Can the assistant create new Retool apps or modify queries?

No, this integration is primarily focused on querying and auditing your Retool workspace. It can list apps (`list_apps`), detail definitions (`get_app`), and trace infrastructure (`list_resources`, `list_workflows`) but cannot currently modify app UI or delete users.

Where do I find the Retool Domain?

Your Retool domain is exactly what you see in the URL bar when you log into Retool. For example, if you access Retool at `https://acme-corp.retool.com`, your domain is `acme-corp.retool.com`. For self-hosted deployments, use the root domain of your custom instance.

Can the AI show me which automated workflows are currently active?

Yes. Use `list_workflows` to retrieve all automation workflows configured in your Retool workspace, including their names and status. This lets you quickly verify which background processes are running without opening the Retool dashboard.

Retool MCP Server for OpenAI Agents SDK 7 tools — connect in under 2 minutes

Name: Retool
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 7 Tools SDK

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

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

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="Retool Assistant",
            instructions=(
                "You help users interact with Retool. "
                "You have access to 7 tools."
            ),
            mcp_servers=[mcp_server],
        )

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

asyncio.run(main())

Fully ManagedVinkius Servers

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High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Retool MCP Server

Connect your conversational assistant directly to the Retool ecosystem. This integration enables your AI to explore the organizational structure of your internal tools, auditing who has access to what, and reviewing which databases are connected.

The OpenAI Agents SDK auto-discovers all 7 tools from Retool through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Retool, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Audit Applications — Ask your assistant to scan your Retool workspace (list_apps) and drill down into the configuration of specific tools (get_app). Observe how tools are organized by requesting a view of the folder hierarchy (list_folders).
Manage Permissions & Users — Review the active members of your Retool organization (list_users) and understand their access levels by listing the existing permission groups (list_groups).
Review DevOps & Infrastructure — Command the AI to inspect which data sources or APIs are wired into your operational stack (list_resources), and list any active background automation tasks (list_workflows).

The Retool 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 Retool to OpenAI Agents SDK via MCP

Follow these steps to integrate the Retool 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 Retool

Why Use OpenAI Agents SDK with the Retool MCP Server

OpenAI Agents SDK provides unique advantages when paired with Retool 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

Retool + OpenAI Agents SDK Use Cases

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

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

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

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

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

Retool MCP Tools for OpenAI Agents SDK (7)

These 7 tools become available when you connect Retool to OpenAI Agents SDK via MCP:

get_app

Retrieves details for a specific Retool application

list_apps

Lists all applications in the Retool organization

list_folders

Lists all folders in the Retool workspace

list_groups

Lists all permission groups

list_resources

Lists all data resources configured in Retool

list_users

Lists all users in the Retool organization

list_workflows

Lists all Retool Workflows

Example Prompts for Retool in OpenAI Agents SDK

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

"List all users in my Retool workspace."

"List all applications currently configured."

"Tell me what resources are connected to our Retool."

Troubleshooting Retool MCP Server with OpenAI Agents SDK

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

MCPServerStreamableHttp not found

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

Agent not calling tools

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

Retool + OpenAI Agents SDK FAQ

Common questions about integrating Retool MCP Server with OpenAI Agents SDK.

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.