Skip to content

ML Application · Python

MARK-PUBLIC

Assistente pessoal de IA focado em privacidade. Roteamento cognitivo agnóstico (Ollama/Nuvem), cofre de chaves AES-256-GCM e execução isolada em sandbox (Bubblewrap). Privacy by Design. A privacy-first, agnostic AI desktop assistant. Features dynamic local routing (Ollama/Cloud), AES-256-GCM cryptographic vault, and kernel-level sandboxing

What it is

MARK is a privacy-first personal AI assistant that integrates local vision-language inference, deterministic knowledge retrieval, voice and vision processing, sandboxed tool execution, a native Model Context Protocol bridge in Rust, and a resilient private transport mesh for multi-device interaction.

Scored from the code at its last scan, 2 Nov 2026. How merit is scored

Where it counts

  • NLP & LLMs95%
  • Machine Learning90%
  • AI Agents80%
  • Computer Vision60%
  • MLOps50%
  • Data Science30%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the NLP & LLMs board

Whole board
  1. 08Fresta-DiamondLibrary / Framework · Python69.4/100AdvancedTiago Santos
  2. 09, shared rankmagellanAI Developer Tool · Rust68.8/100AdvancedLuiz Cesar Spies
  3. 09, shared rankMARK-PUBLICML Application · Python68.8/100AdvancedMice Works
  4. 11nexttextLibrary / Framework · Python66.9/100AdvancedJarad Peckenpaugh
  5. 12gguf-editorAI Developer Tool · Python66.1/100AdvancedMaster Mind

More from Mice Works