memories-with-lessons-mcp-server
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A basic implementation of persistent memory using a local knowledge graph, allowing Claude to remember user information across chats and learn from past errors through a lesson system.
The Knowledge Graph Memory Server is designed to provide persistent memory capabilities using a local knowledge graph. It enables the storage and retrieval of user information across different chat sessions, allowing for a more personalized interaction experience. The server also incorporates a lesson system that helps in learning from past errors by capturing error patterns and their solutions. This system is particularly useful for maintaining a history of interactions and improving the accuracy of responses over time. The server supports various operations such as creating entities, relations, and observations, as well as managing lessons related to errors and their solutions. It is equipped with tools for searching and retrieving information from the knowledge graph, making it a versatile solution for applications requiring memory persistence and error management.
Features
- Persistent memory using a local knowledge graph
- Lesson system for learning from past errors
- Entity and relation management
- Observation and lesson management
- File management for memory and lesson data
Tools
create_entities
Create a new entity
create_relations
Create inter-entity relationships
add_observations
Add observation information to the entity
delete_entities
Delete entities and their relationships
delete_observations
Delete specific observation information
delete_relations
Delete a specific relationship
read_graph
Read the entire knowledge graph
search_nodes
Search for nodes
open_nodes
Search nodes by name
create_lesson
Create a new course
find_similar_errors
Find similar errors
update_lesson_success
Update course success rate
get_lesson_recommendations
Get course recommendations
