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LangChain

Ace Memory for LangChain

io.github.rudedoggg/ace-memory

Persistent memory for AI agents. Semantic search, memory graph, W3C DID identity.

client:LangChain transport:streamable-http

Install Ace Memory in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "ace-memory": {
            "transport": "streamable_http",
            "url": "https://ais.agentsandswarms.ai/mcp",
        }
})

tools = await client.get_tools()

get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs

Ace Memory in other clients