Memori

MemoriTools provides persistent memory capabilities for agents with conversation history, user preferences, and long-term context.

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

• View Tools Source
• View Cookbook
• Memori SDK Documentation
• Memory Management Best Practices