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LangChain

MemVault MCP Server for LangChain

io.github.dreamor/memvault

Shared memory router for AI agents: save/search/recall, session-start injection, review inbox.

client:LangChain transport:stdio runtime:oci

Install MemVault MCP Server in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memvault": {
            "transport": "stdio",
            "command": "docker",
            "args": ["run", "-i", "--rm", "ghcr.io/dreamor/memvault:0.3.0"],
        }
})

tools = await client.get_tools()

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

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