How to Use the Daftra MCP in OpenAI Agents SDK

Q: Does the Daftra MCP Server support multi-agent handoffs in OpenAI Agents SDK?

It does. You can assign the listtreasuries tool to a financial auditor agent while giving the createclient tool to a sales agent. The SDK manages state transitions between them without friction.

Run your Arabic-first business on autopilot with OpenAI Agents SDK managing your Daftra invoices and inventory.

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Connect Daftra MCP to OpenAI Agents SDK

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

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Auto-generate Daftra invoices via OpenAI Agents SDK

The `create_invoice` tool lets your OpenAI Agents SDK agent build and issue client bills directly from conversation context. You pass the client ID and line items, and the agent executes the transaction through the secure MCP endpoint. This setup uses OpenAI's built-in guardrails to confirm billing details before execution. If an agent tries to bill the wrong amount, the SDK's tracing dashboard flags the variance before the invoice goes live in Daftra.

Sync MENA client profiles dynamically

Your agent uses `create_client` and `list_clients` to keep your Arabic-market CRM database updated in real time. The agent reads incoming leads, parses Middle East business details, and writes them straight to your Daftra directory using the MCP Server. You configure the agent handoff so a specialized intake agent handles the data validation before passing the payload to the writing agent. This keeps your client registry clean and avoids duplicate entries in your accounting system.

Monitor local store inventory and expenses

The `list_products` and `list_expenses` tools expose your physical stock levels and outgoing cash flows to the OpenAI Agents SDK runtime. Your agent runs background checks on stock thresholds and flags when inventory drops below your defined limits. By caching the tools list in the agent constructor, your system queries Daftra treasury accounts using `list_treasuries` without hitting rate limits. This gives you instant financial visibility on your OpenAI dashboard.

Setup guide

Set up Daftra 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 Daftra tools at runtime.
3

Create your Agent

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

Run the agent

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

Install the SDK with pip and pass the Vinkius MCP Server HTTP endpoint URL to your MCPServerStreamableHttp instance. Your agent automatically registers the 12 Daftra tools for immediate use in its run loop.

Yes. You set up validation guardrails in your agent definition to intercept the `create_invoice` tool call. The SDK traces the payload, requiring a human-in-the-loop approval before writing the billing record to Daftra.

It does. You can assign the `list_treasuries` tool to a financial auditor agent while giving the `create_client` tool to a sales agent. The SDK manages state transitions between them without friction.

The MCP Server passes UTF-8 strings directly to the API, preserving regional characters. Your OpenAI agent processes and writes Arabic names and product descriptions without encoding errors.

Your invoice details, client records, and treasury balances remain secure behind Vinkius's zero-trust sandboxed HTTP endpoint. No raw accounting data is stored on the proxy, and OpenAI only receives the specific payloads requested by your active agent tools.

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