World Bank Labor & Trade MCP for AI. Analyze global trade flows and labor metrics instantly.
Works with every AI agent you already use
…and any MCP-compatible client








Connect to your AI in seconds.
World Bank Labor & Trade MCP gives your agent direct access to global economic data from the World Bank API.
You can instantly pull national unemployment rates, track labor force sizes, analyze trade balances using exports and imports, and audit Foreign Direct Investment (FDI) flows across any country.
What your AI can do
Get unemployment rate
Gets the percentage of the total labor force that is currently unemployed.
Get labor force
Provides the total number of people participating in a country's labor force.
Get exports
Retrieves data on what percentage of a country's GDP comes from its exports.
Get the total percentage of people without jobs relative to the entire labor force in a specific country.
Retrieve the absolute number of people participating in the economy (the total labor force) for any selected nation.
Determine what percentage of a country's gross domestic product comes from goods and services it sells abroad.
Measure the net amount of foreign money flowing into a country, expressed as a percentage of its GDP.
Access various pre-defined labor and international trade metrics using a specific World Bank code for targeted research.
Ask an AI about this
Waiting for input…
World Bank Labor & Trade: 5 Tools
These five tools allow your agent to retrieve specific metrics on international trade, capital investment, labor force size, and unemployment rates from the World Bank.
Make your AI actually useful.
Add this MCP to Claude, Cursor, or Windsurf and your AI stops guessing. It gets real tools to look things up, take action, and handle the stuff you keep doing by hand.
Start using World Bank Labor & Trade on VinkiusGet Unemployment Rate
Gets the percentage of the total labor force that is currently unemployed.
Get Labor Force
Provides the total number of people participating in a country's labor force.
Get Exports
Retrieves data on what percentage of a country's GDP comes from its exports.
Get Fdi
Gets the net inflow percentage of foreign direct investment relative to the nation’s...
Get Labor Trade Indicator
Fetches specific, predefined World Bank indicators related to labor and trade using...
Security and governance baked right in.
Pick your AI client below to get set up. Just create a Vinkius account, subscribe, and you're instantly up and running. We handle the entire backend infrastructure, delivering out-of-the-box support for HTTPS Streamable, SSE, and OAuth2—zero messy routing required.
Choose How to Get Started
Build a custom MCP for your own tools, or connect a ready-made integration from our catalog.
Build Your Own
Turn any API into an MCP. Import a spec, define Agent Skills, or deploy with MCPFusion.
- Import from OpenAPI, Swagger, or YAML specs
- Create Agent Skills with progressive disclosure
- Deploy to edge with MCPFusion framework
- Built in DLP, auth, and compliance on every call
- Real time usage dashboard and cost metering
- Publish to catalog or keep private
Make Your AI Do More
Start with World Bank Labor & Trade, then connect any of our 5,000+ other servers whenever your AI needs more. One click, no limits.
- Use this MCP plus 5,000+ others, all in one place
- Add new capabilities to your AI anytime you want
- Every connection is secured and compliant automatically
- Track usage and costs across all your servers
- Works with Claude, ChatGPT, Cursor, and more
- New servers added to the catalog every week
Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by World Bank Open Data. 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.
VINKIUS INFRASTRUCTURE
Cloud Hosted
Managed infra
V8 Isolated
Sandboxed per request
Zero-Trust Proxy
No stored credentials
DLP Enforced
Policy on every call
GDPR Compliant
EU data residency
Token Compression
~60% cost reduction
Works with Claude, ChatGPT, Cursor, and more
The Model Context Protocol standardizes how applications expose capabilities to LLMs. Instead of operating in isolation, your AI gains direct access to external platforms, live data, and real-world actions through secure, standardized connections.
This connection provides 5 powerful capabilities that interface natively with Claude, ChatGPT, Cursor, and other compatible AI platforms. No middleware. No custom integration required.
Figuring out global economic trends used to mean spending days downloading spreadsheets.
Today, if you want a comparative look at trade and labor across several countries, you're stuck. You download CSVs from the World Bank site, then manually open them in Excel or Jupyter Notebooks. You spend hours writing code just to normalize data—making sure all country codes match up, aligning years, and calculating derived ratios yourself.
With this MCP, your agent handles that entire tedious process. Instead of managing multiple files and running dozens of boilerplate API calls, you just ask the question in plain English. The system retrieves `get_exports` alongside other metrics automatically, presenting you with a clean, ready-to-use comparison.
The World Bank Labor & Trade MCP gives you actionable global data.
You immediately eliminate the need for manual data cleaning. The agent handles parameter mapping—whether it's calling `get_fdi` or checking the general trade indicator via `get_labor_trade_indicator`. You focus on analysis, not assembly.
What changes now is that you can build complex arguments instantly. You don’t just get numbers; you get a synthesized answer based on multiple data streams operating together.
What your AI can actually do with this
This connector lets you run deep research on international economics without writing a single query. Need to compare how India's FDI inflows relate to its current export growth? Or maybe you need to know the labor force size versus the unemployment rate for three different nations? Your agent handles it all.
You ask the question—like, 'How did Vietnam's trade balance shift after 2015?'—and the MCP pulls the relevant data points from multiple World Bank datasets and synthesizes an answer. Since economic research often involves complex, multi-variable comparisons, you always know exactly what happened behind the scenes. Vinkius AI Analytics gives you full visibility into every call made, showing which indicators were pulled and how your budget is being used.
This means no black boxes; everything that feeds the final report is transparently audited.
