Memory-Plus

Overview

Memory-Plus is a Python-based MCP server that provides a local Retrieval-Augmented Generation (RAG) memory store for AI agents. It allows developers to record, retrieve, update, delete, and visualize persistent memories across sessions. The server uses Google's Gemini Embedding API for memory processing and maintains versions of memories for historical context. It's particularly useful for developers working with multiple AI coding tools who want their AI assistants to maintain context between sessions.

Try asking AI

After installing, here are 5 things you can ask your AI assistant:

• record_memory

  Save user data, ideas, and important context.

  Try:Remember that my favorite programming language is PythonTry:Save this important meeting note
• retrieve_memory

  Search by keywords or topics over past entries.

  Try:Find information about the project deadlineTry:Search for notes about API integration
• get_recent_memories

  Fetch the last N memory items.

  Try:Show me my 5 most recent memoriesTry:What did I work on yesterday?
• update_memory

  Append or modify existing memory entries.

  Try:Add more details to yesterday's meeting noteTry:Update my contact information
• visualize_memories

  Create interactive graph clusters revealing relationships between memories.

  Try:Visualize my project ideasTry:Show a graph of my coding-related memories
• import_file

  Ingest documents directly into memory.

  Try:Import requirements.txt fileTry:Add this PDF document to my memories
• delete_memory

  Remove unwanted memory entries.

  Try:Delete the old grocery listTry:Remove the temporary meeting notes

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Installation

# Install UV
pip install uv

# Add to VS Code/settings.json
{
  "mcpServers": {
    "memory-plus": {
      "command": "uvx",
      "args": [
        "-q",
        "memory-plus@latest"
      ],
      "env": {
        "GOOGLE_API_KEY": "<YOUR_API_KEY>"
      }
    }
  }
}

FAQ

Why is memory-plus not working?

Memory-plus has dependencies that can be slow to download the first time (about 1 minute). Once installed, subsequent usage is much faster.

How do I use memory-plus in a real chat session?

Add the MCP JSON configuration to your MCP setup. Once added, memory-plus will automatically activate when needed during conversations.

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