CPersona for LangChain
io.github.cloto-dev/cpersona
Persistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools.
client:LangChain
transport:stdio
runtime:pypi
Install CPersona in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"cpersona": {
"transport": "stdio",
"command": "uvx",
"args": ["cpersona"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs