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
Box screenshot
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.

Last 90 days

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.

0 contributors in PR sample15 releasesIssue response rate 35% · sample 31 (38% coverage)Median first response 7.7h

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

Runs locally
  1. 01Open the project repository URL using Obtainium or download the appropriate APK release.
  2. 02Select the correct version matching your Android build (stock vs custom ROM) and install the application.
  3. 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.

14 · Expand
  • capability tags

    Verified

    ai_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

    Verified

    v3.3.4

    Source: GitHub API · latest_release=v3.3.4 · 8/28/2026

  • License

    Verified

    NOASSERTION

    Source: GitHub API · license.spdx_id=NOASSERTION · 8/28/2026

  • needs api key

    Verified

    No

    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

    Verified

    android

    Source: admin_cms · cms editor · 8/27/2026

  • Category hint

    Inferred from materials

    ai-apps

    Source: Project README · hint=ai-apps · 8/14/2026

  • product forms

    Verified

    mobile

    Source: admin_cms · cms editor · 8/27/2026

  • role tags

    Verified

    backend, fullstack

    Source: admin_cms · cms editor · 8/27/2026

  • supports local

    Verified

    Yes

    Source: admin_cms · cms editor · 8/27/2026

  • supports self host

    Verified

    No

    Source: admin_cms · cms editor · 8/27/2026

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