Memory Vault for LangChain
io.github.mihaibuilds/memory-vault
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.
client:LangChain
transport:stdio
runtime:oci
Install Memory Vault in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"memory-vault": {
"transport": "stdio",
"command": "docker",
"args": ["run", "-i", "--rm", "ghcr.io/mihaibuilds/memory-vault-mcp:1.6.0"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs