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mcp/harbor
LangChain

EchoVault Memory for LangChain

io.github.go-ports/echovault

Local-first memory for coding agents; stores decisions, bugs, and context across sessions.

client:LangChain transport:stdio runtime:oci

Install EchoVault Memory in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "echovault": {
            "transport": "stdio",
            "command": "docker",
            "args": ["run", "-i", "--rm", "ghcr.io/go-ports/echovault:0.3.3"],
        }
})

tools = await client.get_tools()

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

EchoVault Memory in other clients

EchoVault Memory MCP server