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    turbo_quant_memory

    turbo_quant_memory

    Lexus2016 March 25, 2026
    1 copies 0 downloads

    Local-first MCP memory server for AI coding agents with compact retrieval and project/global scopes.

    Agent Definition
    # Turbo Quant Memory for AI Agents
    
    ![Turbo Quant Memory hero](assets/readme-hero-en.svg?v=20260328b)
    
    [![Latest release](https://img.shields.io/github/v/release/Lexus2016/turbo_quant_memory?display_name=tag&label=release)](https://github.com/Lexus2016/turbo_quant_memory/releases)
    [![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-3776AB)](https://www.python.org/downloads/)
    [![MCP server](https://img.shields.io/badge/MCP-stdio-0A7B83)](https://modelcontextprotocol.io/)
    [![Local-first](https://img.shields.io/badge/storage-local--first-2F855A)](https://github.com/Lexus2016/turbo_quant_memory)
    
    Other languages: [Russian](README.ru.md) | [Ukrainian](README.uk.md)
    
    Turbo Quant Memory is the memory layer that makes AI agents feel like long-term teammates instead of short-term chat sessions.
    
    If you use Claude Code, Codex, Cursor, OpenCode, Cursor CLI, or any MCP client, this is how you keep your institutional knowledge alive between tasks.
    
    ## Why It Matters
    
    Most agent workflows fail in the same place: memory.
    
    - Great insights disappear in chat history.
    - Every new task restarts from zero.
    - Teams re-explain the same architecture again and again.
    
    Turbo Quant Memory fixes this by making your project knowledge persistent, searchable, and reusable.
    
    ## Why Teams Choose Turbo Quant Memory
    
    | Typical AI workflow | With Turbo Quant Memory |
    |---|---|
    | Agents forget context between sessions | Agents can continue from saved project knowledge |
    | Decisions stay buried in old threads | Decisions become reusable notes |
    | Team knowledge stays inside one person's head | Knowledge becomes shared, searchable, and portable |
    | Token budget is wasted on repeated reading | Context is loaded smarter, so more budget goes to reasoning |
    
    ## The Core Promise
    
    Your agents stop behaving like temporary assistants and start behaving like members of the team.
    
    ## What Makes It Different
    
    - Local-first by design: your memory stays under your control.
    - One memory layer for many client

    Tags

    agent-memoryai-agentsclaude-codecodexcursorlocal-firstmcpmcp-servermodel-context-protocolpython

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