How to Use the Minas Gerais (Estado) MCP in OpenAI Agents SDK

Q: How do I initialize the Minas Gerais (Estado) MCP Server in OpenAI Agents SDK?

Install the SDK and pass the server's HTTP endpoint to MCPServerStreamableHttp. The OpenAI Agents SDK automatically registers all ten tools, including listpackages and searchpackages, making them instantly available to your agent.

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Connect Minas Gerais (Estado) MCP to OpenAI Agents SDK

Create your Vinkius account to connect Minas Gerais (Estado) to OpenAI Agents SDK 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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Setup Minas Gerais (Estado) with OpenAI Agents SDK

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Auto-Discover Minas Gerais (Estado) Data Tools

`list_packages` and `search_packages` expose the entire Minas Gerais (Estado) data catalog to your OpenAI Agents SDK instance via a secure MCP connection. The SDK maps these endpoints to agent-executable tools without manual configuration. Your agent calls `get_package` to inspect specific metadata fields directly from the state's portal. It discovers these capabilities at runtime, allowing it to navigate Brazilian state datasets dynamically.

Secure Minas Gerais (Estado) MCP Server Queries

This MCP Server integrates with OpenAI Agents SDK guardrails to validate search parameters before hitting public endpoints. Your agent validates queries sent to `search_resources` and `get_resource` to prevent malformed API requests to the state portal. If the agent attempts to fetch an invalid resource, the SDK intercepts the call before execution. This ensures your production pipelines interacting with Minas Gerais (Estado) public files remain stable and predictable.

Trace State Agency Searches in Production

`list_organizations` and `get_organization` execution paths pipe directly into your OpenAI dashboard for real-time latency and token tracking. You see exactly how your agent navigates the Minas Gerais (Estado) institutional hierarchy. When the agent moves from listing departments to retrieving specific packages, the platform traces the entire tool-use chain. You debug complex multi-agent handoffs with precise execution logs for every state dataset queried.

Setup guide

Set up Minas Gerais (Estado) MCP in OpenAI Agents SDK

Prerequisites

Python 3.10+ installed
openai-agents package (pip install openai-agents)
Active Vinkius subscription with a valid endpoint token

1

Install the SDK

Run pip install openai-agents to install the OpenAI Agents SDK. The MCP integration is built-in — no extra dependencies needed.
2

Connect via SSE transport

Use MCPServerSse with your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. The SDK auto-discovers all Minas Gerais (Estado) tools at runtime.
3

Create your Agent

Pass the MCP to Agent(mcp_servers=[server]). The agent receives Minas Gerais (Estado) tools as native definitions — JSON schemas resolve automatically.
4

Run the agent

Call Runner.run(agent, prompt) to execute. The agent invokes the appropriate Minas Gerais (Estado) tools and returns structured results. Copy the full example on the right to get started.

agent.py

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerSse

async def main():
    async with MCPServerSse(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as server:
        agent = Agent(
            name="Minas Gerais (Estado) Agent",
            instructions="You have access to Minas Gerais (Estado) tools.",
            mcp_servers=[server],
        )
        result = await Runner.run(agent, "List recent transactions")
        print(result.final_output)

asyncio.run(main())

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Common questions about Minas Gerais (Estado) MCP in OpenAI Agents SDK

Install the SDK and pass the server's HTTP endpoint to `MCPServerStreamableHttp`. The OpenAI Agents SDK automatically registers all ten tools, including `list_packages` and `search_packages`, making them instantly available to your agent.

You control access by managing agent system prompts or filtering tool execution within the SDK. The server itself exposes the entire Minas Gerais (Estado) open data portal through `list_organizations` and `get_organization`, but your agent's guardrails can restrict which departments it queries.

The SDK handles rate limiting through its built-in execution loop, protecting the state portal from excessive traffic. If your agent runs high-frequency queries using `search_resources`, the SDK manages backoff and retry states automatically.

Yes, you can retrieve direct download links for public files. To get the download links, your agent calls `search_resources` or `get_resource` to get the metadata payload, which contains the raw URLs hosted on the Minas Gerais (Estado) portal.

It processes only public metadata and file links from the state portal, with no storage of your queries. All requests run in an ephemeral Vinkius sandbox, ensuring that your agent's data-gathering sessions leave zero trace after execution.

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