engram for LangChain
io.github.hbarefoot/engram
Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.
client:LangChain
transport:stdio
runtime:npm
Install engram in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"engram": {
"transport": "stdio",
"command": "npx",
"args": ["-y", "@hbarefoot/engram"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs