MLX-LoRA-Studio alternatives
Curated alternatives to MLX-LoRA-Studio — and why you'd switch.
LlamaFactory
The unified fine-tuning framework: 100+ LLMs and VLMs via LoRA/QLoRA/full-parameter, config-driven or through the LlamaBoard GUI. ACL 2024, 1000+ citations, 73k stars.
Why switchBoth GUI-driven fine-tuning across many methods. LLaMA-Factory is the CUDA-world standard (100+ models, LlamaBoard, cluster-ready); MLX LoRA Studio trades that breadth for a native Mac app that trains entirely on Apple Silicon.
Full comparison →h2o-llmstudio
H2O's no-code GUI and framework for fine-tuning LLMs — LoRA, 8-bit, DPO and experiment tracking behind a web UI, with CLI and Docker paths for the same configs.
Why switchSame promise — fine-tune without writing code — different homes: H2O LLM Studio is a web UI/Docker framework for GPU boxes; MLX LoRA Studio is a native macOS app for the machine on your desk.
Full comparison →kev
Open reproduction of TypeSafe's Jev: a LoRA + readout head on Qwen that answers many typed questions about one document in a single prefill pass, returning calibrated probabilities.
Why switchBoth get a LoRA trained on your own Mac; mlx-lora-studio is the general GUI over any model and SFT/DPO recipe, kev is one opinionated decision-model recipe (~1h45m for 0.5B on an M5) that ships its own server and eval suites.
Full comparison →