUDA · Metal · CPU · ROCm.

Full Ollama 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: Ollama github.com/ollama/ollama (as of 2026-07-11); Text Generation WebUI github.com/oobabooga/text-generation-webui (as of 2026-07-08).