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ToolJet MCP Server for OpenAI Agents SDKGive OpenAI Agents SDK instant access to 4 tools to Insert Row, List Tables, Query Table, and more

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

Ask AI about this MCP Server for OpenAI Agents SDK

The ToolJet MCP Server for OpenAI Agents SDK is a standout in the Developer Tools category — giving your AI agent 4 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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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="ToolJet Assistant",
            instructions=(
                "You help users interact with ToolJet. "
                "You have access to 4 tools."
            ),
            mcp_servers=[mcp_server],
        )

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

asyncio.run(main())
ToolJet
Fully ManagedVinkius Servers
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DLPData protection
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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 ToolJet MCP Server

Connect your ToolJet workspace to any AI agent to interact with your internal databases and automate business logic through natural language.

The OpenAI Agents SDK auto-discovers all 4 tools from ToolJet through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries ToolJet, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

  • Database Exploration — List all available tables within your ToolJet Database to understand your data structure.
  • Advanced Querying — Execute SQL SELECT queries on your tables to retrieve specific records, filter data, and generate insights.
  • Data Entry — Insert new rows into your database tables directly from the chat interface using structured JSON data.
  • Workflow Automation — Trigger complex ToolJet Workflows via webhooks, passing custom payloads to start automated business processes.

The ToolJet MCP Server exposes 4 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 4 ToolJet tools available for OpenAI Agents SDK

When OpenAI Agents SDK connects to ToolJet through Vinkius, your AI agent gets direct access to every tool listed below — spanning low-code, internal-tools, sql-query, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

insert

Insert row on ToolJet

Insert a new row into a ToolJet Database table

list

List tables on ToolJet

List all tables in the ToolJet Database

query

Query table on ToolJet

Use this for reading data (SELECT). Perform a SQL query on a ToolJet Database table

trigger

Trigger workflow on ToolJet

Trigger a ToolJet Workflow via Webhook

Connect ToolJet to OpenAI Agents SDK via MCP

Follow these steps to wire ToolJet into OpenAI Agents SDK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

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 4 tools from ToolJet

Why Use OpenAI Agents SDK with the ToolJet MCP Server

OpenAI Agents SDK provides unique advantages when paired with ToolJet 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

ToolJet + OpenAI Agents SDK Use Cases

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

01

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

02

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

03

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

04

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

Example Prompts for ToolJet in OpenAI Agents SDK

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

01

"List all the tables available in my ToolJet Database."

02

"Run a query to find all orders with a status of 'pending' in organization 'org_123'."

03

"Trigger the workflow 'wf_987' with the payload {"user_id": "123", "action": "reset"}."

Troubleshooting ToolJet MCP Server with OpenAI Agents SDK

Common issues when connecting ToolJet to OpenAI Agents SDK through 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.

ToolJet + OpenAI Agents SDK FAQ

Common questions about integrating ToolJet 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.

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