Memori - Agno

Prerequisites

The following example requires the memorisdk library.

pip install -U memorisdk

Example

The following agent can maintain persistent memory across conversations:

from agno.agent import Agent
from agno.tools.memori import MemoriTools

agent = Agent(
    instructions=[
        "You are a memory-enhanced assistant with persistent conversation history",
        "Remember important information about users and their preferences",
        "Use stored memories to provide personalized and contextual responses",
        "Maintain conversation continuity across sessions",
    ],
    tools=[
        MemoriTools(database_connect="sqlite:///memori.db", namespace="quick-memori")
    ],
)

agent.print_response("Remember that I prefer vegetarian recipes and I'm learning to cook Italian cuisine", stream=True)

Toolkit Params

Parameter	Type	Default	Description
`database_connect`	`Optional[str]`	`sqlite:///agno_memori_memory.db`	Database connection string (SQLite, PostgreSQL, etc.).
`namespace`	`Optional[str]`	`"agno_default"`	Namespace for organizing memories (e.g., “agent_v1”, “user_session”).
`conscious_ingest`	`bool`	`True`	Whether to use conscious memory ingestion.
`auto_ingest`	`bool`	`True`	Whether to automatically ingest conversations into memory.
`verbose`	`bool`	`False`	Enable verbose logging from Memori.
`config`	`Optional[Dict]`	`None`	Additional Memori configuration.
`auto_enable`	`bool`	`True`	Automatically enable the memory system on initialization.
`enable_search_memory`	`bool`	`True`	Enable memory search functionality.
`enable_record_conversation`	`bool`	`True`	Enable conversation recording functionality.
`enable_get_memory_stats`	`bool`	`True`	Enable memory statistics retrieval.
`all`	`bool`	`False`	Enable all available tools.

Toolkit Functions

Function	Description
`search_memory`	Search through stored memories using queries.
`record_conversation`	Add important information or facts to memory.
`get_memory_stats`	Get statistics about the memory system.

You can use include_tools or exclude_tools to modify the list of tools the agent has access to. Learn more about selecting tools.

Developer Resources