# MLC LLM vs SGLang

| Attribute | MLC LLM | SGLang |
|---|---|---|
| **Vioscale score** | 30.9 (19% (low)) | 13.7 (3% (low)) |
| activity.commits_last_30d | 2 | - |
| adoption.dependent_repos | 0 | - |
| adoption.github_stars | 23,095 | - |
| deployment.options | `{"self_hosted":true}` | `{"self_hosted":true}` |
| description.long | An open-source machine learning compiler that enables developers to deploy and optimize large language models efficiently with a unified, OpenAI-compatible API. | A deployment system that serves language models across various architectures with optimized performance on NVIDIA and AMD GPUs, compatible with standard API interfaces. |
| features.capabilities | `{"open_source":true,"gpu_acceleration":true,"openai_compatible_api":true}` | - |
| integrations.count | - | 2 |
| integrations.list | - | `[{"name":"Hugging Face"},{"name":"OpenAI"}]` |
| language.primary | Python | - |
| license.spdx | Apache-2.0 | - |
| platform.support | `{"cli":true,"ios":true,"mac":true,"web":true,"linux":true,"android":true,"windows":true}` | - |
| pricing | `{"type":"open_source","sourceUrl":"https://llm.mlc.ai","retrievedAt":"2026-08-21T11:07:44.050Z"}` | - |
| pricing.model | open_source | - |
| pricing.price_level | free | - |
| release.history | `[{"url":"https://github.com/mlc-ai/mlc-llm/releases/tag/v0.1.dev0","date":"2023-04-29T03:31:41Z","type":"prerelease","version":"v0.1.dev0"}]` | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=spack&package_name=mlc-llm&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (Model Serving)

| Capability | MLC LLM | SGLang |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Continuous batching | - | - |
| Dynamic batching | - | - |
| Multi framework support | - | - |
| GPU acceleration | ✓ | - |
| Multi GPU multi node | - | - |
| Quantization support | - | - |
| Openai compatible API | ✓ | - |
| Autoscaling scale to zero | - | - |
| Multi model serving | - | - |
| Canary ab rollout | - | - |
| Kubernetes native | - | - |
| Open source | ✓ | - |

*Source: Vioscale. Generated 2026-09-01T16:58:18.810Z. "-" = undocumented, not absent.*