Cloutly MCP Server for OpenAI Agents SDK 7 tools — connect in under 2 minutes
The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Cloutly through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.
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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="Cloutly Assistant",
instructions=(
"You help users interact with Cloutly. "
"You have access to 7 tools."
),
mcp_servers=[mcp_server],
)
result = await Runner.run(
agent, "List all available tools from Cloutly"
)
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 Cloutly MCP Server
Cloutly is an all-in-one review management platform that helps businesses collect, manage, and respond to reviews from multiple sources. It aggregates data from Google, Facebook, Trustpilot, and more into one easy location. Use this MCP server to fetch recent reviews, deploy personalized reputation invitations to customers, and respond programmatically all through a single AI assistant.
The OpenAI Agents SDK auto-discovers all 7 tools from Cloutly through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Cloutly, another analyzes results, and a third generates reports, all orchestrated through Vinkius.
The Cloutly MCP Server exposes 7 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 Cloutly to OpenAI Agents SDK via MCP
Follow these steps to integrate the Cloutly 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 7 tools from Cloutly
Why Use OpenAI Agents SDK with the Cloutly MCP Server
OpenAI Agents SDK provides unique advantages when paired with Cloutly 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
Cloutly + OpenAI Agents SDK Use Cases
Practical scenarios where OpenAI Agents SDK combined with the Cloutly MCP Server delivers measurable value.
Automated workflows: build agents that query Cloutly, process the data, and trigger follow-up actions autonomously
Multi-agent orchestration: create specialist agents. one queries Cloutly, another analyzes results, a third generates reports
Data enrichment pipelines: stream data through Cloutly tools and transform it with OpenAI models in a single async loop
Customer support bots: agents query Cloutly to resolve tickets, look up records, and update statuses without human intervention
Cloutly MCP Tools for OpenAI Agents SDK (7)
These 7 tools become available when you connect Cloutly to OpenAI Agents SDK via MCP:
list_businesses
Retrieve all businesses/locations associated with your Cloutly account
list_campaigns
Retrieve active review campaigns for a specific business
list_pending_reviews
Retrieve reviews that have not been replied to yet
list_reviews
Supports filtering by business and pagination. Retrieve a list of reviews across connected sources
reply_to_review
The reply is posted to the source platform. Post a reply to a review on its original platform
search_reviews_by_author
Search for reviews from a specific customer by name
send_review_invite
Trigger a review request for a customer via Email or SMS
Example Prompts for Cloutly in OpenAI Agents SDK
Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Cloutly immediately.
"Show me the latest reviews aggregated targeting our main branch in Cloutly."
"Send a priority review invitation email to John Doe (john.doe@example.com) for business ID 'xxxx'."
"List all outstanding negative reviews that haven't been replied to in Cloutly."
Troubleshooting Cloutly MCP Server with OpenAI Agents SDK
Common issues when connecting Cloutly to OpenAI Agents SDK through the Vinkius, and how to resolve them.
MCPServerStreamableHttp not found
pip install --upgrade openai-agentsAgent not calling tools
Cloutly + OpenAI Agents SDK FAQ
Common questions about integrating Cloutly 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 Cloutly 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.
AI-first code editor with integrated LLM-powered coding assistance.
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 Cloutly to OpenAI Agents SDK
Get your token, paste the configuration, and start using 7 tools in under 2 minutes. No API key management needed.