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mcp/harbor
LangChain

Echo Memory for LangChain

io.github.ayushcodes10/echo-mem

Shared memory for AI agents, as a graph in your own Postgres. Writes never call an LLM.

client:LangChain transport:streamable-http runtime:pypi

Install Echo Memory in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "echo-mem": {
            "transport": "streamable_http",
            "url": "https://api.echo-mem.com/mcp",
        }
})

tools = await client.get_tools()

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

Echo Memory in other clients

Echo Memory MCP server