crewai - 💡(How to fix) Fix Add Synapse as a memory backend integration [2 comments, 2 participants]

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crewAIInc/crewAI#4492Fetched 2026-04-08 00:41:48
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Code Example

from synapse import Synapse
from synapse.integrations.crewai import SynapseCrewMemory

syn = Synapse("./crew_memory")
memory = SynapseCrewMemory(synapse=syn)
RAW_BUFFERClick to expand / collapse

What is Synapse?

Synapse is a neuroscience-inspired memory database for AI agents — privacy-first, local-only, zero external dependencies.

Integration

We have a working CrewAI integration at https://github.com/raghuram369/synapse that provides SynapseCrewMemory — a drop-in memory backend for CrewAI agents.

Features

  • 🔒 Privacy-first: all memory local, no API calls
  • 🧠 Semantic recall with memory strengthening/decay
  • ⚡ Zero dependencies (pure Python)
  • 📦 Portable .synapse files

Usage

from synapse import Synapse
from synapse.integrations.crewai import SynapseCrewMemory

syn = Synapse("./crew_memory")
memory = SynapseCrewMemory(synapse=syn)

Would love to discuss how best to integrate this into the CrewAI ecosystem — whether as a documented memory backend option or a community plugin.

PyPI: https://pypi.org/project/synapse-ai-memory/ Also available: langchain-synapse, langgraph-synapse

extent analysis

Fix Plan

To integrate Synapse into the CrewAI ecosystem, we will create a documented memory backend option.

Steps

  • Update SynapseCrewMemory to handle errors and exceptions
  • Add documentation for the SynapseCrewMemory class
  • Create a community plugin for CrewAI

Example Code

from synapse import Synapse
from synapse.integrations.crewai import SynapseCrewMemory

try:
    syn = Synapse("./crew_memory")
    memory = SynapseCrewMemory(synapse=syn)
except Exception as e:
    print(f"Error: {e}")

Verification

Test the integration by running the example code and verifying that it works as expected.

Extra Tips

  • Consider adding unit tests for the SynapseCrewMemory class
  • Document any dependencies or requirements for the integration
  • Provide clear instructions for installing and using the community plugin

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