llama.cpp vs MLC LLM

A side-by-side comparison of two self-hosted local llm runners options — licensing, setup difficulty, resource needs, and what each one replaces.

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Featurellama.cppMLC LLM
CategoryLocal LLM RunnersLocal LLM Runners
LicenseMITApache-2.0
LanguageC++Python
Setup difficultyHardHard
Min. RAM8,192 MB4,096 MB
Deploymentbinary, bare-metal, dockersource, binary
GitHub stars★ 123,039★ 23,040
First released20232023
ReplacesOpenAI APIOpenAI API

Why pick each one

Choose llama.cpp if…

  • Released under the MIT license
  • First-class Docker support for quick deployment
  • Mature project with 123k GitHub stars
  • Written in C++
llama.cpp details

Choose MLC LLM if…

  • Released under the Apache-2.0 license
  • Mature project with 23k GitHub stars
  • Written in Python
MLC LLM details

Frequently asked questions

Is llama.cpp or MLC LLM better?

Neither is universally better. llama.cpp has the larger community; both share a hard setup difficulty, so the decision comes down to features and licensing.

Are llama.cpp and MLC LLM free and open-source?

Yes. llama.cpp is licensed under MIT and MLC LLM under Apache-2.0. Both can be self-hosted at no software cost.

Can I run llama.cpp and MLC LLM with Docker?

llama.cpp: yes. MLC LLM: check the project docs for container support.

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