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llama.cppvsumbrel

Two self-hosted projects, compared on the numbers selfhost.directory tracks live: score, popularity, release cadence and setup effort.

llama.cppumbrel
Score93/10052/100
Rank in category#2 of 25 in LLM Inference#9 of 22 in Home Server
GitHub stars132 674434
Stars, last 30 days+3 317—
Stable releases, 12 months14614
Latest releaseb11972 · 28 Oct 2026v2.0.0 · 2 Oct 2026
SetupModerateAdvanced
Official Docker imageYesYes
LicenseMITMIT
Main languageC++Typescript

Which one should you pick?

llama.cpp scores 93/100 against 52/100 for umbrel, so it is the safer default.

llama.cpp ships more often: 1461 stable releases in the past year, against 4 for umbrel.

If you want the quickest setup, llama.cpp is easier to run; umbrel needs more configuration.

llama.cpp is growing faster right now (+3 317 stars in 30 days).

Swap a project

Keep llama.cpp, compare it with
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