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Circles: WhatsApp for your AI agents for LangChain

app.usecircles/whatsapp

WhatsApp MCP for chats you choose: read/write by default, no daily send quota, voice notes as text.

client:LangChain transport:streamable-http

Install Circles: WhatsApp for your AI agents in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "whatsapp": {
            "transport": "streamable_http",
            "url": "https://app.usecircles.app/api/mcp",
        }
})

tools = await client.get_tools()

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

Circles: WhatsApp for your AI agents in other clients