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mcp/harbor
LangChain

engram server for LangChain

io.github.jamjet-labs/engram-server

Durable memory for AI agents: fact extraction, hybrid retrieval, temporal graph. SQLite/Postgres.

client:LangChain transport:stdio runtime:oci

Install engram server in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "engram-server": {
            "transport": "stdio",
            "command": "docker",
            "args": ["run", "-i", "--rm", "ghcr.io/jamjet-labs/engram-server:0.5.0"],
        }
})

tools = await client.get_tools()

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

engram server in other clients

engram server MCP server