CrewAI

pip install mengram-ai[crewai]

from integrations.crewai import create_mengram_tools  # included in mengram-ai
from crewai import Agent, Task, Crew

# Create memory tools
tools = create_mengram_tools(api_key="om-your-key")

agent = Agent(
    role="Support Engineer",
    goal="Help users with technical issues using past context",
    tools=tools,
)

task = Task(
    description="Help the user debug their deployment issue",
    agent=agent,
)

crew = Crew(agents=[agent], tasks=[task])
result = crew.kickoff()

# Agent workflow is automatically extracted as a procedure
# On next similar task, the agent retrieves the procedure
results = tools[0].run("how to deploy to Railway")
# Returns the learned procedure with steps