How to Use the Laravel Forge MCP in OpenAI Agents SDK

Q: Does an OpenAI Agents SDK assistant trigger a Laravel Forge deployment automatically?

Yes, the agent triggers deploysite based on your system prompts or git webhooks. You configure OpenAI guardrails to require manual approval before the deployment tool executes.

Deploy Laravel Forge sites and manage databases directly from production OpenAI Agents SDK workflows using our dedicated MCP Server.

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Connect Laravel Forge MCP to OpenAI Agents SDK

Create your Vinkius account to connect Laravel Forge 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 Laravel Forge with OpenAI Agents SDK

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Run `deploy_site` safely with OpenAI Agents SDK

The `deploy_site` tool executes deployment scripts on your Laravel Forge repositories directly from your Python runtime. When you pass this MCP Server to your `Agent` constructor, the SDK automatically registers the deployment tool without manual mapping. Your agent checks the status of your app using `get_site` before running a deployment. Built-in OpenAI guardrails validate these actions against your safety policies to prevent accidental production deployments.

Auto-discover server infrastructure via OpenAI Agents

The `list_servers` tool fetches your entire Forge infrastructure list for your Python agents. Your agent uses this list to inspect individual droplet configurations with `get_server` without hardcoded IDs in your codebase. The OpenAI Agents SDK handles the tool schema discovery during the initial handshake. This means your specialized database agent dynamically requests `list_databases` and queries active databases without human intervention.

Trace Forge configuration calls in OpenAI dashboards

The `list_ssh_keys` tool retrieves physical access keys from your root server to verify access permissions. Running this within the OpenAI Agents SDK MCP Server automatically logs the tool execution and payload to your OpenAI developer dashboard. This tracing tracks exactly when your agent inspects active queues via `list_workers` or looks up custom shell scripts using `list_recipes`. You get an audit log of every infrastructure change your agent initiates.

Setup guide

Set up Laravel Forge 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 Laravel Forge tools at runtime.
3

Create your Agent

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

Run the agent

Call Runner.run(agent, prompt) to execute. The agent invokes the appropriate Laravel Forge 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="Laravel Forge Agent",
            instructions="You have access to Laravel Forge 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 Laravel Forge MCP in OpenAI Agents SDK

Install the SDK and initialize the streamable HTTP server using `MCPServerStreamableHttp` pointing to your Vinkius endpoint. Pass this server instance directly into your `Agent` constructor to expose the tools.

Yes, the agent triggers `deploy_site` based on your system prompts or git webhooks. You configure OpenAI guardrails to require manual approval before the deployment tool executes.

The SDK relies on standard HTTP error handling when Forge limits your requests. You configure your agent's retry logic or use backoff strategies inside your Python execution loop.

You control tool access by filtering the tool definitions before passing them to the `Agent` constructor. This prevents the agent from running destructive actions if it only needs to check site configurations.

Vinkius runs the server in an isolated V8 sandbox where your Forge API keys are injected securely at runtime. The raw server configurations, database lists, and SSH keys never touch public logs or OpenAI's training datasets.

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