World Bank Labor & Trade MCP Server for OpenAI Agents SDK 5 tools — connect in under 2 minutes
The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect World Bank Labor & Trade through the Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails — no manual schema definitions required.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp
async def main():
# Your Vinkius token — get it at cloud.vinkius.com
async with MCPServerStreamableHttp(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
) as mcp_server:
agent = Agent(
name="World Bank Labor & Trade Assistant",
instructions=(
"You help users interact with World Bank Labor & Trade. "
"You have access to 5 tools."
),
mcp_servers=[mcp_server],
)
result = await Runner.run(
agent, "List all available tools from World Bank Labor & Trade"
)
print(result.final_output)
asyncio.run(main())
* 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 World Bank Labor & Trade MCP Server
Leverage the World Bank API to power agentic research into international trade and labor markets.
The OpenAI Agents SDK auto-discovers all 5 tools from World Bank Labor & Trade through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns — chain multiple agents where one queries World Bank Labor & Trade, another analyzes results, and a third generates reports, all orchestrated through the Vinkius.
What you can do
- Labor Markets — Check national unemployment rates and total labor force sizes.
- International Trade — Analyze a nation's reliance on exports and imports.
- Foreign Investment — Audit Foreign Direct Investment (FDI) inflows across borders.
The World Bank Labor & Trade MCP Server exposes 5 tools through the Vinkius. Connect it to OpenAI Agents SDK 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 World Bank Labor & Trade to OpenAI Agents SDK via MCP
Follow these steps to integrate the World Bank Labor & Trade MCP Server with OpenAI Agents SDK.
Install the SDK
Run pip install openai-agents in your Python environment
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com
Run the script
Save the code above and run it: python agent.py
Explore tools
The agent will automatically discover 5 tools from World Bank Labor & Trade
Why Use OpenAI Agents SDK with the World Bank Labor & Trade MCP Server
OpenAI Agents SDK provides unique advantages when paired with World Bank Labor & Trade through the Model Context Protocol.
Native MCP integration via `MCPServerSse` — pass the URL and the SDK auto-discovers all tools with full type safety
Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure
Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate
First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output
World Bank Labor & Trade + OpenAI Agents SDK Use Cases
Practical scenarios where OpenAI Agents SDK combined with the World Bank Labor & Trade MCP Server delivers measurable value.
Automated workflows: build agents that query World Bank Labor & Trade, process the data, and trigger follow-up actions autonomously
Multi-agent orchestration: create specialist agents — one queries World Bank Labor & Trade, another analyzes results, a third generates reports
Data enrichment pipelines: stream data through World Bank Labor & Trade tools and transform it with OpenAI models in a single async loop
Customer support bots: agents query World Bank Labor & Trade to resolve tickets, look up records, and update statuses without human intervention
World Bank Labor & Trade MCP Tools for OpenAI Agents SDK (5)
These 5 tools become available when you connect World Bank Labor & Trade to OpenAI Agents SDK via MCP:
get_exports
Get exports of goods/services (% of GDP)
get_fdi
Get Foreign Direct Investment, net inflows (% of GDP)
get_labor_force
Get total labor force
get_labor_trade_indicator
Get any World Bank labor/trade indicator by code
get_unemployment_rate
Get unemployment total (% of labor force)
Example Prompts for World Bank Labor & Trade in OpenAI Agents SDK
Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with World Bank Labor & Trade immediately.
"How heavily does Germany rely on exports compared to the UK?"
"What is the youth unemployment rate in Spain versus France?"
"Which emerging markets attract the most foreign direct investment?"
Troubleshooting World Bank Labor & Trade MCP Server with OpenAI Agents SDK
Common issues when connecting World Bank Labor & Trade to OpenAI Agents SDK through the Vinkius, and how to resolve them.
MCPServerStreamableHttp not found
pip install --upgrade openai-agentsAgent not calling tools
World Bank Labor & Trade + OpenAI Agents SDK FAQ
Common questions about integrating World Bank Labor & Trade MCP Server with OpenAI Agents SDK.
How does the OpenAI Agents SDK connect to MCP?
MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.Can I use multiple MCP servers in one agent?
MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.Does the SDK support streaming responses?
Connect World Bank Labor & Trade with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
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GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect World Bank Labor & Trade to OpenAI Agents SDK
Get your token, paste the configuration, and start using 5 tools in under 2 minutes. No API key management needed.