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#gguf (30 Repositories)

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

Topic Avg Merge Rate

80.3%

Avg Review Latency

33.7h

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30 repositories tagged #gguf

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 TierC++ 623 4 GFIs

Helldez/BigMoeOnEdge

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

83.7%
Merge Rate
-
First Review
100%
1st-Timers
7
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# 583

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 TierJava 273

beehive-lab/GPULlama3.java

GPU-accelerated Llama3.java inference in pure Java using TornadoVM.

85.7%
Merge Rate
<1h
First Review
100%
1st-Timers
5
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 TierRust 213 1 GFIs

llamastash/llamastash

Zero-overhead, terminal-native local-LLM runtime manager. Launches, supervises, and routes local models behind one OpenAI-compatible endpoint.

81.0%
Merge Rate
-
First Review
75%
1st-Timers
5
Maintainers
A TierRust 37.7k

AlexsJones/llmfit

Hundreds of models & providers. One command to find what runs on your hardware.

81.3%
Merge Rate
19h
First Review
71%
1st-Timers
28
Maintainers
A TierJava 276

beehive-lab/jllm

AI inference engine for Java in Java. Fast.

85.7%
Merge Rate
<1h
First Review
100%
1st-Timers
5
Maintainers
A TierTypeScript 3.2k

off-grid-ai/OGAM

The Swiss Army Knife of Offline AI. Chat, see, speak, and generate images on your phone or Mac — GGUF LLMs, vision, Whisper speech-to-text, Stable Diffusion, tool calling, and local-network servers. Runs on your CPU, GPU, or NPU. No account, no API key, zero data leaves your device.

72.2%
Merge Rate
-
First Review
57%
1st-Timers
7
Maintainers
A TierPython 8.3k 42 GFIs

MakazhanAlpamys/Soup

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

21.8%
Merge Rate
1h
First Review
33%
1st-Timers
62
Maintainers
A TierPython 1.6k 2 GFIs

intel/auto-round

A simple and effective post training quantization toolkit for high-accuracy low-bit LLM inference|简洁且高效的后训练量化工具包

68.4%
Merge Rate
-
First Review
62%
1st-Timers
23
Maintainers
A TierTypeScript 1.7k

AtomicBot-ai/Atomic-Chat

Local AI app and inference engine for agents. Run open-weight LLMs locally — private, 100% offline on your computer. Join our Discord: https://discord.com/invite/8wGSsvmg4V

73.2%
Merge Rate
-
First Review
56%
1st-Timers
15
Maintainers
B TierRust 289

avifenesh/bw24

From-scratch Rust+CUDA inference engine, bit-exact by construction — NVFP4, MoE, MTP speculative decoding, tuned against measured limits of one RTX 5090 Laptop (sm_120a).

75.0%
Merge Rate
4h
First Review
100%
1st-Timers
1
Maintainers
A TierGo 1.4k

kitops-ml/kitops

An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.

79.5%
Merge Rate
21h
First Review
75%
1st-Timers
14
Maintainers
A TierPython 108

SouthpawIN/turbofit

Adaptive local inference for Hermes — TurboFit Check, evidence-built TurboFit List, repaired discovery/benchmark campaigns, Qwen 3.8 DFlash2, Bonsai DSpark, FreeToken, and Sirvir.

92.0%
Merge Rate
1d
First Review
100%
1st-Timers
1
Maintainers
A TierRust 212

giannisanni/pulsar

SSD-streaming inference engine for giant MoE models (Rust + CUDA). GLM 5.2 743B at 2 tok/s and Hy3 295B at 7 tok/s on two consumer 16GB GPUs. Zero-config multi-GPU: measures PCIe bandwidth, places attention and hot experts where they fit.

83.3%
Merge Rate
10h
First Review
50%
1st-Timers
3
Maintainers
A TierGo 267

raketenkater/ggrun

llama.cpp/ik_llama.cpp launcher: loads big MoE models across mismatched multi-GPU rigs by exact VRAM math.

73.3%
Merge Rate
20h
First Review
100%
1st-Timers
2
Maintainers
A TierGo 306

gpustack/gguf-parser-go

Review/Check GGUF files and estimate the memory usage and maximum tokens per second.

62.5%
Merge Rate
12h
First Review
50%
1st-Timers
3
Maintainers
A TierC++ 26.2k

mozilla-ai/llamafile

Distribute and run LLMs with a single file.

85.2%
Merge Rate
4d
First Review
80%
1st-Timers
11
Maintainers
A TierTypeScript 3.1k

AtomicBot-ai/atomic-agent

Atomic Agent is a local-first AI agent. Runs open-weight models on your own machine via llama.cpp.

49.6%
Merge Rate
1d
First Review
17%
1st-Timers
9
Maintainers
A TierRust 122

noumena-labs/Sipp

AI inference, packed simply. A blazing-fast, zero-dependency WebGPU runtime to run GGUF models directly in the browser. Features a symmetric API for seamless local execution and cloud provider routing. Built with Rust & C++.

97.6%
Merge Rate
12d
First Review
100%
1st-Timers
0
Maintainers
A TierC++ 2.0k

handy-computer/transcribe.cpp

ggml speech-to-text inference for 16+ model families

75.8%
Merge Rate
7d
First Review
40%
1st-Timers
23
Maintainers
B TierC++ 101 5 GFIs

swellweb/reame

CPU-first LLM inference server on llama.cpp. Runs useful models on free-tier ARM boxes; rewriting the input made it ~6x faster and more accurate than tuning the engine. MIT, benchmarks and failures included.

100.0%
Merge Rate
-
First Review
100%
1st-Timers
0
Maintainers
B TierSwift 221

tattn/LocalLLMClient

Swift package to run local LLMs on iOS, macOS, Linux

75.0%
Merge Rate
3h
First Review
100%
1st-Timers
1
Maintainers
B TierPython 112

sgaofen/humanizer-local-model

Rewrites AI drafts so they read like a person wrote them — runs locally, keeps the facts

100.0%
Merge Rate
2h
First Review
100%
1st-Timers
1
Maintainers
B TierC++ 266

mgonzs13/llama_ros

llama.cpp (GGUF LLMs) and llava.cpp (GGUF VLMs) for ROS 2

100.0%
Merge Rate
2d
First Review
100%
1st-Timers
1
Maintainers
B TierZig 107

qskousen/ggufy

CLI/GUI tool for efficient and easy safetensors and gguf model conversion

100.0%
Merge Rate
-
First Review
100%
1st-Timers
0
Maintainers
B TierSwift 208

Eric-Terminal/ETOS-LLM-Studio

A native LLM client for iOS & Apple Watch. Run local GGUF models offline via llama.cpp, or connect to OpenAI/Claude/Gemini. Features local RAG, Model Context Protocol (MCP) tools, Siri Shortcuts, and cross-device sync. Built with Swift.

66.7%
Merge Rate
-
First Review
50%
1st-Timers
1
Maintainers
B TierPython 941

alvarobartt/hf-mem

A CLI to estimate inference memory requirements for Hugging Face models, written in Python.

85.7%
Merge Rate
4d
First Review
100%
1st-Timers
1
Maintainers
Best Gguf Open Source Repositories & C-Rank™ | GetMerged