Skip to content

Local AI models

Which AI models run on a Mac with 24 GB?

21 of Toskar's 21 models run on a Mac with 24 GB, and 19 of them run comfortably. A MacBook Air, Mac mini, or MacBook Pro with a memory upgrade.

Start here

The best model for each job

The largest model of each kind that runs comfortably on this computer.

  • Everyday chat and writing

    Muse Glimmer 30B

    Meta's large model that sees pictures, codes, and reasons well; for 32 GB Macs or 24 GB graphics cards.

  • Coding

    Qwen 2.5 Coder 14B

    Excellent programming model for larger refactors and multi-file work.

  • Pictures and screenshots

    Qwen 3.5 9B

    Strong everyday assistant that also sees pictures.

  • Step-by-step reasoning

    Qwen 2.5 14B

    Largest curated quality pick when your machine has headroom.

Every model on this computer

Graded with Toskar 1.12.1's own estimate: the model file plus working memory at an 8K context.

Excellent fitPlenty of memory to spare.

Good fitShould run comfortably.

Tight fitRuns, with little memory to spare. Close other big apps.

Questions

What's the best local AI model for a Mac with 24 GB?
For everyday use, start with Muse Glimmer 30B: it's the largest of its kind that runs comfortably here. For coding, try Qwen 2.5 Coder 14B. For pictures and screenshots, try Qwen 3.5 9B. For step-by-step reasoning, try Qwen 2.5 14B.
How big a model can a Mac with 24 GB run?
The largest that runs is Qwen 2.5 32B, at about 21.5 GB; the largest that runs comfortably is Muse Glimmer 30B, at about 17.1 GB. Memory decides it: the model and the conversation have to fit, with room left for everything else you have open.
Do I need a graphics card?
No. On a Mac with Apple silicon the graphics share the Mac's memory, so every model below uses it to answer quickly.
Does it cost anything to run these models?
No. Toskar Core is free and open source, and the models download at no cost. Everything runs on your own computer, so there's no subscription and no per-question bill.

Other computers

Run them with Toskar

Toskar Core is free and open source for Mac, Windows, and Linux. It suggests the models that fit your computer, downloads them for you, and keeps every question on your computer.