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Top 20 LLM inference engines

Serve open models on your own hardware

Mis à jour · GitHub stars (stars)

Pourquoi ces 20

Ranked by GitHub stars: how many developers bookmarked the project. Stars measure attention, not quality, so each row also shows forks, open issues, licence and the last push.

  1. 1

    nomic-ai/gpt4all

    GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.

    77,353 stars 8,266 forks775 open issuesC++last push 2025-05-27MIT

  2. 2

    ray-project/ray

    Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

    44,088 stars 8,176 forks3,609 open issuesPythonlast push 2026-10-20Apache-2.0

  3. 3

    gitleaks/gitleaks

    Find secrets with Gitleaks 🔑

    30,158 stars 2,429 forks508 open issuesGolast push 2026-09-30MIT

  4. 4

    liguodongiot/llm-action

    本项目旨在分享大模型相关技术原理以及实战经验(大模型工程化、大模型应用落地)

    25,188 stars 3,005 forks20 open issuesHTMLlast push 2026-10-14Apache-2.0

  5. 5

    Lightning-AI/litgpt

    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

    13,719 stars 1,691 forks315 open issuesPythonlast push 2026-10-13Apache-2.0

  6. 6

    bentoml/OpenLLM

    Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

    12,561 stars 1,014 forks21 open issuesPythonlast push 2026-10-20Apache-2.0

  7. 7

    openvinotoolkit/openvino

    OpenVINO™ is an open source toolkit for optimizing and deploying AI inference

    11,029 stars 3,470 forks882 open issuesC++last push 2026-10-20Apache-2.0

  8. 8

    Tiiny-AI/PowerInfer

    High-speed Large Language Model Serving for Local Deployment

    9,841 stars 636 forks133 open issuesC++last push 2026-05-11MIT

  9. 9

    FareedKhan-dev/kimi-k3-in-c

    A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU.

    9,126 stars 1,489 forks4 open issuesClast push 2026-10-02Apache-2.0

  10. 10

    bentoml/BentoML

    The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

    8,913 stars 1,047 forks234 open issuesPythonlast push 2026-10-20Apache-2.0

  11. 11

    ai-dynamo/dynamo

    A Datacenter Scale Distributed Inference Serving Framework

    8,342 stars 1,729 forks2,096 open issuesRustlast push 2026-10-20NOASSERTION

  12. 12

    InternLM/lmdeploy

    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.

    8,108 stars 789 forks617 open issuesPythonlast push 2026-10-20Apache-2.0

  13. 13

    algorithmicsuperintelligence/openevolve

    Open-source implementation of AlphaEvolve

    7,605 stars 1,191 forks95 open issuesPythonlast push 2026-10-19Apache-2.0

    Aussi dans: #11 GitHub projects around AI coding agents

  14. 14

    katanemo/plano

    Plano is an AI-native proxy server and data plane for agentic apps. Smart LLM routing, observability, agent orchestration, and guardrails so you stay...

    7,095 stars 488 forks147 open issuesRustlast push 2026-10-07Apache-2.0

  15. 15

    drumih/turbo-fieldfare

    Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook

    6,953 stars 470 forks53 open issuesSwiftlast push 2026-10-15Apache-2.0

  16. 16

    bojieli/ai-infra-book

    《深入理解 AI Infra:量化分析与系统设计》(李博杰 著)开源书稿:从硬件约束和模型架构出发,量化推导 LLM 推理与训练系统设计。含全书正文、PDF、配套计算工具与实验

    6,790 stars 529 forks8 open issuesPythonlast push 2026-10-01Apache-2.0

  17. 17

    flashinfer-ai/flashinfer

    FlashInfer: Kernel Library for LLM Serving

    6,721 stars 1,620 forks1,273 open issuesCudalast push 2026-10-20Apache-2.0

  18. 18

    kserve/kserve

    Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

    6,136 stars 1,743 forks211 open issuesGolast push 2026-10-20Apache-2.0

  19. 19

    cactus-compute/cactus

    Quantization, kernels, runtime and inference engine for mobiles, wearables, smart home and robots.

    6,135 stars 519 forks115 open issuesC++last push 2026-09-26NOASSERTION

  20. 20

    Michael-A-Kuykendall/shimmy

    ⚡ Pure-Rust WebGPU inference engine — OpenAI-API compatible, GGUF native, runs on any GPU. No Python. No llama.cpp. Single binary.

    5,988 stars 587 forks10 open issuesRustlast push 2026-10-19Apache-2.0

Comment c'est mesuré

GitHub repository search `topic:llm-inference`, sorted by stars; archived repositories and forks are left out.

Références

  1. GitHub search: topic:llm-inference, GitHub (GitHub API terms). Checked 2026-10-20 15:26 UTC.

Photo: Nvidia GeForce RTX 5060 Ti 16GB, PNY Overclocked Dual Fan, front by FreeMediaKid!, CC BY-SA 4.0 via Wikimedia Commons. Pictures in rows: Wikimedia Commons, GitHub and the linked pages.