SAME - Stateless Agent Memory Engine for LangChain
io.github.sgx-labs/same
Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.
client:LangChain
transport:stdio
runtime:npm
Install SAME - Stateless Agent Memory Engine in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"same": {
"transport": "stdio",
"command": "npx",
"args": ["-y", "@sgx-labs/same"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs