jason-c-dev/memory-mcp-server-py
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The MCP Memory Server is a Python implementation of the TypeScript MCP memory server, designed for knowledge graph storage and retrieval using the Model Context Protocol (MCP).
Tools
Functions exposed to the LLM to take actions
create_entities
Create new entities in the knowledge graph.
create_relations
Create relationships between entities.
add_observations
Add new observations to existing entities.
delete_entities
Delete entities and their associated relations.
delete_relations
Delete specific relations.
delete_observations
Remove specific observations from entities.
read_graph
Retrieve the entire knowledge graph.
search_nodes
Search for entities by query string.
open_nodes
Get specific entities and their connections.
Prompts
Interactive templates invoked by user choice
No prompts
Resources
Contextual data attached and managed by the client