Memory-PlusRepository30/100 via “mcp-protocol-server-with-tool-exposure”
** a lightweight, local RAG memory store to 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.
Unique: Implements FastMCP server with three-layer MCP exposure (Tools for operations, Resources for metadata, Prompts for guidance) rather than single-layer tool-only approach, enabling richer agent integration patterns
vs others: More standardized than custom REST APIs or Python SDK integration by using MCP protocol, enabling drop-in compatibility with multiple IDE agents (Cursor, Windsurf) without per-tool custom code