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mcp/harbor
LangChain

memforge memory for LangChain

io.github.volsier/memforge-memory

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

client:LangChain transport:stdio runtime:npm

Install memforge memory in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memforge-memory": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "@memforgeai/memory-service"],
        }
})

tools = await client.get_tools()

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

memforge memory in other clients

memforge memory MCP server