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How to Use the UK ONS Economy — GDP, Inflation & Consumer Spending MCP in LangChain

Build complex data pipelines with the UK ONS Economy MCP Server for LangChain.

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Works with every AI agent you already use

…and any MCP-compatible client

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Connect UK ONS Economy — GDP, Inflation & Consumer Spending MCP to LangChain

Create your Vinkius account to connect UK ONS Economy — GDP, Inflation & Consumer Spending to LangChain and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Advanced Querying with LangChain

The `get_economy_dataset` tool lets you query almost any ONS dataset by ID. You can figure out exactly which filters to use first, and then pull data on anything from regional GDP to retail sales. This setup means your agent doesn't just call one endpoint; it decides the right sequence of calls based on intermediate results. It’s perfect for multi-step reasoning pipelines.

Real-Time Spending Analysis via MCP Server

You can check consumer habits using `get_spending_cards`. This tool delivers weekly data, giving near real-time insight into debit and credit card spending. It’s a much faster indicator than waiting for quarterly reports. Need to see how that spending relates to income? You pair this with `get_tax_benefits` to get the effects of taxes and benefits on household earnings.

GDP Tracking by Region

The `get_gdp` tool provides UK GDP data, covering both quarterly and annual figures. It breaks this down not just for England, but also for Wales and nine English regions. This lets your agent track regional economic performance over time using the full time series feature, making it easy to compare areas against each other.

Setup guide

Set up UK ONS Economy — GDP, Inflation & Consumer Spending MCP in LangChain

Prerequisites

  • Python 3.10+ installed
  • langchain-mcp-adapters + langgraph packages
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run pip install langchain-mcp-adapters langgraph langchain-openai. The MCP adapters package converts MCP tools into native LangChain BaseTool objects.

  2. 2

    Connect via HTTP transport

    Use MultiServerMCPClient with "transport": "http" pointing to your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Create a ReAct agent

    Pass the discovered tools to create_react_agent() from LangGraph. The agent automatically routes UK ONS Economy — GDP, Inflation & Consumer Spending tool calls through the MCP protocol.

  4. 4

    Run with any LLM

    Swap ChatOpenAI for ChatAnthropic, ChatGoogleGenerativeAI, or any LangChain-compatible model. The MCP tools work identically across all providers.

agent.py
from langchain_mcp_adapters.client import MultiServerMCPClient
from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI

async with MultiServerMCPClient({
    "uk-ons-economy-gdp-inflation-consumer-spending-mcp": {
        "transport": "http",
        "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
    }
}) as client:
    tools = client.get_tools()

    agent = create_react_agent(
        ChatOpenAI(model="gpt-4o"),
        tools,
    )
    result = await agent.ainvoke({
        "messages": "List recent UK ONS Economy — GDP, Inflation & Consumer Spending transactions"
    })
    print(result["messages"][-1].content)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by UK ONS. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about UK ONS Economy — GDP, Inflation & Consumer Spending MCP in LangChain

Your agent uses this MCP Server's tools to build chains. For example, it can get quarterly `get_gdp` data and then follow up by calling `get_cpih` to see how inflation impacted that region’s growth.
The server covers official economic metrics: quarterly/annual regional GDP, CPIH inflation (the headline measure), retail sales index, and weekly card spending data. You're getting a full picture from the ONS.
Absolutely. Tools like `get_gdp` and `get_retail_sales` are designed to pull full time series data—both quarterly and monthly—so you can compare years or regions easily.
It touches detailed economic metrics including regional GDP figures, CPIH inflation records, and raw consumer spending data from cards and retail sales.
Yes. The client supports multiple servers, letting you combine the economic data from this MCP Server with other APIs or databases in a single workflow.

Start using the UK ONS Economy — GDP, Inflation & Consumer Spending MCP today

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