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    Memory-Plus

    Memory-Plus

    Yuchen20 May 1, 2025
    55 copies 0 downloads

    ๐Ÿง  ๐‘ด๐’†๐’Ž๐’๐’“๐’š-๐‘ท๐’๐’–๐’” is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessionsโ€”perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

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    ![memory_plus](https://memory-plus.imgix.net/memory_plus.png)
    
    
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    [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](./LICENSE)   ![visitors](https://visitor-badge.laobi.icu/badge?page_id=Yuchen20.Memory-Plus) [![PyPI version](https://badge.fury.io/py/memory-plus.svg)](https://pypi.org/project/memory-plus/) [![PyPI Downloads](https://static.pepy.tech/badge/memory-plus)](https://pepy.tech/projects/memory-plus)
    
    
    
    # Memory-Plus
    
    A lightweight, local Retrieval-Augmented Generation (RAG) memory store for MCP agents. Memory-Plus lets your agent record, retrieve, update, and visualize persistent "memories"โ€”notes, ideas, and session contextโ€”across runs.
    
    > ๐Ÿ† **First Place** at the [Infosys Cambridge AI Centre Hackathon](https://infosys-cam-ai-centre.github.io/Infosys-Cambridge-Hackathon/)!
    
    ## Key Features
    
    * **Record Memories**๏ผšSave user data, ideas, and important context.
    * **Retrieve Memories**๏ผšSearch by keywords or topics over past entries.
    * **Recent Memories**๏ผšFetch the last *N* items quickly.
    * **Update Memories**๏ผšAppend or modify existing entries seamlessly.
    * **Visualize Memories**๏ผšInteractive graph clusters revealing relationships.
    * **File Import** (*since v0.1.2*)๏ผšIngest documents directly into memory.
    * **Delete Memories** (*since v0.1.2*)๏ผšRemove unwanted entries.
    * **Memory for Memories** (*since v0.1.4*)๏ผšNow we use `resources` to teach your AI exactly when (and when not) to recall past interactions.
    * **Memory Versioning** (*since v0.1.4*)๏ผšWhen memories are updated, we keep the old versions to provide a full history.
    
    
    ---
    
    
    ![alt text](https://memory-plus.imgix.net/memory_visualization.png)
    
    
    ## Installation
    
    ### 1. Prerequisites
    
    **Google API Key**
    Obtain from [Google AI Studio](https://aistudio.google.com/apikey) and set as `GOOGLE_API_KEY` in your environment.
    > Note that we will only use the `Cursor Embedding API` with this API key, so it is **E

    Tags

    agenthackathonmcpmcp-servermemorymemory-storemodel-context-protocol

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