ainative-memory-mcp

MCP serverSearch

Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.

This server has no hosted endpoint yet, so ahel can't serve it. You can still add it. It stays paused until ahel can serve it.

One link, every agent. Your own credentials, stored once.

Tools it gives your agents (10)

Tool	What it does
create_entities	Create multiple new entities in the knowledge graph. Entities are the fundamental nodes with a name, type, and list of observations. Stored in ZeroDB cloud — persists across sessions and devices.
create_relations	Create multiple new relations between entities in the knowledge graph. Relations should be in active voice.
add_observations	Add new observations to existing entities in the knowledge graph.
delete_entities	Delete multiple entities and their associated relations from the knowledge graph.
delete_observations	Delete specific observations from entities in the knowledge graph.
delete_relations	Delete multiple relations from the knowledge graph.
read_graph	Read the entire knowledge graph from ZeroDB cloud storage.
search_nodes	Search for nodes in the knowledge graph based on a text query. Matches against entity names, types, and observation content (case-insensitive substring match).
open_nodes	Open specific nodes in the knowledge graph by their names.
search_nodes_semantic	Search for nodes in the knowledge graph using semantic vector similarity. Unlike search_nodes which does exact text matching, this finds entities by meaning — e.g., searching "machine learning...