jeglyAI apps
Box
An advanced, fully offline on-device AI suite for Android supporting chat, image generation, and voice features.
- Backend
- Full stack
- AI coding
- Productivity
- Mobile
- Android
- Runs locally

- Popularity
- 786 Stars
- GitHub stars
- Recent activity
- 8/24/2026
- Updated in the last 30 days
- License
- NOASSERTION
- Review the terms yourself
Why it matters
We look beyond stars: what problem it solves, whether it creates real utility, and what makes its approach worth noticing.
Problem
Running large language models and multimodal AI fully offline on mobile faces severe hardware, compute, and storage constraints.
Practical value
Provides an on-device AI suite with image generation, speech transcription, document analysis, and hardware acceleration across mobile chipsets.
Innovation / differentiation
Forks Google AI Edge Gallery with numerous custom additions, improving compatibility for custom ROMs and various NPUs.
Leverage potential
Integrates core runtimes like llama.cpp and whisper.cpp, supporting GGUF model imports and multi-chip hardware acceleration.
Why now
Aligns with the trend toward on-device artificial intelligence and privacy-focused computing, addressing local offline utility needs.
Community activity
In the last 90 days there were 83 new issues and 0 pull requests; the bounded issue/PR samples include 46 issue authors and 0 PR contributors, with 15 releases.
Maintainer responsiveness
The 82-issue window sample had a 95% close rate, and the 0-pull-request sample had a — merge rate. Maintainer-response observations covered 38% of that issue sample, with a 35% response rate and median first response of 7.7 hours.
Key highlights
- On-device image generation via Bonsai Image 4B, FLUX.2 klein, and Z-Image Turbo
- Local AI chat and reasoning powered by llama.cpp and GGUF model imports
- Box Assist spoken camera assistance for blind users, image upscaling, face recognition, and photo inpainting
Quick start
How it is installed, how hard it is, and where to start.
Where it runs
Cloud / hosted
Difficulty
Medium — some setup needed
- 01Open the project repository URL using Obtainium or download the appropriate APK release.
- 02Select the correct version matching your Android build (stock vs custom ROM) and install the application.
- 03Select and download desired offline AI models directly within the app interface to begin.
Best for
- Developers who want to try it on their machine
More about it
Box is a security-hardened, fully offline on-device artificial intelligence suite designed for Android devices. It integrates capabilities for local LLM chat, text-to-image generation, speech recognition, and computer vision tools.
Utilizing execution engines like llama.cpp and LiteRT, the app supports hardware acceleration via device GPUs and NPUs. All operations run locally without internet connectivity, paired with built-in biometric locks and database encryption for enhanced data privacy.
Sources
Each field shows its status and source — expand to review.
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Sources
Each field shows its status and source — expand to review.
capability tags
Verifiedai_coding, productivity
Source: admin_cms · cms editor · 8/27/2026
editor note
Verified{"en":"Focused on on-device AI capabilities for Android with hardware acceleration. High-RAM devices are recommended for running larger diffusion and LLM models.","zh":"该项目专注于 Android 端的离线 AI 能力,支持 GPU 和 NPU 加速。需要注意部分图像生成和大型模型对运行内存和特定芯片有较高要求。"}
Source: admin_cms · cms editor · 8/27/2026
how to use
Verified{"steps":[{"en":"Open the project repository URL using Obtainium or download the appropriate APK release.","zh":"通过 Obtainium 打开项目仓库链接或下载对应版本的 APK 安装包。"},{"en":"Select the correct version matching your Android build (stock vs custom ROM) and install the application.","zh":"根据设备类型(如官方系统或定制 ROM)选择对应版本的安装包进行安装。"},{"en":"Select and download desired offline AI models directly within the app interface to begin.","zh":"在应用内选择并下载所需的离线 AI 模型即可开始使用。"}],"installAt":"cloud","difficulty":"medium"}
Source: admin_cms · cms editor · 8/27/2026
intro
Verified{"en":"Box is a security-hardened, fully offline on-device artificial intelligence suite designed for Android devices. It integrates capabilities for local LLM chat, text-to-image generation, speech recognition, and computer vision tools.\n\nUtilizing execution engines like llama.cpp and LiteRT, the app supports hardware acceleration via device GPUs and NPUs. All operations run locally without internet connectivity, paired with built-in biometric locks and database encryption for enhanced data privacy.","zh":"Box 是一个面向 Android 平台的离线端侧人工智能套件。它集成了大语言模型聊天、本地图像生成、语音转文字交互及多项视觉处理功能。\n\n项目支持通过 llama.cpp 与 LiteRT 在本地运行多种模型,并针对主流移动端芯片的 GPU 和 NPU 进行了硬件加速适配。所有功能均可在无网络环境下完全离线运行,同时兼顾了数据库加密和生物识别锁等安全机制。"}
Source: admin_cms · cms editor · 8/27/2026
Latest release
Verifiedv3.3.4
Source: GitHub API · latest_release=v3.3.4 · 8/28/2026
License
VerifiedNOASSERTION
Source: GitHub API · license.spdx_id=NOASSERTION · 8/28/2026
needs api key
VerifiedNo
Source: admin_cms · cms editor · 8/27/2026
One-liner
Verified{"en":"An advanced, fully offline on-device AI suite for Android supporting chat, image generation, and voice features.","zh":"一个面向 Android 设备的离线端侧 AI 套件,支持大模型聊天、图像生成和语音交互。"}
Source: admin_cms · cms editor · 8/27/2026
Platforms
Verifiedandroid
Source: admin_cms · cms editor · 8/27/2026
Category hint
Inferred from materialsai-apps
Source: Project README · hint=ai-apps · 8/14/2026
product forms
Verifiedmobile
Source: admin_cms · cms editor · 8/27/2026
role tags
Verifiedbackend, fullstack
Source: admin_cms · cms editor · 8/27/2026
supports local
VerifiedYes
Source: admin_cms · cms editor · 8/27/2026
supports self host
VerifiedNo
Source: admin_cms · cms editor · 8/27/2026
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