019d7620-8a3c-709a-9898-b431bfee5df6 Here's how it actually works
The bottom line is that it turns raw global data into immediate, comparable insights for your research or policy report.
Subscribe to the MCP. Your agent gets instant access; no API keys are needed.
Ask your agent a complex economic question (e.g., 'Compare China and Brazil's FDI growth').
The system calls multiple necessary data points, compiles them, and gives you a direct answer.
Who is this actually for?
Anyone who has to prove economic trends—from corporate strategists needing market comparisons to academic researchers tracking historical labor shifts. You use this when a simple Google search won't cut it, and you need verifiable data points.
Comparing the export reliance of two different countries to determine which market might be more stable for sourcing goods.
Auditing a client's target market by comparing its FDI inflows against local labor force growth rates.
Building a historical time series showing how unemployment rates correlate with changes in trade balances over the last two decades.
What Changes When You Connect
You stop guessing. By pulling get_exports data, you get a quantifiable percentage of GDP for every nation, making comparisons immediate and direct.
Tracking capital movement is easy with get_fdi. You can audit foreign investment inflows across multiple borders without leaving your agent workflow.
Get the full picture of economic health by combining labor metrics. For example, pairing get_labor_force data with the get_unemployment_rate gives a much clearer view than either number alone.
You can analyze deep trade patterns using get_labor_trade_indicator, which accesses niche World Bank codes that simple search tools won't find. This is key for specialized reports.
The whole process runs on Vinkius, meaning you never worry about your API keys being stored; they pass through a zero-trust proxy and are only used in transit.
See it in action
Comparing export stability across regions
You need to know if Mexico or Vietnam is better for sourcing components. You ask the agent, 'Compare exports using get_exports.' It immediately shows you the percentage of GDP for both countries, letting you decide where to focus your supply chain efforts.
Assessing risk in a new emerging market
Before advising a client on expansion, you check their market stability. You run get_fdi alongside the get_unemployment_rate. If FDI is high but unemployment is also spiking, it flags potential economic distress.
Building a labor report for HR strategy
Your team needs to understand local hiring capacity. You pull data using get_labor_force and then refine that understanding by checking the specific metrics available via get_labor_trade_indicator. This gives deep context on workforce health.
Evaluating historical trade imbalances
You need to prove a trend over time. You ask for data using get_labor_trade_indicator across several years, building a graph that shows how national reliance on imports has changed dramatically.
The honest tradeoffs
Treating FDI and trade as the same thing
A user asks 'What is the country's total economic activity?' and gets confused when the agent calls both get_exports (goods sold abroad) and get_fdi (money flow).
Remember that FDI tracks capital flow, while get_exports only tracks goods. Always pair them if you're assessing investment attractiveness versus trade output.
Over-relying on single metrics for context
Pulling just the unemployment rate using get_unemployment_rate and assuming that tells the full story about labor health.
Don't stop there. Cross-reference it with total worker count from get_labor_force. A low unemployment rate on a tiny workforce might hide massive problems.
Forgetting to check general indicators
Only looking at exports and missing the broader context of trade balances.
Always use get_labor_trade_indicator. This tool gives you access to specific, specialized codes that provide crucial details beyond just gross export values.
When It Fits, When It Doesn't
Use this MCP if your research requires verifiable, multi-dimensional comparisons of global economic health. Specifically, if you need to correlate labor metrics (like get_unemployment_rate or get_labor_force) with capital flows (get_fdi) or trade activity (get_exports). Don't use this if you just need a single country's current population or general news headlines—a basic search works fine. You need this when the question is, 'What drives the shift in X relative to Y?'
Questions you might have
How do I get started? +
Our World Bank Open Data servers require absolutely zero authentication. You do not need to register, get an API key, or setup webhooks. Just instantly connect and your AI agent can begin querying decades of global data.
Can it show me the total size of a competitive workforce? +
Yes! Your agent can pull the total labor force number to help multi-national corporations decide on global expansion targets and office placements.
Can my AI analyze foreign direct investment (FDI)? +
Precisely. The agent can pull 'FDI net inflows as % of GDP' to measure how effectively a nation attracts international capital.
What is the scale of the data I can access? +
You have direct access to 64 years of historical data covering 196+ sovereign states and global regional aggregates, powered directly by the World Bank's robust open data initiatives.
How does the system ensure security when running get_labor_trade_indicator? +
Your credentials are handled securely through a zero-trust proxy. They are used only in transit, meaning your keys never sit on disk. Vinkius enforces 34+ security rules per call to keep every action isolated and tamper-proof.
What specific metric does the get_exports tool provide? +
The get_exports tool returns data showing a country's exports as a percentage of its GDP. This allows you to directly compare how heavily different nations rely on goods and services sold internationally.
If I use get_fdi and the World Bank doesn't have recent data, what happens? +
The MCP handles missing records gracefully. Instead of failing outright, your agent receives a clear error message specifying that the requested parameters or date range are unavailable. You can then adjust your query inputs.
Are there performance limits if I run multiple queries on this MCP? +
The platform manages rate limits automatically. If you make too many calls in quick succession, the MCP pauses execution and signals exactly when you can try again or suggests batching your requests for optimal throughput.
We've already built the connector for World Bank Labor & Trade. Just plug in your AI agents and start using Vinkius.
No hosting. No infrastructure. No complex setup.
All 5 tools are live and waiting.
You're up and running in seconds.
Vinkius gives your AI agents access to the full catalog of app connectors, all fully managed, secure, and enterprise-ready. One subscription, every tool you need.
Built, hosted, and secured by Vinkius. You just connect and go.