#llm-serving · AI & ML

LLM serving

Inference engines, model servers and the gateways that route requests across model APIs.

This month (Oct 4 – Nov 2), the top-ranked are DeepInfer (+24,947), Strata (+29,293) and project-maya (+2,394). The 332 ranked repos gained 152,037 stars.

Updated Nov 2, 11:35 UTC · ranked every hour from GitHub’s daily star counts

Updated 38 min ago

GitHub topic ↗

This month’s ranking

Showing 10 of 332

How Upstar ranks

1
deepseek-ai/DeepInfer DeepInfer: High-performance, large-scale inference framework for DeepSeek models Python Python · 24.9k total
Gained in 30 d +24.9k Score 2,494.7 Total 24.9k
2
Niko1221/Strata Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on localhost, optional image input. C++ C++ · 38.1k total
Gained in 30 d +29.3k Score 312.7 Total 38.1k
3
mw00/project-maya Project Maya - run GLM-5.3-Flash (321B MoE), DeepSeek-V4.1-Flash-1017 (748B MoE) and MiniMax-M3.1-Flash (428B MoE) privately on your own GPU(s), from one card to 16, NVIDIA or AMD, Linux or Windows. Engine, server, dashboard, OpenAI- and Anthropic-compatible API, quant tools. Cuda Cuda · 2.4k total Spotted at 762 stars
Gained in 30 d +2.4k Score 239.4 Total 2.4k
4
StartLuxLabs/StartLux-Decision Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Engine for vLLM, llama.cpp and MLX. Python Python · 1.6k total Spotted at 644 stars
Gained in 30 d +1.5k Score 118.0 Total 1.6k
5
eagle-hq/EAGLE-4 Official Inference Code of EAGLE-4 Python Python · 1.1k total
Gained in 30 d +1.1k Score 111.3 Total 1.1k
6
VecSzn/PolyStrata Run large AI models on your own PC: Qwen3.8-Flash-Next on Strata's engine, and GLM 5.3 Flash, DeepSeek V4 Flash, LFM2.5, Qwen3.6, Ornith 1.5, Gemma 4, Tiel Coder and MiniCPM-V on a second engine written for PolyStrata. One-click install for Windows and Linux, OpenAI/Anthropic API on localhost. C++ C++ · 758 total Spotted at 196 stars
Gained in 30 d +758 Score 75.8 Total 758
7
NVIDIA/spark-local-inference Rust Rust · 741 total
Gained in 30 d +739 Score 73.9 Total 741
8
Alice-Marx/dsh-model-router Model Router and GALGame plugin for DeepSeek Harness JavaScript JavaScript · 623 total Healthy
Gained in 30 d +623 Score 62.3 Total 623
9
eliasbiondo/antirion 🕷️ The fastest open-source AI Gateway and LLM Gateway — one binary with built-in console to route, secure, budget and observe every LLM call across OpenAI, Anthropic, Gemini, Bedrock and more. Rust Rust · 615 total Spotted at 95 stars
Gained in 30 d +615 Score 61.5 Total 615
10
nace-ai/kapitsa Blazing fast Apple Silicon optimized inference engine built for Qwen & Nemotron. OpenAI + Anthropic API compatible. Built by folks from nace.ai C++ C++ · 595 total
Gained in 30 d +595 Score 59.5 Total 595

2 repositories with unusual star growth are not shown. Show the full ranking

Emerging in LLM serving Past weeks: Oct 26 Oct 19