🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

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"—notes, ideas, and session context—across runs.

🏆 First Place at the Infosys Cambridge AI Centre Hackathon!

Key Features

• Record Memories：Save user data, ideas, and important context.
• Retrieve Memories：Search by keywords or topics over past entries.
• Recent Memories：Fetch the last N items quickly.
• Update Memories：Append or modify existing entries seamlessly.
• Visualize Memories：Interactive graph clusters revealing relationships.
• File Import (since v0.1.2)：Ingest documents directly into memory.
• Delete Memories (since v0.1.2)：Remove unwanted entries.
• Memory for Memories (since v0.1.4)：Now we use resources to teach your AI exactly when (and when not) to recall past interactions.
• Memory Versioning (since v0.1.4)：When memories are updated, we keep the old versions to provide a full history.

Installation

1. Prerequisites

Google API Key Obtain from Google AI Studio 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