T1nker 1220 Memories With Lessons MCP Server
An implementation of a persistent memory server based on knowledge graphs, supporting cross - session memory of user information and an error learning system, including core functions such as entity management, relationship establishment, observation recording, and error lessons.
rating : 2 points
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What is Knowledge Graph Memory Server?
This server provides Claude with long - term memory capabilities by storing information in a structured knowledge graph format. It remembers user details, relationships between entities, and lessons learned from past errors to improve future interactions.How does it work?
The server stores information as entities (nodes) connected by relations (edges) with attached observations (facts). Special 'lesson' entities capture error patterns and solutions for continuous learning.When should I use it?
Ideal for personalized AI assistants that need to remember user preferences, maintain context across conversations, or learn from troubleshooting experiences.Key Features
Entity TrackingStore and organize information about people, organizations, and events as interconnected entities.
Relationship MappingDefine and visualize how different entities connect and interact with each other.
Error Learning SystemCapture error patterns and solutions as lessons that improve over time based on success rates.
Persistent MemoryMaintain information across different chat sessions for continuous context.
Pros and Cons
Advantages
Personalized interactions through memory of user details
Faster error resolution with learned solutions
Structured knowledge representation enables complex reasoning
Lightweight local storage maintains privacy
Limitations
Requires manual setup for integration
Local storage means memories don't sync across devices
Initial learning curve for optimal prompt engineering
Setup Guide
Installation
Choose your preferred installation method from Docker, NPX, or custom build.
Configuration
Add the server configuration to your claude_desktop_config.json file.
System Prompt
Configure Claude's interaction pattern with the memory system using the provided prompt template.
Usage Scenarios
Personalized AssistantRemember user preferences across conversations
Technical TroubleshootingStore and recall solutions to common errors
Frequently Asked Questions
Where is the memory data stored?
How do I clear the memory?
Can I use this with Claude.ai?
Additional Resources
GitHub Repository
Source code and original implementation
Cursor MCP Documentation
Official Model Context Protocol documentation
Knowledge Graphs Explained
Introductory article about knowledge graphs
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