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#inference (30 Repositories)

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

Topic Avg Merge Rate

73.5%

Avg Review Latency

16.2h

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30 repositories tagged #inference

S TierGo 221 2 GFIs

defilantech/LLMKube

Kubernetes operator for self-hosted LLM inference across a heterogeneous GPU fleet: NVIDIA CUDA, AMD Vulkan, and Apple Silicon Metal. Runtimes: llama.cpp, vLLM, TGI, mlx-server. Multi-GPU sharding, model caching, OpenAI-compatible endpoints. Apache-2.0, run across homelab and on-prem fleets, actively developed.

93.6%
Merge Rate
4d
First Review
89%
1st-Timers
5
Maintainers
S TierGo 953 1 GFIs

google/sam

The Open-Source Agent Mesh

75.0%
Merge Rate
10h
First Review
50%
1st-Timers
8
Maintainers
S TierRust 215

timtoole02/Camelid

Camelid: a Rust-native local inference backend with evidence-gated model compatibility.

85.7%
Merge Rate
24h
First Review
100%
1st-Timers
3
Maintainers
S TierC# 559

zhongkaifu/TensorSharp

A native .NET LLM inference engine and agent runtime for GGUF models. TensorSharp provides a console application, a web-based chatbot interface, iPhone App, and Ollama/OpenAI-compatible HTTP APIs for programmatic access. It supports Windows/MacOS/iOS/Linux with full GPU capability

89.0%
Merge Rate
1d
First Review
80%
1st-Timers
7
Maintainers
S TierC++ 594 2 GFIs

Helldez/BigMoeOnEdge

Run MoE models bigger than your RAM. Frontier-size MoE on a 12 GB phone, CPU only, lossless, on stock llama.cpp

83.6%
Merge Rate
9h
First Review
100%
1st-Timers
7
Maintainers
S TierPython 5.8k 11 GFIs

gpustack/gpustack

A GPU cluster manager for high-performance AI model serving (vLLM, SGLang) and on-demand SSH-accessible GPU instances.

84.7%
Merge Rate
-
First Review
79%
1st-Timers
35
Maintainers
S TierGo 365 5 GFIs

llm-d/llm-d-router

llm-d Router: The intelligent entry point for inference requests

68.7%
Merge Rate
14h
First Review
62%
1st-Timers
120
Maintainers
S TierTypeScript 282

mohitsoni48/TurboLLM

Run any local LLM engine, auto-tuned to your GPU — polished web UI + OpenAI/Anthropic-compatible API. Point Claude Code at your own machine in one command. No Electron, no Python, offline-first.

86.3%
Merge Rate
-
First Review
100%
1st-Timers
10
Maintainers
S TierC++ 1.6k

xLLM-AI/xllm

A high-performance inference engine for LLM, VLM, DiT and REC models, optimized for diverse AI accelerators. It is hosted in OpenAtom Foundation.

74.8%
Merge Rate
17h
First Review
65%
1st-Timers
52
Maintainers
A TierGo 226 4 GFIs

NVIDIA/nvcf

Platform for deploying and routing GPU-accelerated inference, streaming, and batch workloads at scale.

61.8%
Merge Rate
21h
First Review
56%
1st-Timers
48
Maintainers
A TierPython 183

modelplaneai/modelplane

The open source control plane for AI inference

66.7%
Merge Rate
3h
First Review
60%
1st-Timers
9
Maintainers
S TierPython 7.5k 1 GFIs

Human-Agent-Society/reef

Infrastructure for continually self‑improving agents

81.3%
Merge Rate
-
First Review
67%
1st-Timers
18
Maintainers
A TierPython 4.0k

raullenchai/Rapid-MLX

Rapid-MLX is an open-source (Apache 2.0) OpenAI- and Anthropic-compatible LLM inference server for Apple Silicon, built on MLX, focused on reliable tool calling for coding agents. Up to 4× faster than Apple's MLX (mlx-lm) on the same weights.

84.1%
Merge Rate
-
First Review
56%
1st-Timers
14
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 TierGo 6.0k 2 GFIs

vllm-project/semantic-router

A programmable Mixture-of-Models router for heterogeneous LLM inference

61.8%
Merge Rate
16h
First Review
53%
1st-Timers
131
Maintainers
A TierRust 2.3k

trymirai/uzu

A high-performance inference engine for AI models

74.1%
Merge Rate
-
First Review
53%
1st-Timers
11
Maintainers
A TierPython 7.1k 150 GFIs

vllm-project/vllm-omni

A framework for efficient model inference with omni-modality models

47.8%
Merge Rate
-
First Review
43%
1st-Timers
382
Maintainers
A TierPython 4.8k 1 GFIs

llm-d/llm-d

Achieve state of the art inference performance with modern accelerators on Kubernetes

70.7%
Merge Rate
-
First Review
59%
1st-Timers
95
Maintainers
A TierPython 262

autonomous-ai/autonomous-grid

Your AI intranet: network the computers you already own for inference and training.

85.4%
Merge Rate
6d
First Review
100%
1st-Timers
4
Maintainers
A TierPython 37.1k 9 GFIs

sgl-project/sglang

SGLang is a high-performance serving framework for large language models and multimodal models.

44.7%
Merge Rate
-
First Review
26%
1st-Timers
1005
Maintainers
A TierPython 1.4k 3 GFIs

sgl-project/sglang-omni

SGLang-Omni is a high-performance serving framework for audio models (TTS, ASR) and unified multimodal models.

50.8%
Merge Rate
-
First Review
41%
1st-Timers
149
Maintainers
A TierPython 12.0k 13 GFIs

LMCache/LMCache

LMCache: Supercharge Your LLM with the Fastest KV Cache Layer

49.0%
Merge Rate
-
First Review
39%
1st-Timers
165
Maintainers
A TierPython 348

ultralytics/xview-yolov3

YOLOv3 training, preprocessing, validation, and inference for object detection in xView satellite imagery and the xView detection challenge.

90.0%
Merge Rate
<1h
First Review
67%
1st-Timers
2
Maintainers
A TierPython 10.6k

ultralytics/yolov3

PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation, inference, and multi-format export.

94.0%
Merge Rate
<1h
First Review
100%
1st-Timers
1
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 TierC++ 636

open-edge-platform/dlstreamer

Deep Learning Streamer (DL Streamer) Pipeline Framework is an open-source streaming media analytics framework, based on GStreamer* multimedia framework, for creating complex media analytics pipelines for the Cloud or at the Edge.

81.4%
Merge Rate
1d
First Review
91%
1st-Timers
25
Maintainers
A TierC# 57 3 GFIs

orcasound/orcahello

Real-time AI-assisted killer whale notification system (model and moderator portal) :star:

68.8%
Merge Rate
1h
First Review
100%
1st-Timers
12
Maintainers
A TierGo 131 5 GFIs

pmady/keda-gpu-scaler

KEDA External gRPC Scaler for GPU workloads - native NVML metrics via DaemonSet, no Prometheus required

87.0%
Merge Rate
16h
First Review
83%
1st-Timers
2
Maintainers
A TierJUJulia 119

ReactiveBayes/ReactiveMP.jl

High-performance reactive message-passing based Bayesian inference engine

93.8%
Merge Rate
<1h
First Review
100%
1st-Timers
3
Maintainers