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#llm-serving (17 Repositories)

Ranked open-source repositories tagged with #llm-serving, scored by pull request acceptance likelihood and maintainer engagement velocity.

Topic Avg Merge Rate

37.4%

Avg Review Latency

48.0h

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17 repositories tagged #llm-serving

S TierGo 817

helixml/helix

♾️ Private Agent Fleet with Spec Coding. Each agent gets their own GPU-accelerated desktop. Run Claude, Codex, Gemini and open models on a full private AI Stack ♾️

91.0%
Merge Rate
-
First Review
100%
1st-Timers
5
Maintainers
A TierPython 3.0k 75 GFIs

vllm-project/vllm-ascend

Community maintained hardware plugin for vLLM on Huawei Ascend

46.5%
Merge Rate
-
First Review
44%
1st-Timers
407
Maintainers
A TierRust 619

openinfer-project/openinfer

Pure Rust + CUDA LLM inference engine — no PyTorch, OpenAI-compatible, serves Qwen3 to Kimi-K2

86.6%
Merge Rate
3d
First Review
65%
1st-Timers
15
Maintainers
A TierPython 93.7k 17 GFIs

vllm-project/vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

37.2%
Merge Rate
-
First Review
29%
1st-Timers
1702
Maintainers
A TierPython 14.8k

NVIDIA/TensorRT-LLM

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way.

55.8%
Merge Rate
-
First Review
58%
1st-Timers
283
Maintainers
A TierPython 135

Blackwellboy/model-serving-minefield

Community registry of LLM serving-path traps that produce confidently wrong measurements: templates, tool parsers, reasoning fields, quant kernel paths, CUDA toolchains, KV allocation, eval harnesses, versioning. Symptom-first, with the check that catches each.

78.3%
Merge Rate
4h
First Review
100%
1st-Timers
2
Maintainers
A TierRust 719 16 GFIs

pegainfer-project/pegainfer

Pure Rust + CUDA LLM inference engine — no PyTorch, OpenAI-compatible, serves Qwen3 to Kimi-K2

13.0%
Merge Rate
-
First Review
0%
1st-Timers
9
Maintainers
A TierPython 1.4k

alibaba/rtp-llm

RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.

24.4%
Merge Rate
-
First Review
28%
1st-Timers
36
Maintainers
B TierPython 3.0k

thu-pacman/chitu

High-performance inference framework for large language models, focusing on efficiency, flexibility, and availability.

80.0%
Merge Rate
3h
First Review
100%
1st-Timers
1
Maintainers
B TierPython 418

jjiantong/Awesome-KV-Cache-Optimization

[ACL 2026] Towards Efficient Large Language Model Serving: A Survey on System-Aware KV Cache Optimization

100.0%
Merge Rate
7h
First Review
0%
1st-Timers
2
Maintainers
B TierPython 114

uw-syfi/vibesys

Can AI Agents Build Bespoke Systems?

8.8%
Merge Rate
-
First Review
0%
1st-Timers
2
Maintainers
B TierPython 8.9k

bentoml/BentoML

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

14.3%
Merge Rate
18h
First Review
33%
1st-Timers
17
Maintainers
D TierShell 953

peonist-ai/halogen-flash-server

The fastest way to run Qwen3.8-Flash-Next on Strix Halo (gfx1151)

0.0%
Merge Rate
-
First Review
0%
1st-Timers
5
Maintainers
D TierPython 475

hpcaitech/SwiftInfer

Efficient AI Inference & Serving

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierPython 3.8k

predibase/lorax

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

0.0%
Merge Rate
30d
First Review
0%
1st-Timers
0
Maintainers
D TierC++ 908

zhihu/ZhiLight

A highly optimized LLM inference acceleration engine for Llama and its variants.

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierRust 2.1k

microsoft/aici

AICI: Prompts as (Wasm) Programs

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
Best Llm-serving Open Source Repositories & C-Rank™ | GetMerged