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Unbrowse sites: one website's tools per server for LangChain

io.github.unbrowse-ai/sites

One website's first-party API as MCP tools, e.g. airbnb.com. Thousands of sites indexed.

client:LangChain transport:streamable-http

Install Unbrowse sites: one website's tools per server in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "sites": {
            "transport": "streamable_http",
            "url": "https://unbrowse.ai/mcp/{site}",
        }
})

tools = await client.get_tools()

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

Unbrowse sites: one website's tools per server in other clients