How to Use the Cloutly MCP in OpenAI Agents SDK

Q: How do I connect Cloutly to the OpenAI Agents SDK using MCP?

Run pip install openai-agents and instantiate MCPServerStreamableHttp with your Vinkius endpoint. Pass the server instance directly to your agent constructor to auto-discover all available review management tools.

Q: Can Cloutly and OpenAI Agents SDK handle multi-location businesses?

Yes, the agent calls listbusinesses to map your locations before executing actions. This lets the agent route replies to the correct physical store automatically.

Q: How do I optimize Cloutly MCP tool discovery in my agent?

Set cacheToolsList=True in your connection parameters. This keeps the agent from querying the Vinkius endpoint repeatedly for the tool definition list.

Q: How does Cloutly protect customer email and SMS data?

All customer contact data passed to sendreviewinvite runs through ephemeral V8 sandboxes. Your customer phone numbers and email addresses are never stored on the intermediate server.

Deploy production OpenAI Agents SDK systems that reply to customer reviews and trigger invite campaigns directly through Cloutly.

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Connect Cloutly MCP to OpenAI Agents SDK

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

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Automate review replies with OpenAI Agents SDK

The `reply_to_review` tool posts a direct response to a review on its original platform. Your OpenAI agent uses this tool to instantly answer customers while tracing the execution path in your OpenAI dashboard. You configure this by passing `MCPServerStreamableHttp` to your agent constructor. The built-in guardrails ensure the agent never posts a reply that violates your custom brand guidelines.

Run review campaigns directly from your agent

The `send_review_invite` tool triggers a review request for a customer via Email or SMS. Your agent checks recent customer interactions to decide when to invoke this tool, ensuring you only ask for feedback at the right moment. Because the OpenAI Agents SDK handles agent handoffs, a triage agent can route unhappy customers to support while a success agent triggers the invite. This keeps your review generation loop completely automated and safe.

Scan unanswered feedback using this MCP Server

The `list_pending_reviews` tool retrieves all reviews that have not received a reply yet. Your agent calls this tool to build a queue of unanswered customer feedback across all your business locations. By setting `cacheToolsList=True` in your MCP configuration, your agent instantly discovers this tool without wasting API roundtrips. The agent then pulls the list, analyzes the sentiment, and prepares draft replies for human review.

Setup guide

Set up Cloutly 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 Cloutly tools at runtime.
3

Create your Agent

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

Run the agent

Call Runner.run(agent, prompt) to execute. The agent invokes the appropriate Cloutly 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="Cloutly Agent",
            instructions="You have access to Cloutly tools.",
            mcp_servers=[server],
        )
        result = await Runner.run(agent, "List recent transactions")
        print(result.final_output)

asyncio.run(main())

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Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Cloutly. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Cloutly MCP in OpenAI Agents SDK

Run `pip install openai-agents` and instantiate `MCPServerStreamableHttp` with your Vinkius endpoint. Pass the server instance directly to your agent constructor to auto-discover all available review management tools.

Yes, the agent calls `list_businesses` to map your locations before executing actions. This lets the agent route replies to the correct physical store automatically.

Yes, the SDK's built-in guardrails validate the draft response before `reply_to_review` executes. This stops your agent from posting hallucinated or incorrect information.

Set `cacheToolsList=True` in your connection parameters. This keeps the agent from querying the Vinkius endpoint repeatedly for the tool definition list.

All customer contact data passed to `send_review_invite` runs through ephemeral V8 sandboxes. Your customer phone numbers and email addresses are never stored on the intermediate server.

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