Best Unsloth Alternatives

Llamafile by Mozilla packages a complete LLM — model weights, inference engine, and OpenAI-compatible API server — into a single executable file that runs on Mac, Windows, Linux, FreeBSD, and OpenBSD with no installation. Built on llama.cpp and Cosmopolitan Libc for cross-platform portability, it delivers GPU-accelerated inference when available and falls back to optimized CPU execution. Supports GGUF models with a built-in web chat UI and REST API for integration.

PrivateGPT enables fully private document interaction using GPT-powered RAG without any data leaving your machine. Ingest documents (PDF, DOCX, TXT, and more) and chat with them using local LLMs via Ollama or remote providers. Built on LlamaIndex with Qdrant vector storage. 57,200+ GitHub stars, Apache 2.0 licensed. The go-to solution for air-gapped environments, regulated industries, and anyone who needs document Q&A without cloud data exposure.

llm-d is an open-source Kubernetes-native stack for distributed LLM inference with cache-aware routing and disaggregated serving. It separates prefill and decode stages across different GPU pools for optimal resource utilization, routes requests to nodes with warm KV caches, and integrates with vLLM as the serving engine. Apache-2.0 licensed with 2,900+ GitHub stars.