
Connect World Bank Labor Trade to ChatGPT, Claude and Gemini
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Pull global economic indicators directly into your AI agent.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 5 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 5 available through World Bank Open Data.
- 01
Get unemployment rate
This capability pulls the total unemployment percentage relative to the labor force.
- 02
Get labor force
Use this to get the total size of a specific national labor force.
- 03
Get fdi
This capability retrieves net Foreign Direct Investment inflows as a percentage of GDP.
04-05
2 capabilities in this set.
Part of 5 available through World Bank Open Data.
- 04
Get labor trade indicator
This capability lets your agent fetch any specific World Bank labor or trade indicator using its unique code.
- 05
Get exports
Use this to find the value of a nation's exports of goods and services as a percentage of its GDP.
Real work
What teams actually run
Market Entry Research
Your agent checks FDI and labor force size to evaluate a new country for expansion.
Comparative Economic Studies
You ask your agent to compare unemployment rates across multiple regions simultaneously.
Supply Chain Risk Assessment
The agent monitors trade balances and export reliance to identify potential disruptions.
Macroeconomic Modeling
You feed real-time World Bank indicators into your agent to build economic reports.
Automate a task
Put World Bank Open Data to work on one thing.
Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.
One connector, every AI
World Bank Open Data works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put World Bank Open Data to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
874ms average. Fast in production.
World Bank Open Data is checked daily against the live service.
- Fastest day
- 685ms
- Slowest day
- 996ms
- 14-day trend
- Slowing+6%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 5 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of World Bank Open Data, so you can see the experience inside your AI.
It does not authenticate your account with World Bank Open Data. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
World Bank Open Data Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_JeeXbGeOQsWVm86iuyBH8IEbY6EVnIyaPgExKa60/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — World Bank Open Data capabilities are ready to use.
{
"mcpServers": {
"world-bank-labor-trade-mcp": {
"url": "https://edge.vinkius.com/vk_preview_JeeXbGeOQsWVm86iuyBH8IEbY6EVnIyaPgExKa60/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up World Bank Open Data in Claude and other AIs
Who it's for
Built for the work World Bank Open Data owners hand off.
This MCP is built for professionals who need to ground their economic models and research in verified global data.
- 01
Supply chain analysts
They hand off the task of gathering regional trade and labor data to the agent.
- 02
Trade researchers
They use the agent to pull specific economic indicators for comparative studies.
- 03
International business consultants
They rely on the agent to quickly audit FDI and export trends in new markets.
FAQ
Questions World Bank Open Data owners ask.
- 01
Do I need a World Bank API key to use this?
No. Vinkius manages the connection, so your agent can access the data without you needing to sign up for individual API credentials.
- 02
Which AI clients can I use with this MCP?
You can use any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 03
Can I get data other than unemployment and trade?
Yes. You can use the specific indicator capability to fetch any World Bank labor or trade indicator by its code.
- 04
Is this data real-time?
The MCP pulls data directly from the World Bank API, providing the most current indicators available in their database.
- 05
How do I set this up?
You simply subscribe to the MCP through Vinkius and connect your client. It is ready to use immediately.
- 06
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.
- 07
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.
- 08
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.
- 09
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.
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Connect World Bank Open Data to Claude, Cursor, ChatGPT & more
