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mcp/harbor
LangChain

crbro memory for LangChain

io.github.octonove/crbro-memory

Persistent file-based memory for AI agents: inspectable, versionable, fully local.

client:LangChain transport:stdio runtime:npm

Install crbro memory in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "crbro-memory": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "crbro-memory"],
        }
})

tools = await client.get_tools()

get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs

crbro memory in other clients

crbro memory MCP server