memories-with-lessons-mcp-server

What is this MCP

This MCP is a knowledge graph memory server that enables persistent memory for AI assistants like Claude. It stores entities, relations, and observations in a structured graph format, with special support for error lessons and their solutions.

How to use this MCP

Integrate via Cursor MCP client or Claude Desktop by configuring the server in JSON settings. The system provides API tools for creating/managing entities, relations, observations, and lessons. Error patterns can be matched against existing lessons for solutions.

What this MCP can be used for

Maintaining long-term memory across chat sessions, personalizing interactions, tracking error patterns, and building institutional knowledge about troubleshooting solutions for AI assistants.