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Retell AI MCP Server for OpenAI Agents SDK 10 tools — connect in under 2 minutes

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The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Retell AI through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Vinkius supports streamable HTTP and SSE.

python
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="Retell AI Assistant",
            instructions=(
                "You help users interact with Retell AI. "
                "You have access to 10 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Retell AI"
        )
        print(result.final_output)

asyncio.run(main())
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About Retell AI MCP Server

Connect your conversational assistant directly to Retell AI, a powerful platform for building voice-driven conversational agents. Empower your AI to orchestrate, analyze, and automate phone calls or web-based voice interactions seamlessly via simple text commands. From provisioning intelligent voice agents to placing outbound calls to customers, this integration brings the full telecommunication stack directly to your chat interface.

The OpenAI Agents SDK auto-discovers all 10 tools from Retell AI through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Retell AI, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

  • Automate Phone Calls — Command your assistant to initiate outbound voice interactions on your behalf (create_phone_call) or register active sessions for web browser integration (register_web_call).
  • Build and Manage Voice Agents — Dynamically orchestrate AI agent personalities (create_agent, update_agent) and configure their underlying conversational brain (create_llm) with specific system instructions and models.
  • Analyze Telemetry — Keep track of your infrastructure by querying historical call logs (list_calls), investigating specific conversations for transcripts and sentiment analysis (get_call_details), surveying available text-to-speech voices (list_voices), and reviewing provisioned communication lines (list_phone_numbers and list_agents).

The Retell AI MCP Server exposes 10 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 Retell AI to OpenAI Agents SDK via MCP

Follow these steps to integrate the Retell AI MCP Server with OpenAI Agents SDK.

01

Install the SDK

Run pip install openai-agents in your Python environment

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

03

Run the script

Save the code above and run it: python agent.py

04

Explore tools

The agent will automatically discover 10 tools from Retell AI

Why Use OpenAI Agents SDK with the Retell AI MCP Server

OpenAI Agents SDK provides unique advantages when paired with Retell AI through the Model Context Protocol.

01

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

02

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

03

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

04

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Retell AI + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Retell AI MCP Server delivers measurable value.

01

Automated workflows: build agents that query Retell AI, process the data, and trigger follow-up actions autonomously

02

Multi-agent orchestration: create specialist agents. one queries Retell AI, another analyzes results, a third generates reports

03

Data enrichment pipelines: stream data through Retell AI tools and transform it with OpenAI models in a single async loop

04

Customer support bots: agents query Retell AI to resolve tickets, look up records, and update statuses without human intervention

Retell AI MCP Tools for OpenAI Agents SDK (10)

These 10 tools become available when you connect Retell AI to OpenAI Agents SDK via MCP:

01

create_agent

Creates a new AI voice agent

02

create_llm

Configures a Retell-hosted LLM

03

create_phone_call

Provide a JSON payload with "from_number" and "to_number". Initiates an outbound phone call

04

get_call_details

Retrieves details for a specific call

05

list_agents

Lists all configured AI voice agents

06

list_calls

Lists all historical and active calls

07

list_phone_numbers

Lists all phone numbers associated with the account

08

list_voices

Lists all available text-to-speech voices

09

register_web_call

Registers a new web-based call

10

update_agent

Updates an existing AI voice agent

Example Prompts for Retell AI in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Retell AI immediately.

01

"Can you show me the transcripts for call ID `c_f3a123`?"

02

"List all available agents I can use."

03

"We are testing out new numbers. Please use 'from_number' `+18005551234` and dial `+14085551234` assigning my 'agent_555'."

Troubleshooting Retell AI MCP Server with OpenAI Agents SDK

Common issues when connecting Retell AI to OpenAI Agents SDK through the Vinkius, and how to resolve them.

01

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents
02

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Retell AI + OpenAI Agents SDK FAQ

Common questions about integrating Retell AI MCP Server with OpenAI Agents SDK.

01

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.
02

Can I use multiple MCP servers in one agent?

Yes. Pass a list of MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.
03

Does the SDK support streaming responses?

Yes. The SDK supports SSE and Streamable HTTP transports, both of which work natively with Vinkius.

Connect Retell AI to OpenAI Agents SDK

Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.