Yuchen20/Memory-Plus

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🧠 π‘΄π’†π’Žπ’π’“π’š-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessionsβ€”perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

56 β˜…7 forksPythonUpdated 1y ago

What you need to know

An MCP server that gives assistants persistent, hierarchical memory with knowledge-graph style relationships, vector search, and automatic recall to maintain context across sessions.

Install

Run the server with a vector store backend (e.g. sqlite-vec), then add to MCP client config.

Usage

  • β€’Store and recall facts, entities, and relationships; the assistant auto-remembers across sessions.

Key features

  • βœ“persistent memory
  • βœ“vector search
  • βœ“knowledge graph relationships
  • βœ“hierarchical structure
  • βœ“auto recall

Best for

Long-running assistant memory and personalization.

Platforms: macOS Β· Linux Β· WindowsClients: Claude Desktop Β· generic MCP clients

Reviewed 2026-08-11

Topics

agenthackathonmcpmcp-servermemorymemory-storemodel-context-protocol
Stars
56β˜…
Forks
7
Language
Python
License
Apache-2.0
Created
2025-05-01
Last push
2025-05-25