Is the ONS API stable?

The ONS API is currently in Beta. While fully functional and regularly updated, there may occasionally be breaking changes. Rate limits: 120 requests per 10 seconds, 200 per minute.

What datasets does this server pull from?

It has access to the full ONS library of over 337 statistical datasets, spanning GDP, CPIH, retail sales, demographic projections, health indicators, trade, and more.

Are the GDP and Inflation figures real-time?

The statistics provided are based on the latest officially published reports from the ONS, which usually trail by a month or a quarter depending on the metric.

UK ONS Full — Complete Statistical Intelligence MCP Server for Pydantic AI 20 tools — connect in under 2 minutes

Name: UK ONS Full — Complete Statistical Intelligence
Availability: InStock
Author: Vinkius

ai.pydantic.dev/mcp

Built by Vinkius GDPR 20 Tools SDK

Pydantic AI brings type-safe agent development to Python with first-class MCP support. Connect UK ONS Full — Complete Statistical Intelligence through the Vinkius and every tool is automatically validated against Pydantic schemas — catch errors at build time, not in production.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerHTTP

async def main():
    # Your Vinkius token — get it at cloud.vinkius.com
    server = MCPServerHTTP(url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")

    agent = Agent(
        model="openai:gpt-4o",
        mcp_servers=[server],
        system_prompt=(
            "You are an assistant with access to UK ONS Full — Complete Statistical Intelligence "
            "(20 tools)."
        ),
    )

    result = await agent.run(
        "What tools are available in UK ONS Full — Complete Statistical Intelligence?"
    )
    print(result.data)

asyncio.run(main())

UK ONS Full — Complete Statistical Intelligence

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Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About UK ONS Full — Complete Statistical Intelligence MCP Server

The ultimate UK ONS Mega-Server — 20 tools across 4 domains.

Pydantic AI validates every UK ONS Full — Complete Statistical Intelligence tool response against typed schemas, catching data inconsistencies at build time. Connect 20 tools through the Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code — full type safety, structured output guarantees, and dependency injection for testable agents.

20 Tools

💰 Economy (6) — GDP, CPIH, retail sales, card spending, tax
👥 Population (5) — Deaths, well-being, suicides, projections
🚢 Trade (3) — Goods trade, business counts, traffic
🔍 Discovery (6) — Search, browse, metadata, query

No API Key Required

The UK ONS Full — Complete Statistical Intelligence MCP Server exposes 20 tools through the Vinkius. Connect it to Pydantic AI in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect UK ONS Full — Complete Statistical Intelligence to Pydantic AI via MCP

Follow these steps to integrate the UK ONS Full — Complete Statistical Intelligence MCP Server with Pydantic AI.

Install Pydantic AI

Run pip install pydantic-ai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save to agent.py and run: python agent.py

Explore tools

The agent discovers 20 tools from UK ONS Full — Complete Statistical Intelligence with type-safe schemas

Why Use Pydantic AI with the UK ONS Full — Complete Statistical Intelligence MCP Server

Pydantic AI provides unique advantages when paired with UK ONS Full — Complete Statistical Intelligence through the Model Context Protocol.

Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application

Model-agnostic architecture — switch between OpenAI, Anthropic, or Gemini without changing your UK ONS Full — Complete Statistical Intelligence integration code

Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors

Dependency injection system cleanly separates your UK ONS Full — Complete Statistical Intelligence connection logic from agent behavior for testable, maintainable code

UK ONS Full — Complete Statistical Intelligence + Pydantic AI Use Cases

Practical scenarios where Pydantic AI combined with the UK ONS Full — Complete Statistical Intelligence MCP Server delivers measurable value.

Type-safe data pipelines: query UK ONS Full — Complete Statistical Intelligence with guaranteed response schemas, feeding validated data into downstream processing

API orchestration: chain multiple UK ONS Full — Complete Statistical Intelligence tool calls with Pydantic validation at each step to ensure data integrity end-to-end

Production monitoring: build validated alert agents that query UK ONS Full — Complete Statistical Intelligence and output structured, schema-compliant notifications

Testing and QA: use Pydantic AI's dependency injection to mock UK ONS Full — Complete Statistical Intelligence responses and write comprehensive agent tests

UK ONS Full — Complete Statistical Intelligence MCP Tools for Pydantic AI (20)

These 20 tools become available when you connect UK ONS Full — Complete Statistical Intelligence to Pydantic AI via MCP:

get_business_counts

Dataset: uk-business-by-enterprises-and-local-units. Source: Inter-Departmental Business Register (IDBR). Get UK business counts by enterprises and local units, by industry and geography

get_cpih

Dataset: cpih01. The headline UK inflation measure used by the ONS. Filter by aggregate (cpih1dim1A0 = all items) and geography (K02000001 = UK). Get UK inflation (CPIH) — the official consumer prices index including housing costs

get_dataset_info

Get metadata for an ONS dataset: dimensions, editions, versions

get_dimension_options

g., all geography codes, all time periods, all aggregate categories). Use this to find the correct filter values for observations. Get all option values for a specific dimension in an ONS dataset

get_dimensions

Each dimension has options you can use to filter observations. Essential for understanding what query parameters to use. Get available dimensions and filter options for an ONS dataset

get_economy_dataset

Common IDs: regional-gdp-by-quarter, cpih01, retail-sales-index, uk-spending-on-cards. Use get_dimensions to discover available filters. Query any ONS economy dataset by ID with flexible filters

get_gdp

Main datasets: regional-gdp-by-quarter (quarterly), regional-gdp-by-year (annual). Covers England, Wales, and 9 English regions. Use time=* for the full time series. Get UK GDP data — quarterly and annual, by region and sector

get_observations

Provide dataset ID and dimension filters. Use search_datasets to find IDs and get_dimensions to discover available filters. Set time=* for full time series. Query any ONS dataset by ID with flexible dimension filters

get_population_projections

Dataset: projections-older-people-sex-ratios. Get UK population projections for older people, sex ratios by local authority

get_retail_sales

Dataset: retail-sales-index. Monthly data showing value and volume of retail sales in Great Britain. Base year 2019=100. Seasonally and non-seasonally adjusted. Get UK retail sales index — value and volume of consumer spending

get_spending_cards

Dataset: uk-spending-on-cards. Weekly data providing near real-time insight into consumer spending patterns. Get UK debit and credit card spending — experimental real-time indicator

get_suicides

Dataset: suicides-in-the-uk. National statistics. If you are struggling, call Samaritans free: 116 123. Get suicide registrations by local authority in England and Wales

get_tax_benefits

Dataset: tax-benefits-statistics. Shows redistribution effects of direct and indirect taxation and benefits in cash or kind. Get the effects of taxes and benefits on UK household income

get_trade

Dataset: trade. Monthly data on UK trade in goods: imports, exports, trade balance by partner country and commodity. Non-seasonally adjusted. Values in £ million. Get UK trade in goods data — country by commodity, imports and exports

get_traffic_activity

Dataset: traffic-camera-activity. Used as a real-time indicator to understand economic activity and social change. Get UK traffic camera activity — experimental economic indicator

get_weekly_deaths

Datasets: weekly-deaths-age-sex (by age and sex), weekly-deaths-region (by region). National statistics updated weekly. Get weekly death registrations in England and Wales — by age, sex, and region

get_wellbeing

Dataset: wellbeing-quarterly. Higher scores (0-10) indicate better well-being (except anxiety, where lower is better). Get UK personal well-being estimates — life satisfaction, happiness, anxiety

get_wellbeing_local

Dataset: wellbeing-local-authority. Covers life satisfaction, worthwhileness, happiness, and anxiety by region. Get well-being estimates by UK local authority

list_datasets

The catalog contains 337+ datasets covering economy, population, health, trade, business, and more. Browse the complete ONS dataset catalog with pagination

search_datasets

Returns matching dataset IDs, titles, and descriptions. Use this to find the right dataset before querying data. Search ONS datasets by keyword — explore 337+ available datasets

Example Prompts for UK ONS Full — Complete Statistical Intelligence in Pydantic AI

Ready-to-use prompts you can give your Pydantic AI agent to start working with UK ONS Full — Complete Statistical Intelligence immediately.

"Full UK economic briefing: GDP, inflation, retail, and trade"

"Can you compare UK GDP growth with the inflation rate (CPIH) over the last year?"

"Give me a summary of UK population projections and life expectancy."

Troubleshooting UK ONS Full — Complete Statistical Intelligence MCP Server with Pydantic AI

Common issues when connecting UK ONS Full — Complete Statistical Intelligence to Pydantic AI through the Vinkius, and how to resolve them.

MCPServerHTTP not found

Update: pip install --upgrade pydantic-ai

UK ONS Full — Complete Statistical Intelligence + Pydantic AI FAQ

Common questions about integrating UK ONS Full — Complete Statistical Intelligence MCP Server with Pydantic AI.

How does Pydantic AI discover MCP tools?

Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.

Does Pydantic AI validate MCP tool responses?

Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.

Can I switch LLM providers without changing MCP code?

Absolutely. Pydantic AI abstracts the model layer — your UK ONS Full — Complete Statistical Intelligence MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.