CrewAI Integration

CrewAI + Awareness Memory

Give your CrewAI agents persistent, cross-session memory. Crew members remember past decisions, code changes, and conversations across task executions.

Installation

pip install awareness-memory-cloud[crewai]

Quick Start

from memory_cloud import MemoryCloudClient
from memory_cloud.integrations.crewai import MemoryCloudCrewAI
import openai

# Local mode (no API key needed)
client = MemoryCloudClient(mode="local")
mc = MemoryCloudCrewAI(client=client)  # memory_id auto-managed

# Cloud mode (team collaboration, semantic search, multi-device sync)
client = MemoryCloudClient(base_url="https://awareness.market/api/v1", api_key="YOUR_API_KEY")
mc = MemoryCloudCrewAI(client=client, memory_id="memory_123")

# Wrap the LLM client for auto-recall + auto-capture
mc.wrap_llm(openai.OpenAI())

# Or get tool definitions for agent config
tools = mc.build_tools()

Integration Patterns

Pattern 1: Interceptor (Zero-Code Memory)

mc.wrap_llm(openai.OpenAI())
# All LLM calls within your CrewAI tasks now have cross-session memory

Pattern 2: Explicit Tools

# Register memory tools for crew agents
tools = mc.build_tools()

# Use in CrewAI agent config
agent = Agent(
    role="Senior Developer",
    tools=tools,
    # ...
)

Pattern 3: Direct API

# Recall past context
result = mc.awareness_recall("What happened in the last sprint?")

# Record a decision
mc.awareness_record("Decided to use Redis for caching instead of Memcached")

Use Cases

  • Crews that remember across task executions — knowledge persists between runs
  • Shared memory between crew members — use user_id / agent_role to scope per member
  • Long-running crews — accumulate knowledge over days or weeks
  • Cross-crew handoffs — new crews pick up where previous ones left off

Multi-User / Multi-Role

# Each crew member can have its own role
mc_dev = MemoryCloudCrewAI(
    client=client, memory_id="memory_123",
    default_metadata={"agent_role": "developer", "user_id": "alice"}
)

mc_pm = MemoryCloudCrewAI(
    client=client, memory_id="memory_123",
    default_metadata={"agent_role": "project_manager", "user_id": "bob"}
)

Example

See examples/e2e_crewai_cloud.py in the SDK repository for a complete end-to-end example.

Next Steps

LangChain IntegrationPraisonAI Integration