Python Memory MCP Server

open_nodes

Open specific nodes in the knowledge graph by their names

read_graph

Read the entire knowledge graph

search_nodes

Search for nodes in the knowledge graph based on a query

create_entities

Create multiple new entities in the knowledge graph

delete_entities

Delete multiple entities and their associated relations from the knowledge graph

add_observations

Add new observations to existing entities in the knowledge graph

create_relations

Create multiple new relations between entities in the knowledge graph. Relations should be in active voice

delete_relations

Delete multiple relations from the knowledge graph

delete_observations

Delete specific observations from entities in the knowledge graph