Copilot Memory MCP for LangChain
io.github.labforgedev/copilot-memory-mcp
Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
client:LangChain
transport:stdio
runtime:oci
Install Copilot Memory MCP in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"copilot-memory-mcp": {
"transport": "stdio",
"command": "docker",
"args": ["run", "-i", "--rm", "ghcr.io/labforgedev/copilot-memory-mcp:1.0.0"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs