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Singapore Land Lots & Master Plan Zoning for LangChain

io.github.bumiatlas/singapore-land-zoning

Singapore SLA land lots by lot number or coordinates, with URA Master Plan 2025 land use and GPR.

client:LangChain transport:streamable-http

Install Singapore Land Lots & Master Plan Zoning in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "singapore-land-zoning": {
            "transport": "streamable_http",
            "url": "https://bumiatlas.com/mcp/singapore",
        }
})

tools = await client.get_tools()

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

Singapore Land Lots & Master Plan Zoning in other clients