Box: The most advanced, fully offline client-side AI suite on Android today

by jegly · MCP Server · ★ 990

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install Box

git clone --recurse-submodules https://github.com/jegly/box

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 58/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

androidandroid-ai-appartificial-intelligenceboxgguflinuxlinux-ailitertlitert-lmlitertlm

Quick Facts

Stars990
Forks67
LanguageKotlin
CategoryMCP Server
Quality Score58/100
Open Issues3
Last Updated2026-11-06
Created2026-04-17
Platformsmcp
Est. Tokens~28k

About Box

[]() []() [![Snapdragon NPU](https://img.shields.io/badge/Snapdragon-NPU%208Gen2%2F3%2FElite-FF7

Compatible Skills

These tools work well together with Box for enhanced workflows:

  • ToolNeuron — semantic(0.51)+complementary+same_lang+similar_pop (58%)
  • InferrLM — semantic(0.50)+complementary+rare_topics+similar_pop (56%)
  • LLMinator — semantic(0.22)+complementary+rare_topics+similar_pop (47%)
  • atomic-agent — semantic(0.34)+complementary+rare_topics+similar_pop (47%)

Box alternative? Top 6 similar tools

Looking for a Box alternative? If you're comparing Box with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • OGAM by off-grid-ai · ⭐ 3.3k

    The Swiss Army Knife of Offline AI. Chat, see, speak, and generate images on your phone or Mac — GGUF LLMs, vi

  • Atomic-Chat by AtomicBot-ai · ⭐ 2.0k

    Local AI app and inference engine for agents. Run open-weight LLMs locally — private, 100% offline on your com

  • guaardvark by guaardvark · ⭐ 300

    Self-hosted AI studio on your own GPU: chat with your files (RAG), screen and browser agents, coding swarms, L

  • nocturne_memory by Dataojitori · ⭐ 1.4k

    A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and

  • mcp-client-for-ollama by jonigl · ⭐ 827

    Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools,

  • ToolNeuron by Siddhesh2377 · ⭐ 473

    On-device AI for Android — LLM chat (GGUF/llama.cpp), vision models (VLM), image generation (Stable Diffusion)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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