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reference data for LangChain

dev.afriref/reference-data

African govt data, cited to source: rates, VAT, tax, wages, holidays, FX. 34 countries; Ghana free.

client:LangChain transport:streamable-http tools:11

Install reference data in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "reference-data": {
            "transport": "streamable_http",
            "url": "https://afriref.dev/mcp",
        }
})

tools = await client.get_tools()

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

What LangChain can do once it is connected

reference data in other clients