MLX Community · First MLX build 2 Nov 2026

Kestrel-4B-Coder

MLX TextVision apache-2.0 New

A 4.5B parameter vision and text model, with 3 MLX builds, from 4-bit to 8-bit.

Hugging Face
Parameters
4.5B
From Hugging Face
Quantisation
4-bit
Kestrel-4B-Coder-4bit
Memory needed
6 GB
Estimate, unified memory
Download
3.0 GB
Weights, estimated
Downloads
177
This build, last 30 days
Task
Vision and text
Text, Vision
MLX builds
3
On mlx-community
Devices
Mac
Apple silicon

Memory

Estimated from the size of the weights, plus a fifth for context and working memory and 2 GB for macOS and your apps. Long contexts need more.

Run it

Terminal · mlx-vlm
$ pip install -U mlx-vlm
$ python -m mlx_vlm.generate --model mlx-community/Kestrel-4B-Coder-4bit --image photo.jpg --prompt "Describe this image"

MLX builds

3 on mlx-community
Click a column to sort. Smallest size and most downloads are highlighted.
Kestrel-4B-Coder-4bit 4-bit 3.0 GB 6 GB 177
Kestrel-4B-Coder-6bit 6-bit 4.1 GB 7 GB 72
Kestrel-4B-Coder-8bit 8-bit 5.1 GB 8 GB 167

Sizes are estimated from Hugging Face’s parameter counts and the quantisation. Downloads are for the last 30 days.