Mnemo AI – Local agentic assistant for any LLM that learns from its failures

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brunopistone

mnemoai

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Mnemo AI

A local agentic AI assistant with MCP (Model Context Protocol) integration, RAG capabilities, and intelligent conversation management. Built on LangGraph with LangChain for multi-provider LLM support (Ollama, Amazon Bedrock, OpenAI, Anthropic, Amazon SageMaker AI, LiteLLM).

▶️ Watch the demo

📖 Documentation

Full documentation is available at https://brunopistone.github.io/mnemoai/

Getting Started

Usage

Configuration

Advanced Features

Productivity Tools

Architecture

Development

🚀 Quick Start

pip install mnemoai-assistant # or: uv tool install mnemoai-assistant<br>mnemoai # verbose (shows thinking); --no-verbose to hide

On first run, if no config is found, an interactive configurator launches and walks you through picking a provider, model, and feature toggles — then writes ~/.mnemoai/config/config.yaml.

→ See the Getting Started guide for full setup.

✨ Key Features

🤖 Multi-Model Support : Ollama (local), Amazon Bedrock, OpenAI, Anthropic (Claude), Amazon SageMaker AI, LiteLLM (100+ providers)

🔧 MCP Tool System : Extensible tool architecture via Model Context Protocol

📚 RAG : Automatic document indexing and semantic (hybrid) search

🧠 User Profile Learning : Personalized responses learned from interactions

🧩 Episodic Memory : Learns from successful task completions and retrieves similar solutions

📖 ACE Playbook : Learns strategies from successes AND failures (Agentic Context Engineering)

🔍 Web Search & 🌐 Crawler : Brave Search API + web page extraction with RAG ingestion

🖼️ Vision Support : Image analysis with vision models

📁 File Operations & ✏️ Precise Editing : Read/write/edit text, CSV, JSON, PDF, DOCX

🔎 Fast Search : Glob + ripgrep content search (10-100x faster)

📋 Todo Tracking, 📝 Plan Mode & 🔄 Background Tasks : Multi-step task management

⚡ Bash Execution & 🛡️ Git Safety : Shell commands with smart error handling and guardrails

📄 License

Licensed under the MIT License — see the LICENSE file for details.

🤝 Contributing

This is a personal development project. Feel free to fork and adapt it to your needs; attribution to the original repository is appreciated but not required.

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