How to Use the Duoplane MCP in OpenAI Agents SDK

Q: Can I search for specific order references using this setup?

Yes, your agent can call searchordersbyreference to find specific customer transactions. It runs this search directly through the Duoplane API, matching external reference IDs to native order files.

Q: Is my customer order data safe when using this MCP Server?

Every order detail and vendor profile retrieved by getorderdetails runs through an isolated V8 sandbox on Vinkius. Your API keys and customer transaction records are never stored or logged on the host platform.

Connect your OpenAI Agents SDK directly to your multi-vendor operations to track orders and sync stock levels automatically.

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Connect Duoplane MCP to OpenAI Agents SDK

Create your Vinkius account to connect Duoplane 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 Duoplane with OpenAI Agents SDK

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OpenAI Agents SDK Fulfillment Routing

The `list_ecommerce_orders` tool exposes customer orders directly to your automated routing agents via the MCP standard. This lets your OpenAI Agents SDK coordinate with specialized vendor agents to split and assign orders based on active supplier locations. Once the agent identifies the correct supplier, it calls `list_unfulfilled_purchase_orders` to track outstanding shipments. The OpenAI dashboard traces every single step, giving you complete visibility over how your agents route purchase orders to dropship partners.

Real-Time Vendor Stock Auditing

The `quick_vendor_inventory_audit` tool gives your agent the exact numbers needed to match storefront catalogs with actual supplier counts. Your Python system runs this check to flag discrepancies before customers buy out-of-stock items. Agents handle this by pulling vendor data using `list_synced_products` to update inventory levels across channels. Built-in guardrails in this MCP Server stop agents from writing bad updates if a vendor system goes offline.

Self-Correction for Failed Purchase Orders

The `get_purchase_order_details` tool retrieves the exact line items and shipping statuses for any delayed shipment. When a supplier misses a deadline, your OpenAI Agents SDK triggers a handoff to a recovery agent. This recovery agent uses `get_vendor_profile` to pull the partner's contact info and backup terms. From there, the agent flags the order for manual review or switches suppliers based on your pre-set rules.

Setup guide

Set up Duoplane 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 Duoplane tools at runtime.
3

Create your Agent

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

Run the agent

Call Runner.run(agent, prompt) to execute. The agent invokes the appropriate Duoplane 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="Duoplane Agent",
            instructions="You have access to Duoplane 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 Duoplane MCP in OpenAI Agents SDK

You install the core library, configure an HTTP streamable server pointing to Vinkius, and pass it to your Agent constructor. The SDK automatically discovers tools like `list_active_vendors` without manual schema definitions.

Yes, you can filter the tool list during initialization to only expose specific endpoints. For example, you might grant an inventory agent access to `quick_vendor_inventory_audit` while blocking it from order tools.

The SDK relies on built-in loop protection and agent handoffs to manage heavy API usage. If a tool like `list_ecommerce_orders` hits a rate limit, the agent pauses execution or retries based on your system configuration.

Yes, your agent can call `search_orders_by_reference` to find specific customer transactions. It runs this search directly through the Duoplane API, matching external reference IDs to native order files.

Every order detail and vendor profile retrieved by `get_order_details` runs through an isolated V8 sandbox on Vinkius. Your API keys and customer transaction records are never stored or logged on the host platform.

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