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The Memori toolkit gives an Agent human-like memory. With multi-agent memory engine, Memori provides capabilities to store, retrieve, search structured data, and promote long term memories to short-term.
memorisdk Python package and a relational database connection string (SQLite, PostgreSQL, etc.).
pip install memorisdk
from textwrap import dedent
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.memori import MemoriTools
# Setup the Memori ToolKit
memori_tools = MemoriTools(
database_connect="sqlite:///memori_cookbook_memory.db",
namespace="cookbook_agent",
)
# Setup your Agent
agent = Agent(
# Add the Memori ToolKit to the Agent
tools=[memori_tools],
model=OpenAIChat(id="gpt-4o"),
show_tool_calls=True,
markdown=True,
instructions=dedent(
"""\
Instructions:
1. First, search your memory for relevant past conversations using the memori tool
2. Use any relevant memories to provide a personalized response
3. Provide a helpful and contextual answer
4. Be conversational and friendly
If this is the first conversation, introduce yourself and explain that you'll remember our conversations.
"""
),
)
# Run your Agent
agent.print_response("I'm a Python developer and I love building web applications")
# Thanks to the Memori ToolKit, your Agent can now remember the conversation:
agent.print_response("What do you remember about my programming background?")
# Using the Memori ToolKit, your Agent also gains access to memory statistics:
agent.print_response("Show me your memory statistics")
| Parameter | Type | Default | Description |
|---|---|---|---|
database_connect | str | SQLite | Database connection string (e.g., “sqlite:///memory.db”, PostgreSQL, etc.). |
namespace | str | None | 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 | dict | None | Additional Memori configuration dictionary. |
auto_enable | bool | True | Automatically enable the memory system on initialization. |
| Function | Description |
|---|---|
search_memory | Search through stored memories using a query string. Returns relevant past conversations and facts. |
record_conversation | Store a user/agent conversation in memory. Can be called manually or automatically (if auto_ingest=True). |
get_memory_stats | Retrieve statistics and status about the current memory system (total memories, database type, etc.). |
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