memory for LangChain
me.ai-know/memory
Chinese-first brain-inspired memory MCP — hybrid recall, 7-layer user profile, workspace assembly.
client:LangChain
transport:streamable-http
Install memory in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"memory": {
"transport": "streamable_http",
"url": "https://ai-know.me/mcp",
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs