How to Use the Wolai MCP in OpenAI Agents SDK

Q: Can I query Wolai databases using the OpenAI Agents SDK?

Yes. The querydatabase tool lets you run specific queries against any connected Wolai database. You first check the schema with getdatabase, then send the query, and get structured results back.

Q: Does the OpenAI Agents SDK support listing all Wolai pages?

Absolutely. The agent has a built-in tool, listpages, that gives you a list of every page available in your account. This is useful for building comprehensive site maps or indexing content.

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Connect Wolai MCP to OpenAI Agents SDK

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

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MCP Server: Managing Wolai Pages and Content

Need to manage content across multiple pages? Your agent calls `list_pages` to see every page in your account. Then, it can grab specific details using `get_page` or add new information with `create_page`. It’s how you automate document creation.

MCP Server: Querying and Building Databases

The agent handles structured data by checking the schema first. You can call `get_database` to see what fields are available, then use `list_databases` to find the right one. Finally, it runs queries using `query_database` or adds new records with `create_database_row`.

MCP Server: Discovering and Indexing Content

Want to see what's actually inside a specific document? The agent can run `list_blocks` for any given page, giving you a list of contained blocks. It also knows how to pull down all the necessary lists using tools like `list_users`, making it an info hub.

Setup guide

Set up Wolai 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 Wolai tools at runtime.
3

Create your Agent

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

Run the agent

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

asyncio.run(main())

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Common questions about Wolai MCP in OpenAI Agents SDK

You pass the Wolai MCP Server instance directly to your Agent constructor. The agent automatically discovers all available tools, letting you write code that interacts with Wolai without any manual setup or configuration.

This server touches page metadata, database schemas, user lists, and individual content blocks. Because it's an all-in-one toolset, your agent can handle everything from a simple user lookup to complex database updates.

Yes. The `query_database` tool lets you run specific queries against any connected Wolai database. You first check the schema with `get_database`, then send the query, and get structured results back.

Absolutely. The agent has a built-in tool, `list_pages`, that gives you a list of every page available in your account. This is useful for building comprehensive site maps or indexing content.

The SDK provides built-in guardrails that validate any actions before they run, which prevents accidental writes. This means your agent can't break anything in Wolai; it validates every step.

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