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#on-device-ai (30 Repositories)

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

Topic Avg Merge Rate

65.4%

Avg Review Latency

13.2h

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30 repositories tagged #on-device-ai

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 TierRust 8.4k

qualcomm/GenieX

Run frontier LLMs and VLMs locally on Qualcomm devices across NPU, GPU, and CPU with a few lines of code

73.3%
Merge Rate
-
First Review
67%
1st-Timers
21
Maintainers
A TierTypeScript 685

tetherto/qvac

Open-source local AI SDK - run AI on-device with no cloud, no API keys. Supports GGUF, RAG, image, music, and video generation, speech-to-text, P2P inference, and more. Cross-platform: Linux, macOS, Windows, Android, iOS.

68.9%
Merge Rate
1d
First Review
60%
1st-Timers
41
Maintainers
A TierKotlin 574

sarim2000/pennywiseai-tracker

PennyWise automatically reads transaction SMS messages and transforms them into organized financial data with on-device AI assistance. No manual entry, no cloud processing, complete privacy.

84.5%
Merge Rate
-
First Review
89%
1st-Timers
14
Maintainers
A TierC++ 10.3k

RunanywhereAI/runanywhere-sdks

Production ready toolkit to run AI locally

67.5%
Merge Rate
-
First Review
45%
1st-Timers
11
Maintainers
A TierSwift 1.4k 3 GFIs

Muesli-HQ/muesli

Muesli: agent-native local meeting transcription + dictation for macOS (Granola + WisprFlow alternative)

61.6%
Merge Rate
-
First Review
30%
1st-Timers
27
Maintainers
A TierRust 1.6k

RunanywhereAI/wally

Get up and running with GLM-5.3-flash, DeepSeek, Gemma and other open source frontier models.

64.5%
Merge Rate
1d
First Review
20%
1st-Timers
5
Maintainers
A TierSwift 204

pasrom/meeting-transcriber

On-device meeting transcriber for macOS — auto-records Teams/Zoom/Webex, transcribes & separates speakers locally. No cloud. Open-source alternative to Otter/Granola/Fireflies.

91.3%
Merge Rate
-
First Review
50%
1st-Timers
16
Maintainers
A TierSwift 577

Sentient-OS-Labs/sentient-os

An on-device LLM understands your entire life, then proactively offers to get your work done through computer use.

95.3%
Merge Rate
-
First Review
50%
1st-Timers
20
Maintainers
A TierSwift 167 11 GFIs

bitwize-ai/Logue

A local-first workspace for documents, tasks and meetings on macOS — nested spaces, typed properties, relations and saved views, with transcription, Smart Minutes and an agent running entirely on-device via MLX on Apple Silicon

66.7%
Merge Rate
-
First Review
100%
1st-Timers
6
Maintainers
A TierPOPowerShell 554

PrismML-Eng/Bonsai-Image-Demo

Generate images locally

88.9%
Merge Rate
<1h
First Review
100%
1st-Timers
2
Maintainers
A TierTypeScript 1.8k

software-mansion/react-native-executorch

High-performance, privacy-first on-device AI inference library for React Native, powered by PyTorch's ExecuTorch runtime

79.8%
Merge Rate
3d
First Review
78%
1st-Timers
11
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
A TierSwift 182

saurabhav88/EnviousWispr

Free, sub-second on-device AI dictation for macOS. Dual engines (Whisper + Parakeet) on Apple Silicon. Optional AI polish on your Mac with EG-1 or S1-mini by Superwhisper, Apple Intelligence (macOS 26), Ollama, or your own OpenAI/Gemini/Claude key. Snippets, custom words, no account, no subscription, audio never leaves your Mac.

91.1%
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 TierTypeScript 4.8k

thunderbird/thunderbolt

AI You Control: Choose your models. Own your data. Eliminate vendor lock-in.

61.5%
Merge Rate
-
First Review
63%
1st-Timers
8
Maintainers
A TierSwift 6.9k

drumih/turbo-fieldfare

Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook

44.8%
Merge Rate
-
First Review
17%
1st-Timers
45
Maintainers
A TierJava 221

CodeBySonu95/VoxSherpa-TTS

🎙️ VoxSherpa TTS Offline Neural Text-to-Speech Engine for Android ⚡ Sherpa-ONNX powered 🔊 Natural voice synthesis 📱 Fully offline processing 🚀 No cloud • No limits

86.7%
Merge Rate
7h
First Review
67%
1st-Timers
0
Maintainers
A TierSwift 781

SharpAI/SwiftLM

⚡ Native MLX Swift LLM inference server for Apple Silicon. OpenAI-compatible API, SSD streaming for 100B+ MoE models, TurboQuant KV cache compression, MACOS + iOS iPhone app.

77.0%
Merge Rate
-
First Review
75%
1st-Timers
3
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 TierPython 120

yanun0323/Whallm

DeepSeek-V4-Flash-0731 284B inference in ~25 GB of RAM / Qwen3.8-Next-Flash-FP8 inference in ~18 GB of RAM on any M-series MacBook

100.0%
Merge Rate
16h
First Review
100%
1st-Timers
1
Maintainers
B TierSwift 804

christopherkarani/Wax

Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. One File. Pure Swift

82.3%
Merge Rate
2d
First Review
67%
1st-Timers
0
Maintainers
B TierSwift 656

leonickson1/Swiftlet

Swiftlet is a Swift and Metal runtime that runs large Qwen Mixture-of-Experts models locally on Apple devices by streaming expert weights from storage, enabling 35B and 80B models to run with low RAM, including on iPhone.

75.0%
Merge Rate
19h
First Review
100%
1st-Timers
2
Maintainers
B TierKotlin 155

ShadowSafin/AndroLLM

Open-source Android AI using LiteRT-LM with hardware acceleration, cloud providers, memory, and voice.

100.0%
Merge Rate
2h
First Review
0%
1st-Timers
1
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 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
C TierSwift 118

john-rocky/coreai-kit

Swift SDK for running chat, vision and speech models on iPhone and Mac with Apple's Core AI. Model download and caching, FoundationModels integration, and runnable examples with documented OS, SDK and model requirements.

14.3%
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
D TierSwift 511

FluidInference/FluidUse

Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierJava 647

woheller69/whisperIME

Android Input Method Editor (IME) based on Whisper

0.0%
Merge Rate
-
First Review
0%
1st-Timers
2
Maintainers
Best On-device-ai Open Source Repositories & C-Rank™ | GetMerged