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#edge-ai (30 Repositories)

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

Topic Avg Merge Rate

41.9%

Avg Review Latency

15.6h

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30 repositories tagged #edge-ai

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 474 6 GFIs

xybrid-ai/xybrid

Cross-platform on-device AI toolkit

92.8%
Merge Rate
-
First Review
67%
1st-Timers
4
Maintainers
A TierC++ 3.5k 3 GFIs

0xShug0/audio.cpp

An all-in-one, pure C++ inference engine for audio models, powered by ggml. Supports TTS, STT, VAD, voice conversion, music generation, and more, with highly optimized performance. No Python dependency.

70.6%
Merge Rate
-
First Review
77%
1st-Timers
62
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 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 TierJavaScript 628

DenisovAV/flutter_gemma

The Flutter plugin allows running the Gemma AI model locally on a device from a Flutter application.

69.2%
Merge Rate
2d
First Review
100%
1st-Timers
8
Maintainers
B TierPython 453

SonySemiconductorSolutions/mct-model-optimization

Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.

100.0%
Merge Rate
<1h
First Review
100%
1st-Timers
1
Maintainers
A TierGo 5.3k

beclab/Olares

Open-Source Personal Cloud OS for Always-On Agents

91.4%
Merge Rate
-
First Review
86%
1st-Timers
12
Maintainers
A TierKotlin 166

soniqo/speech-android

On-device speech SDK for Android — ASR, TTS, VAD, and noise cancellation powered by ONNX Runtime with Qualcomm NNAPI acceleration

93.6%
Merge Rate
-
First Review
100%
1st-Timers
2
Maintainers
A TierPython 459

google-ai-edge/litert-samples

LiteRT and LiteRT-LM sample apps, model recipes, agent skills and utilities.

54.5%
Merge Rate
2d
First Review
33%
1st-Timers
11
Maintainers
A TierPython 13.8k

cactus-compute/needle

Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, ASR, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.

47.6%
Merge Rate
7h
First Review
43%
1st-Timers
32
Maintainers
B TierC++ 276

NVIDIA/DeepStream

NVIDIA DeepStream Monorepo: DeepStream SDK and reference apps for building GPU‑accelerated, real-time video and multi‑sensor analytics pipelines with GStreamer, TensorRT, and vision AI models across edge, on‑prem, and cloud deployments.

66.7%
Merge Rate
-
First Review
100%
1st-Timers
2
Maintainers
B TierPython 213

ArgoHA/D-FINE-seg

D-FINE-seg Object Detection and Segmentation Framework (Train, Export, Inference)

83.3%
Merge Rate
3d
First Review
100%
1st-Timers
0
Maintainers
B TierJavaScript 637

DenisovAV/flutter_edge_ai

On-device AI for Flutter — Gemma and other LLMs, multimodal, function calling, embeddings, RAG and speech on Android, iOS, Web, macOS, Windows and Linux.

20.0%
Merge Rate
15h
First Review
100%
1st-Timers
0
Maintainers
B TierPython 139

ThinkOffApp/CarWatch

Your car as a chat-room agent: Raspberry Pi 5 + dashcam + local AI. CodeWatch's sibling for the garage.

72.7%
Merge Rate
5h
First Review
0%
1st-Timers
0
Maintainers
B TierGo 333

mulgadc/spinifex

Open-source, AWS-compatible cloud for bare-metal, edge and on-premise. Run existing AWS CLI, SDK and Terraform workflows against EC2, EBS, S3, VPC, IAM, EKS and RDS on your own servers.

23.8%
Merge Rate
7d
First Review
33%
1st-Timers
1
Maintainers
B TierKotlin 260

jegly/OfflineLLM

Private on-device AI chat for Android — runs any GGUF model locally via llama.cpp with ARM-optimised SIMD. Zero network permissions, encrypted settings, biometric lock, tamper detection. + GPU Acceleration

100.0%
Merge Rate
2d
First Review
0%
1st-Timers
1
Maintainers
B TierC++ 196

hailo-ai/hailo-apps-core

High-performance, optimized pre-trained template AI application pipelines for systems using Hailo devices

0.0%
Merge Rate
-
First Review
0%
1st-Timers
1
Maintainers
B TierHTML 282

ai-hpc/ai-hardware-engineer-roadmap

Master AI inference, AI agent harness systems, and hardware engineering — then design a physical AI chip. That is the goal.

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
C TierC++ 6.7k

google-ai-edge/LiteRT-LM

LiteRT-LM is Google's production-ready, high-performance, open-source inference framework for deploying Large Language Models on edge devices.

4.2%
Merge Rate
20h
First Review
0%
1st-Timers
75
Maintainers
C TierC++ 1.6k

OpenSparX/MasterAgent

Build AI agents that run 100% on-device. Sub-100ms latency on Qualcomm NPU. Zero cloud dependency.

16.7%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierC++ 1.3k

feder-cr/jev

jevos is an open-source alternative to Jev for yes/no decisions that runs on your laptop.

0.0%
Merge Rate
3d
First Review
0%
1st-Timers
1
Maintainers
D TierPython 2.0k

mit-han-lab/once-for-all

[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierPython 494

mantisfury/ArkhamMirror

Local-first AI-powered document intelligence platform for investigative journalism

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierC 344

facex-engine/facex

Full face stack that runs entirely in the browser. Detection, 576-point 3D mesh, recognition, anti-spoof, smile — all WebAssembly, zero server. Apache 2.0.

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierPython 1.7k

sipeed/MaixPy-v1

MicroPython for K210 RISC-V, let's play with edge AI easier

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierC++ 216

hailo-ai/hailort

An open source light-weight and high performance inference framework for Hailo devices

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierPython 4.1k

FedML-AI/FedML

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierKotlin 857

Pangu-Immortal/MagicWX

Android 17 local LLM prototype with Jetpack Compose and ONNX Runtime for offline AI inference experiments.

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierZig 194

krillclaw/KrillClaw

The world's smallest AI agent runtime. 49KB. Written in Zig. Zero dependencies.

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