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vLLM

Apache-2.0 high-throughput LLM inference and serving engine

AI Agents / Agents · Apache-2.0 · 94.1k

Reviewed 2026-09-11 · last push 2026-10-19 · repo checked 2026-10-19

What's Good

Apache-2.0. vllm-project/vllm. Continuous batching, PagedAttention, broad model/quantization support, OpenAI-compatible API server. Built for GPU (and growing accelerator) serving at scale — docs at docs.vllm.ai.

The Catch

Vs Ollama (local model runner UX): vLLM is a serving/inference engine, not a laptop chat app. Expect CUDA/ROCm/TPU ops, driver versions, and multi-GPU reality. CPU-only is not the point. You bring hardware and ops.

Verdict

Apache-2.0 LLM serving. Free forever software; the bill is GPUs and the cluster, not a license key.

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